Eight claims, two members, both ceilings in play
Generated from the Parity family benefits engine (src/tasks/benefits-engine.ts). Gold is the oracle's output over 8 claims and 2 members. The longest chain in the suite. An arithmetic slip anywhere in the first six claims is still on the books at the eighth.
Field mean
91.7
across 28 models
Models scoring 100
23
of 28
Models scoring 0
1
of 28
What the model was given
PLAN DOCUMENT — Bluebonnet PPO 1500 (synthetic)
Plan year: 2026-01-01 through 2026-12-31. All amounts are per plan year.
Deductible
Individual (in-network) ................ 1500.00
Family (in-network) .................... 3000.00
Structure .............................. EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first.
Out-of-network (individual) ............ 3000.00
In-network and out-of-network deductible credits accumulate to a SINGLE member
deductible balance. The amount above is the threshold that balance is measured
against when the service is out-of-network.
Out-of-pocket maximum
Individual (in-network) ................ 6000.00
Family (in-network) .................... 12000.00
Individual (out-of-network) ............ 12000.00
Once a member reaches the out-of-pocket maximum the plan pays 100% of the
allowed amount for covered services for the remainder of the plan year.
Member cost share
Coinsurance after deductible, in-network ......... 20% member / 80% plan
Coinsurance after deductible, out-of-network ..... 40% member / 60% plan
Primary care office visit ........................ 30.00 copay
Specialist office visit .......................... 60.00 copay
Urgent care ...................................... 75.00 copay
Emergency room ................................... 400.00 copay, WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance
Generic retail pharmacy .......................... 15.00 copay
Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum.
Preventive care
In-network preventive services required to be covered without cost share are
paid at 100% of the allowed amount and are not subject to the deductible,
coinsurance, or a copay.
Basis of payment
Member cost share is calculated from the ALLOWED amount. Amounts billed above
the allowed amount are not the member's responsibility for in-network services.FAMILY ACCUMULATORS as of the moment before Claim 1
A (subscriber) deductible 0.00 out-of-pocket 0.00
B (spouse) deductible 0.00 out-of-pocket 0.00
Family total deductible 0.00 out-of-pocket 0.00
CLAIMS (adjudicate in the order listed; each claim updates the accumulators the next is measured against)
Claim 1 — 2026-01-06 — A (subscriber)
Service ......... Outpatient imaging, in-network
Network ......... In-network
Billed charge ... 1406.00
Allowed amount .. 760.00
Claim 2 — 2026-01-22 — B (spouse)
Service ......... Primary care office visit, in-network
Network ......... In-network
Billed charge ... 351.50
Allowed amount .. 190.00
Claim 3 — 2026-02-11 — A (subscriber)
Service ......... Ambulatory surgery, in-network
Network ......... In-network
Billed charge ... 4810.00
Allowed amount .. 2600.00
Claim 4 — 2026-03-04 — B (spouse)
Service ......... Outpatient infusion, in-network
Network ......... In-network
Billed charge ... 7585.00
Allowed amount .. 4100.00
Claim 5 — 2026-04-18 — A (subscriber)
Service ......... Inpatient admission, in-network
Network ......... In-network
Billed charge ... 27380.00
Allowed amount .. 14800.00
Claim 6 — 2026-05-27 — B (spouse)
Service ......... Specialist office visit, in-network
Network ......... In-network
Billed charge ... 388.50
Allowed amount .. 210.00
Claim 7 — 2026-07-09 — A (subscriber)
Service ......... Outpatient rehabilitation, in-network
Network ......... In-network
Billed charge ... 3515.00
Allowed amount .. 1900.00
Claim 8 — 2026-09-15 — B (spouse)
Service ......... Outpatient procedure, in-network
Network ......... In-network
Billed charge ... 6105.00
Allowed amount .. 3300.00
Report the components for Claim 8, and the ending accumulators for every member and for the family.
Required keys for this item:
member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount,
ending_deductible_a, ending_oopm_a (for A (subscriber))
ending_deductible_b, ending_oopm_b (for B (spouse))
ending_family_deductible, ending_family_oopmjson{
"kind": "fields",
"tolerance": 0.011,
"fields": {
"member_responsibility": 660,
"plan_paid": 2640,
"deductible_applied": 0,
"copay_amount": 0,
"coinsurance_amount": 660,
"ending_family_deductible": 3000,
"ending_family_oopm": 7982,
"ending_deductible_a": 1500,
"ending_oopm_a": 5212,
"ending_deductible_b": 1500,
"ending_oopm_b": 2770
}
}Every model's answer
Sorted by score. Open a row for the response and, where the vendor exposes it, the reasoning behind it.
100Claude Fable 5.1 · Anthropic13.9s · 964 out | 12.2s · 1,083 out | 11.9s · 976 out
Reasoning · 771 tokens
[omitted]json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 890 tokens
[omitted]json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 783 tokens
[omitted]json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.7 Flash · Google18.7s · 3,841 out | 22.2s · 4,211 out | 25.7s · 3,978 out
Reasoning · 3,641 tokens
**Tracking Accumulators Progress**
I'm focusing on meticulously tracing each accumulator's progression claim by claim, carefully considering how the deductible and OOPM rules, both individual and family, are applied.
**Processing Claims Sequentially**
I'm now processing claim two, a primary care visit for B. My focus is on correctly applying the $30 copay, ensuring it contributes only to the OOPM and not the deductible, as per the established rules.
**Applying Deductible and Coinsurance**
I've completed processing claim three for the subscriber. I carefully calculated the remaining deductible and applied the coinsurance, updating both individual and family accumulators.
**Calculating Next Claim**
I am now calculating the impact of claim 4 on our accumulators. I've applied the deductible and coinsurance for B, updating their individual and the family's remaining deductible and OOPM figures.
**Updating Accumulators After Claim**
I've finished processing claim four, meticulously accounting for the deductible and coinsurance for B. The accumulators for B's individual and the family's remaining deductible and OOPM have been adjusted accordingly.
**Determining Patient Responsibility**
I've calculated the patient's responsibility for claim four, ensuring the coinsurance was correctly applied after the deductible was met. Now, I'm moving on to determining the same for claim five.
**Calculating Coinsurance Impact**
I've finalized claim five, carefully applying coinsurance and updating all individual and family accumulators. Now, I'm processing claim six, a specialist visit for B, focusing on the fixed copay and its effect on OOPM.
**Updating Accumulators with Coinsurance**
I've successfully calculated the impact of claim 7, applying coinsurance and updating both individual and family OOPM and deductible accumulators. Now, I'm processing claim 8, a significant outpatient procedure for B, focusing on how the coinsurance affects their remaining OOPM.
**Verifying Numerical Formats**
I'm currently scrutinizing the required numerical formatting for claim data. My focus is on ensuring all dollar amounts, particularly `member_responsibility`, adhere strictly to the "plain number with two decimal places" rule, investigating whether they should be represented as numeric literals or strings.
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 4,011 tokens
**Processing Claims Step-by-Step**
I'm now meticulously working through each claim individually. My immediate focus is on the deductible details, particularly how the embedded structure for individual in-network deductibles of $1500 impacts the family deductible of $3000.
**Calculating Deductible Application**
I'm now calculating the deductible application for the first claim. The $760 allowed amount for outpatient imaging is being applied against my remaining individual deductible of $1500 and the family deductible of $3000, leaving $760 as my responsibility.
**Applying Deductibles for Claim 2**
I'm now processing the second claim, focusing on the spouse's primary care visit. A $30 copay is applied, not affecting the deductible but crediting the out-of-pocket maximum. The plan covers the remaining $160, and family accumulators are updated to reflect this.
**Incorporating Claim 3 Deductible**
I am now calculating the deductible application for the third claim, an ambulatory surgery for the subscriber. The remaining individual deductible is applied, then coinsurance is figured on the remaining allowed amount before updating member responsibility and plan paid amounts.
**Updating Accumulators After Claim 4**
I've completed the calculations for the fourth claim. The spouse's outpatient infusion required applying the remaining deductible and then calculating coinsurance. All family and individual accumulators have been updated accordingly, noting the family deductible is now met.
**Finalizing Deductible Calculations**
I've now processed the final inpatient admission claim. Since deductibles are fully met, I've calculated the 20% coinsurance, applied it to the member responsibility, and updated all individual and family accumulators. All outstanding balances have been determined.
**Applying Coinsurance for Claim 7**
I've now applied the coinsurance for the subscriber's outpatient rehabilitation. Since the individual deductible was already met, I calculated 20% of the allowed amount. This has been added to the subscriber's out-of-pocket maximum and the family accumulators.
**Reviewing Accumulator Logic**
I'm now cross-referencing the accumulator updates from claim 8 with previous calculations. My focus is on validating the precise application of coinsurance against the remaining individual and family out-of-pocket maximums. I'm meticulously checking each arithmetic step for accuracy.
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 3,778 tokens
**Analyzing Plan Structures**
I'm currently dissecting the plan's limitations, meticulously noting each deductible and out-of-pocket maximum for both individual and family tiers. The coinsurance percentages are also being logged for comprehensive tracking.
**Tracking Deductible Accumulation**
I'm now focusing on how deductibles are accumulating across individuals and the family plan. Claim 1 applied the full allowed amount to the individual and family deductibles, while Claim 2, a copay, only impacted the individual OOPM for that subscriber.
**Updating Accumulator Values**
I've processed Claim 3, updating individual and family deductibles and out-of-pocket maximums. Claim 4 has now been factored in, affecting the spouse's individual deductibles and the family's remaining deductible and OOPM.
**Updating Accumulator Balances**
I've now processed Claim 5, calculating the new individual and family deductibles and OOPMs after a significant inpatient admission. Following that, Claim 6 was a straightforward specialist visit, updating the spouse's OOPM and the overall family accumulator.
**Updating Accumulator Balances**
I've now processed Claim 5, calculating the new individual and family deductibles and OOPMs after a significant inpatient admission. Following that, Claim 6 was a straightforward specialist visit, updating the spouse's OOPM and the overall family accumulator.
**Processing Recent Claims**
Claim 7, an outpatient rehab, applied coinsurance after the deductible was met, increasing the subscriber's OOPM. Subsequently, Claim 8, an outpatient procedure for the spouse, also incurred coinsurance, further impacting their individual OOPM and the family's total responsibility.
**Recalculating OOPM Balances**
I'm re-verifying the out-of-pocket maximum calculations based on the latest claim data. The recent inpatient admission and subsequent specialist visit have been factored in to adjust the individual and family accumulator balances precisely.
**Updating Accumulator Balances**
I've now processed Claim 5, calculating the new individual and family deductibles and OOPMs after a significant inpatient admission. Following that, Claim 6 was a straightforward specialist visit, updating the spouse's OOPM and the overall family accumulator.
**Processing Recent Claims**
Claim 7, an outpatient rehab, applied coinsurance after the deductible was met, increasing the subscriber's OOPM. Subsequently, Claim 8, an outpatient procedure for the spouse, also incurred coinsurance, further impacting their individual OOPM and the family's total responsibility.
**Recalculating OOPM Balances**
I'm re-verifying the out-of-pocket maximum calculations based on the latest claim data. The recent inpatient admission and subsequent specialist visit have been factored in to adjust the individual and family accumulator balances precisely.
**Verifying Member Responsibility**
I've completed calculations for Claims 5 through 8, updating all individual and family deductibles and out-of-pocket maximums. The member's total responsibility has been meticulously confirmed.
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.5 · OpenAI10.3s · 913 out | 12.4s · 979 out | 10.5s · 885 out
Reasoning · 759 tokens
**Calculating insurance details**
I need to calculate the specifics of an insurance plan, focusing on things like individual and family deductibles—$1500 and $3000 respectively. As for the out-of-pocket maximums, it's $6000 for individuals and $12000 for families. I’ll also look at copays: $30 for primary care visits and $60 for specialists, which don't count towards deductibles but do contribute to out-of-pocket costs. I'll track everything carefully, including claims and their statuses. This requires careful organization of deductible credits and limits for both individuals and families.
**Analyzing deductible and claims**
I'm examining various deductible amounts and claims now. For individual accounts, there's a remainder of $740; for families, it's $2240. The deductible applies as the lesser between individual and family amounts, so I’m using $740. I need to calculate remaining allowances and coins, which calculate to $372.
I'm analyzing multiple claims, where certain amounts contribute to individual and family deductibles, such as B infusion and A inpatient claims, with copays and out-of-pocket limits. This is getting a bit complex, but I'm keeping track!json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 825 tokens
**Clarifying OOP rules**
I need to clarify a nuance regarding Out-of-Pocket Maximum (OOPM). It’s about reaching 100% payment; if that hasn’t been reached yet, I need to evaluate if family members’ overall OOP expenses contribute to the sum. I think it will include copays when crediting OOP. I should also ensure that I present the output correctly with proper formatting in a fenced code block. Alright, let's make sure everything is clear!json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Sol · OpenAI5.9s · 445 out | 6.4s · 539 out | 9.5s · 607 out
json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 385 tokens
**Formatting JSON numbers**
I'm considering how to preserve two decimal places in JSON strings. For instance, the number 660.00 can be represented in the parser, but the text formatting has to be precise. It seems like there might be an expectation to report plain numbers with two decimal places. It makes sense to use strings to ensure the format stays consistent, especially if prior benchmark outputs are expecting "660.00" as a string.json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 453 tokens
**Clarifying JSON formatting**
I'm checking whether Claim5 and Claim7 are not OOP. It seems I should use strings for dollar amounts due to needing two decimal places. JSON numbers can't preserve that format as intended. I remember, from prior tasks, that values need to be strings to maintain the formatting correctly. It looks like the output should be something like "660.00" as a string. I need to ensure I emit amounts with .00 for accuracy while keeping it in valid JSON.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.6 · xAI40.0s · 2,412 out | 32.3s · 2,273 out | 28.8s · 2,366 out
Reasoning · 2,266 tokens
The user wants me to adjudicate claims in order and report for Claim 8 plus ending accumulators.
For Claim 2, the copay is applied first. Since it's an office visit with a copay, the member responsibility is the copay amount of 30.00, and the plan pays the remaining 160.00. The copay does not apply to the deductible, but it does credit the OOPM 30.00.
After Claim 2:
A: ded 760.00, oopm 760.00
B: ded 0.00, oopm 30.00
Family: ded 760.00, oopm 790.00
Claim 3 — 2026 02 11 — A
Ambulatory surgery, INN
Allowed: 2600.00
A remaining individual deductible: 1500 - 760 = 740.00
Family remaining: 3000 - 760 = 2240.00
Embedded: lesser of individual remainder and family remainder 740.00
deductible_applied = 740.00
Remaining allowed after deductible: 2600 - 740 = 1860.00
Coinsurance 20%: 372.00
member_responsibility = 740 + 372 = 1112.00
plan_paid = 1488.00
A deductible now: 1500.00 (satisfied)
A OOPM: 760 + 1112 = 1872.00
Family deductible: 760 + 740 = 1500.json{"member_responsibility": 660.00, "plan_paid": 2640.00, "deductible_applied": 0.00, "copay_amount": 0.00, "coinsurance_amount": 660.00, "ending_deductible_a": 1500.00, "ending_oopm_a": 5212.00, "ending_deductible_b": 1500.00, "ending_oopm_b": 2770.00, "ending_family_deductible": 3000.00, "ending_family_oopm": 7982.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,114 tokens
The user wants me to adjudicate claims in order and report for Claim 8 plus ending accumulators.
Claim 8 components:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 660.00
Ending accumulators:
- ending_deduct ible_a: 1500.00
- ending_oopm_a: 4532.00
- ending_deductible_b: 0.00
- ending_oopm_b: 2670.00
- ending_family_deductible: 3000.00
- ending_family_o opm: 7322.00 Wait, no, I see the error in my previous calculation for A.
Let me correct the ending OOPM for A.
After Claim 7, A OOPM was 5212.00
For Claim 8, B's coinsurance 660.00 does not affect A.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,207 tokens
The user wants me to adjudicate claims in order and report for Claim 8 plus ending accumulators.
Claim 8 components:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 660.00
Ending accumulators:
- ending_deduct ible_a: 0.00
- ending_oopm_a: 6000.00
- ending_deductible_b: 0.00
- ending_oopm_b: 6000.00
- ending_family_deductible: 0.00
- ending_family_oopm : 12000.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.5 · xAI24.1s · 1,796 out | 27.3s · 1,988 out | 28.1s · 2,141 out
Reasoning · 1,637 tokens
The problem is about adjudicating claims for a health plan. I need to process claims in order and report for Claim 8 and ending accumulators.
Claim 8 components:
member_responsibility: 660.00
plan_paid: 2640.00
deductible_applied: 0.00
copay_amount: 0.00
coinsurance_amount: 660.00
ending_deductible_a: 0.00 ending_oopm_a: 5212.00
ending_deductible_b: 0.00 ending_oopm_b: 2770.00
ending_family_deductible: 0.00 ending_family_oopm: 7982.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,842 tokens
The problem is about adjudicating claims for a health plan. I need to process claims in order and report for Claim 8 and the ending accumulators.
Claim 8 components:
member_responsibility: 660.00
plan_paid: 2640.00
deductible_applied: 0.00
copay_amount: 0.00
coinsurance_amount: 660.00
Ending accumulators:
A (subscriber): deductible 1500.00, out-of-pocket 6000.00
B (spouse): deductible 1500.00, out-of-pocket 6000.00
Family: deductible 3000.00, out-of-pocket 12000.json{"member_responsibility": 660.00, "plan_paid": 2640.00, "deductible_applied": 0.00, "copay_amount": 0.00, "coinsurance_amount": 660.00, "ending_deductible_a": 1500.00, "ending_oopm_a": 5212.00, "ending_deductible_b": 1500.00, "ending_oopm_b": 2770.00, "ending_family_deductible": 3000.00, "ending_family_oopm": 7982.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,982 tokens
The problem is about adjudicating claims for a health plan. I need to process claims in order and track accumulators.
Claim 8 — 2026-09-15 — B (spouse)
Service ......... Outpatient procedure, in-network
Network ......... In-network
Billed charge ... 6105.00
Allowed amount .. 3300.00
Components:
member_responsibility: 660.00
plan_paid: 2640.00
deductible_applied: 0.00
copay_amount: 0.00
coinsurance_amount: 660.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.1 Pro · Google35.7s · 3,715 out | 30.5s · 3,461 out | 37.3s · 4,260 out
Reasoning · 3,515 tokens
**Adjudicating Claims and Tracking Accumulators**
My primary objective was to meticulously adjudicate eight claims in chronological order, paying close attention to how each service impacts individual and family deductibles and out-of-pocket maximums. Crucially, I needed to extract and report specific components for Claim 8, along with the final accumulator balances for individuals A and B, and the Family as a whole.
Here's how my thought process unfolded, systematically working through each claim:
**Initial Setup and Rules Understanding:**
I began by internalizing the core plan details:
* **Individual Deductible (IN):** $1,500.00
* **Family Deductible (IN):** $3,000.00
* **Structure:** Embedded (meaning individual deductibles contribute to the family deductible).
* **Individual Out-of-Pocket Maximum (IN):** $6,000.00
* **Family Out-of-Pocket Maximum (IN):** $12,000.00
* **Coinsurance:** 20% member / 80% plan.
* **Copays:** PCP ($30.00), Specialist ($60.00).
* **Key Rules:** Copays *do not* apply towards the deductible but *do* credit towards the Out-of-Pocket Maximum (OOPM). All services are In-Network (IN).
I then established the starting accumulator balances:
* **A (subscriber):** Deductible = $0.00, OOP = $0.00
* **B (spouse):** Deductible = $0.00, OOP = $0.00
* **Family:** Deductible = $0.00, OOP = $0.00
**Claim-by-Claim Adjudication and Accumulator Updates:**
1. **Claim 1 (2026-01-06) — A (subscriber): Outpatient Imaging**
* **Service Type:** Not a copay service (PCP, Specialist, etc.), so it’s subject to deductible and coinsurance.
* **Allowed Amount:** $760.00.
* **Deductible Calculation:**
* A's remaining deductible: `min(1500 - 0, 3000 - 0) = $1,500.00`.
* I applied the full allowed amount of $760.00 towards A's deductible.
* **Member Responsibility:** $760.00 (all deductible). Plan paid $0.00.
* **Accumulators Post-Claim 1:**
* A: Ded = $760.00, OOP = $760.00
* B: Ded = $0.00, OOP = $0.00
* Fam: Ded = $760.00, OOP = $760.00
2. **Claim 2 (2026-01-22) — B (spouse): Primary Care Visit**
* **Service Type:** PCP visit, which is a copay service.
* **Allowed Amount:** $190.00.
* **Copay:** $30.00. This credits OOPM but not deductible.
* **Member Responsibility:** $30.00 (copay). Plan paid $160.00.
* **Accumulators Post-Claim 2:**
* A: Ded = $760.00, OOP = $760.00
* B: Ded = $0.00, OOP = $30.00
* Fam: Ded = $760.00, OOP = $790.00
3. **Claim 3 (2026-02-11) — A (subscriber): Ambulatory Surgery**
* **Service Type:** Subject to deductible and coinsurance.
* **Allowed Amount:** $2,600.00.
* **Deductible Calculation:**
* A's remaining deductible: `min(1500 - 760, 3000 - 760) = $740.00`.
* I applied $740.00 towards A's deductible.
* Remaining allowed after deductible: $2,600.00 - $740.00 = $1,860.00.
* **Coinsurance Calculation:** 20% of $1,860.00 = $372.00.
* **Total Member Responsibility:** $740.00 (deductible) + $372.00 (coinsurance) = $1,112.00. This is well within A's OOPM ($6,000 - $760 = $5,240 remaining).
* **Accumulators Post-Claim 3:**
* A: Ded = $760.00 + $740.00 = $1,500.00, OOP = $760.00 + $1,112.00 = $1,872.00
* B: Ded = $0.00, OOP = $30.00
* Fam: Ded = $760.00 + $740.00 = $1,500.00, OOP = $790.00 + $1,112.00 = $1,902.00
4. **Claim 4 (2026-03-04) — B (spouse): Outpatient Infusion**
* **Service Type:** Subject to deductible and coinsurance.
* **Allowed Amount:** $4,100.00.
* **Deductible Calculation:**
* B's remaining deductible: `min(1500 - 0, 3000 - 1500) = $1,500.00`. (Family deductible still has $1,500 remaining contribution from A).
* I applied $1,500.00 towards B's deductible, satisfying B's individual deductible.
* Remaining allowed after deductible: $4,100.00 - $1,500.00 = $2,600.00.
* **Coinsurance Calculation:** 20% of $2,600.00 = $520.00.
* **Total Member Responsibility:** $1,500.00 (deductible) + $520.00 (coinsurance) = $2,020.00. This is within B's OOPM ($6,000 - $30 = $5,970 remaining).
* **Accumulators Post-Claim 4:**
* A: Ded = $1,500.00, OOP = $1,872.00
* B: Ded = $1,500.00, OOP = $30.00 + $2,020.00 = $2,050.00
* Fam: Ded = $1,500.00 + $1,500.00 = $3,000.00, OOP = $1,902.00 + $2,020.00 = $3,922.00 (Family deductible is now met).
5. **Claim 5 (2026-04-18) — A (subscriber): Inpatient Admission**
* **Service Type:** Subject to deductible and coinsurance.
* **Allowed Amount:** $14,800.00.
* **Deductible Calculation:**
* A's remaining deductible: `min(1500 - 1500, 3000 - 3000) = $0.00`. A's individual deductible was met in Claim 1, and the Family deductible was met in Claim 4.
* Deductible applied: $0.00.
* **Coinsurance Calculation:** 20% of $14,800.00 = $2,960.00.
* **Total Member Responsibility:** $2,960.00 (coinsurance). This is within A's OOPM ($6,000 - $1,872 = $4,128 remaining) and the Family OOPM ($12,000 - $3,922 = $8,078 remaining).
* **Accumulators Post-Claim 5:**
* A: Ded = $1,500.00, OOP = $1,872.00 + $2,960.00 = $4,832.00
* B: Ded = $1,500.00, OOP = $2,050.00
* Fam: Ded = $3,000.00, OOP = $3,922.00 + $2,960.00 = $6,882.00
6. **Claim 6 (2026-05-27) — B (spouse): Specialist Visit**
* **Service Type:** Specialist visit, a copay service.
* **Allowed Amount:** $210.00.
* **Copay:** $60.00. This credits OOPM.
* **Member Responsibility:** $60.00 (copay). This is within B's remaining OOPM ($6,000 - $2,050 = $3,950 remaining). Plan paid $150.00.
* **Accumulators Post-Claim 6:**
* A: Ded = $1,500.00, OOP = $4,832.00
* B: Ded = $1,500.00, OOP = $2,050.00 + $60.00 = $2,110.00
* Fam: Ded = $3,000.00, OOP = $6,882.00 + $60.00 = $6,942.00
7. **Claim 7 (2026-07-09) — A (subscriber): Outpatient Rehabilitation**
* **Service Type:** Subject to deductible and coinsurance.
* **Allowed Amount:** $1,900.00.
* **Deductible Calculation:**
* A's remaining deductible: $0.00 (met).
* Deductible applied: $0.00.
* **Coinsurance Calculation:** 20% of $1,900.00 = $380.00.
* **Total Member Responsibility:** $380.00 (coinsurance). This is within A's OOPM ($6,000 - $4,832 = $1,168 remaining).
* **Accumulators Post-Claim 7:**
* A: Ded = $1,500.00, OOP = $4,832.00 + $380.00 = $5,212.00
* B: Ded = $1,500.00, OOP = $2,110.00
* Fam: Ded = $3,000.00, OOP = $6,942.00 + $380.00 = $7,322.00
8. **Claim 8 (2026-09-15) — B (spouse): Outpatient Procedure**
* **Service Type:** Subject to deductible and coinsurance.
* **Allowed Amount:** $3,300.00.
* **Deductible Calculation:**
* B's remaining deductible: $0.00 (met).
* Deductible applied: $0.00.
* **Coinsurance Calculation:** 20% of $3,300.00 = $660.00.
* **Total Member Responsibility:** $660.00 (coinsurance). This is within B's OOPM ($6,000 - $2,110 = $3,890 remaining) and the Family OOPM ($12,000 - $7,322 = $4,678 remaining).
* **Member Responsibility:** $660.00. Plan paid $3,300.00 - $660.00 = $2,640.00.
* **Accumulators Post-Claim 8:**
* A: Ded = $1,500.00, OOP = $5,212.00
* B: Ded = $1,500.00, OOP = $2,110.00 + $660.00 = $2,770.00
* Fam: Ded = $3,000.00, OOP = $7,322.00 + $660.00 = $7,982.00
**Verification of Claim 8 Components and Final Accumulators:**
My final step was to meticulously verify that all calculated components for Claim 8 and the ending accumulators aligned with the detailed step-by-step adjudication. This involved re-checking the logic for deductible application, coinsurance calculation, copay impact, and OOPM credit.
* **Member Responsibility:** $660.00. Confirmed.
* **Plan Paid:** $2,640.00. Confirmed.
* **Deductible Applied (Claim 8):** $0.00. Confirmed, as deductibles were already met.
* **Copay Amount (Claim 8):** $0.00. Confirmed, it was a coinsurance service.
* **Coinsurance Amount (Claim 8):** $660.00. Confirmed.
* **Ending Deductible A:** $1,500.00. Confirmed.
* **Ending OOPM A:** $5,212.00. Confirmed.
* **Ending Deductible B:** $1,500.00. Confirmed.
* **Ending OOPM B:** $2,770.00. Confirmed.
* **Ending Family Deductible:** $3,000.00. Confirmed.
* **Ending Family OOPM:** $7,982.00. Confirmed.
I also performed a sanity check by summing the copay contributions for B ($30 + $60 = $90) to ensure they were correctly credited to the OOPMs, which they were. The detailed breakdown confirmed that the logic applied consistently throughout the claims, leading to the accurate final accumulators.
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 3,261 tokens
**My Thought Process for Adjudicating Claims and Calculating Final Accumulator States**
My primary objective here is to meticulously process a series of insurance claims (1 through 8) in chronological order, to determine the final state of individual and family deductibles and out-of-pocket maximums, and specifically, to calculate the cost share for Claim 8. I need to ensure my understanding of the rules – how deductibles apply, how coinsurance kicks in after the deductible is met, and how copays behave (crediting OOPM but not deductible) – is robust and consistently applied.
Let’s break down my internal monologue as I work through each claim and update the relevant accumulators:
**Initial Setup:**
First, I establish the baseline. I have defined deductible and Out-of-Pocket Maximum (OOPM) limits for both individual (IND) and family (FAM). My understanding is that IND applies to each person, and FAM is the aggregate for the household.
* Deductibles: IND = 1500, FAM = 3000
* OOPM: IND = 6000, FAM = 12000
* Coinsurance: 20% (In-Network, after deductible)
* Copays: PCP = 30, Spec = 60, UC = 75, ER = 400, Rx = 15. Crucially, copays *do not* count towards the deductible but *do* count towards the OOPM.
Then, I initialize my accumulator variables. These are the running totals that will track how much has been applied towards each limit:
* `A_ded`: Subscriber (A)'s deductible progress (starts at 0)
* `A_oopm`: Subscriber (A)'s OOPM progress (starts at 0)
* `B_ded`: Spouse (B)'s deductible progress (starts at 0)
* `B_oopm`: Spouse (B)'s OOPM progress (starts at 0)
* `FAM_ded`: Family deductible progress (starts at 0)
* `FAM_oopm`: Family OOPM progress (starts at 0)
**Claim 1 (2026-01-06 — A): Outpatient Imaging (INN)**
* Allowed amount is $760.00.
* No specific copay for this service type.
* This is subject to deductible and then coinsurance.
* Subscriber A’s deductible is currently $0. They need $760 to meet it.
* So, Subscriber A pays the full $760.
* My accumulators update:
* `A_ded` becomes $760.
* `FAM_ded` becomes $760 (as the family deductible is aggregate).
* `A_oopm` becomes $760 (as the member responsibility counts towards OOPM).
* `FAM_oopm` becomes $760.
* Member responsibility for Claim 1: $760. Plan paid: $0.
**Claim 2 (2026-01-22 — B): Primary Care Visit (INN)**
* Allowed amount is $190.00.
* There's a $30 copay. This copay counts towards OOPM but *not* deductible.
* Subscriber B’s deductible is $0, so the remaining $160 of the allowed amount is plan-paid.
* My accumulators update:
* `B_ded` remains $0 (copay doesn't count).
* `FAM_ded` remains $760.
* `B_oopm` becomes $30 (the copay amount).
* `FAM_oopm` becomes $760 + $30 = $790.
* Member responsibility for Claim 2: $30. Plan paid: $160.
**Claim 3 (2026-02-11 — A): Ambulatory Surgery (INN)**
* Allowed amount is $2600.00.
* No copay. Subject to deductible and coinsurance.
* Subscriber A’s deductible is $760. They need $1500 (IND ded) - $760 = $740 more to meet their individual deductible.
* The family deductible is $760, so it needs $3000 - $760 = $2240 more.
* Subscriber A pays $740 towards their deductible.
* My accumulators update:
* `A_ded` becomes $760 + $740 = $1500 (A's deductible is now met).
* `FAM_ded` becomes $760 + $740 = $1500 (still $1500 short of the family deductible).
* Remaining allowed amount after deductible application: $2600 - $740 = $1860.
* Now, 20% coinsurance applies to this remaining amount: $1860 * 0.20 = $372.00. This is the member’s responsibility.
* Total member responsibility for this claim: $740 (deductible) + $372 (coinsurance) = $1112.00.
* This $1112.00 also counts towards the OOPM.
* My accumulators update:
* `A_oopm` becomes $760 (from Claim 1) + $1112 = $1872.
* `FAM_oopm` becomes $790 (from Claim 2) + $1112 = $1902.
* Member responsibility for Claim 3: $1112. Plan paid: $2600 - $1112 = $1488.
**Claim 4 (2026-03-04 — B): Outpatient Infusion (INN)**
* Allowed amount is $4100.00.
* No copay. Subject to deductible and coinsurance.
* Subscriber B’s deductible is $0. They need $1500 to meet their individual deductible.
* The family deductible is $1500. They need $3000 - $1500 = $1500 more.
* Since B’s individual deductible is $1500, and the family deductible also needs $1500, B pays $1500 towards their deductible. This also applies to the family deductible.
* My accumulators update:
* `B_ded` becomes $1500 (B's deductible is met).
* `FAM_ded` becomes $1500 (from previous claims) + $1500 = $3000 (Family deductible is met).
* Remaining allowed amount after deductible application: $4100 - $1500 = $2600.
* Coinsurance applies: $2600 * 0.20 = $520.00. This is member responsibility.
* Total member responsibility for this claim: $1500 (deductible) + $520 (coinsurance) = $2020.00.
* This $2020.00 also counts towards the OOPM.
* My accumulators update:
* `B_oopm` becomes $30 (from Claim 2) + $2020 = $2050.
* `FAM_oopm` becomes $1902 (from Claim 3) + $2020 = $3922.
* Member responsibility for Claim 4: $2020. Plan paid: $4100 - $2020 = $2080.
**Claim 5 (2026-04-18 — A): Inpatient Admission (INN)**
* Allowed amount is $14800.00.
* No copay. Deductibles are met for both A and the Family.
* The entire allowed amount is subject to coinsurance.
* Coinsurance: $14800 * 0.20 = $2960.00. This is member responsibility.
* Let’s check OOPM:
* `A_oopm` is $1872. A needs $6000 - $1872 = $4128 more.
* `FAM_oopm` is $3922. The family needs $12000 - $3922 = $8078 more.
* The member responsibility ($2960) is less than the remaining OOPM for both A and the family. So, A pays the full $2960.
* My accumulators update:
* `A_oopm` becomes $1872 + $2960 = $4832.
* `FAM_oopm` becomes $3922 + $2960 = $6882.
* Member responsibility for Claim 5: $2960. Plan paid: $14800 - $2960 = $11840.
**Claim 6 (2026-05-27 — B): Specialist Office Visit (INN)**
* Allowed amount is $210.00.
* There's a $60 copay. This counts towards OOPM, not deductible.
* Deductibles are met.
* Member responsibility is the $60 copay.
* Let’s check OOPM:
* `B_oopm` is $2050. B needs $6000 - $2050 = $3950 more.
* `FAM_oopm` is $6882. Family needs $12000 - $6882 = $5118 more.
* The copay ($60) is well within the remaining OOPM for both B and the family.
* My accumulators update:
* `B_oopm` becomes $2050 + $60 = $2110.
* `FAM_oopm` becomes $6882 + $60 = $6942.
* Member responsibility for Claim 6: $60. Plan paid: $210 - $60 = $150.
**Claim 7 (2026-07-09 — A): Outpatient Rehabilitation (INN)**
* Allowed amount is $1900.00.
* No copay. Deductibles are met.
* This is subject to coinsurance.
* Coinsurance: $1900 * 0.20 = $380.00. This is member responsibility.
* Let’s check OOPM:
* `A_oopm` is $4832. A needs $6000 - $4832 = $1168 more.
* `FAM_oopm` is $6942. Family needs $12000 - $6942 = $5058 more.
* The member responsibility ($380) is less than the remaining OOPM for both A and the family. So, A pays the full $380.
* My accumulators update:
* `A_oopm` becomes $4832 + $380 = $5212.
* `FAM_oopm` becomes $6942 + $380 = $7322.
* Member responsibility for Claim 7: $380. Plan paid: $1900 - $380 = $1520.
**Claim 8 (2026-09-15 — B): Outpatient Procedure (INN)**
* Allowed amount is $3300.00.
* No copay. Deductibles are met.
* This is subject to coinsurance.
* Coinsurance: $3300 * 0.20 = $660.00. This is member responsibility.
* Let’s check OOPM:
* `B_oopm` is $2110. B needs $6000 - $2110 = $3890 more.
* `FAM_oopm` is $7322. Family needs $12000 - $7322 = $4678 more.
* The member responsibility ($660) is less than the remaining OOPM for both B and the family. So, B pays the full $660.
* My accumulators update:
* `B_oopm` becomes $2110 + $660 = $2770.
* `FAM_oopm` becomes $7322 + $660 = $7982.
* Member responsibility for Claim 8: $660.00.
* Plan paid: $3300 - $660 = $2640.00.
* Deductible applied for this claim: $0.00 (deductibles were already met).
* Copay amount for this claim: $0.00.
* Coinsurance amount for this claim: $660.00.
**Final Accumulator States After Claim 8:**
* `A_ded`: $1500.00
* `A_oopm`: $5212.00
* `B_ded`: $1500.00
* `B_oopm`: $2770.00
* `FAM_ded`: $3000.00
* `FAM_oopm`: $7982.00
**Review and Verification:**
I performed a quick double-check by summing up the member responsibility for each claim and comparing it to the final `FAM_oopm`.
* Claim 1: $760
* Claim 2: $30
* Claim 3: $1112
* Claim 4: $2020
* Claim 5: $2960
* Claim 6: $60
* Claim 7: $380
* Claim 8: $660
* Total Member Responsibility = $760 + $30 + $1112 + $2020 + $2960 + $60 + $380 + $660 = $7982.
This matches the final `FAM_oopm`, confirming my calculations. I also verified that individual deductibles and OOPMs are within their limits. All looks correct.
The final output for Claim 8 should include:
* `member_responsibility`: $660.00
* `plan_paid`: $2640.00
* `deductible_applied`: $0.00
* `copay_amount`: $0.00
* `coinsurance_amount`: $660.00
* `ending_deductible_a`: $1500.00
* `ending_oopm_a`: $5212.00
* `ending_deductible_b`: $1500.00
* `ending_oopm_b`: $2770.00
* `ending_family_deductible`: $3000.00
* `ending_family_oopm`: $7982.00
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
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{
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"ok": true,
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{
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"ok": true,
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{
"field": "deductible_applied",
"want": 0,
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{
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"want": 0,
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"ok": true,
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{
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"want": 5212,
"got": 5212,
"ok": true,
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},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
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"want": 2770,
"got": 2770,
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"fabricated": false,
"abstained": false
}Reasoning · 4,060 tokens
# **My Thought Process for Adjudicating These Claims**
Alright, let's break down this adjudication process for the Bluebonnet PPO 1500 plan for members A and B. My primary goal here is to meticulously track how each claim impacts their deductibles, out-of-pocket maximums (OOPM), and ultimately, how much the member is responsible for versus what the plan covers. I'll be working through each claim chronologically, updating accumulators as I go, and paying close attention to the plan's specific rules.
First, I've got the foundational plan details right in front of me:
* The plan year runs from January 1, 2026, to December 31, 2026.
* Individual Deductible: $1,500. Family Deductible: $3,000. This is an embedded deductible, meaning an individual's deductible counts towards the family deductible.
* Individual OOPM: $6,000. Family OOPM: $12,000. Again, individual OOPM applies to the family OOPM.
* Coinsurance: 20% for the member, 80% for the plan, applicable *after* the deductible is met.
* Specific Copays: $30 for a Primary Care Physician (PCP) visit, $60 for a Specialist visit, and $400 for an Emergency Room (ER) visit (which is waived if the patient is admitted).
* Crucially, copays *do not* count towards the deductible, but they *do* count towards the out-of-pocket maximum.
* The "Allowed Amount" is the basis for all cost-sharing calculations.
I'm starting with fresh accumulators for both members and the family:
* Member A: Deductible $0.00, OOPM $0.00
* Member B: Deductible $0.00, OOPM $0.00
* Family: Deductible $0.00, OOPM $0.00
Now, let's adjudicate each claim:
**Claim 1: January 6, 2026, Member A, Outpatient Imaging**
* Allowed Amount: $760.00
* This service is subject to deductible and coinsurance.
* Member A's remaining deductible is $1,500. The family's is $3,000.
* I'll apply the full $760.00 to A's individual and the family deductible. Since the deductible hasn't been met yet, there's no coinsurance to calculate.
* **Member Responsibility:** $760.00
* **Plan Paid:** $0.00
* **Accumulators Update:**
* A: Deductible $760.00, OOPM $760.00 (since deductible counts towards OOPM)
* Family: Deductible $760.00, OOPM $760.00
**Claim 2: January 22, 2026, Member B, PCP Visit**
* Allowed Amount: $190.00
* This is a PCP visit, so it's a $30.00 copay. Copays don't hit the deductible.
* The plan pays the allowed amount minus the copay.
* **Member Responsibility:** $30.00
* **Plan Paid:** $190.00 - $30.00 = $160.00
* **Accumulators Update:**
* B: Deductible $0.00, OOPM $30.00 (copay counts towards OOPM)
* Family: Deductible $760.00, OOPM $760.00 + $30.00 = $790.00
**Claim 3: February 11, 2026, Member A, Ambulatory Surgery**
* Allowed Amount: $2,600.00
* A's deductible remaining is $1,500.00 - $760.00 = $740.00.
* The family's deductible remaining is $3,000.00 - $760.00 = $2,240.00.
* I'll apply the remaining $740.00 of A's individual deductible first, which also applies to the family.
* Remaining allowed amount for coinsurance calculation: $2,600.00 - $740.00 = $1,860.00.
* Coinsurance is 20% of $1,860.00 = $372.00.
* Total member responsibility for this claim: $740.00 (deductible) + $372.00 (coinsurance) = $1,112.00.
* A's OOPM available: $6,000.00 - $760.00 = $5,240.00. The $1,112.00 is well within this.
* **Member Responsibility:** $1,112.00
* **Plan Paid:** $1,860.00 * 80% = $1,488.00
* **Accumulators Update:**
* A: Deductible $760.00 + $740.00 = $1,500.00 (Individual deductible met). OOPM $760.00 + $1,112.00 = $1,872.00.
* Family: Deductible $760.00 + $740.00 = $1,500.00. OOPM $790.00 + $1,112.00 = $1,902.00.
**Claim 4: March 4, 2026, Member B, Outpatient Infusion**
* Allowed Amount: $4,100.00
* Member B's deductible is still $1,500.00 (since no claims applied to it yet).
* Family deductible remaining: $3,000.00 - $1,500.00 (from A) = $1,500.00.
* I'll apply $1,500.00 to B's individual deductible and the family deductible. Now the family deductible is met ($1,500.00 from A + $1,500.00 from B = $3,000.00).
* Remaining allowed amount for coinsurance: $4,100.00 - $1,500.00 = $2,600.00.
* Coinsurance is 20% of $2,600.00 = $520.00.
* Total member responsibility for this claim: $1,500.00 (deductible) + $520.00 (coinsurance) = $2,020.00.
* B's OOPM available: $6,000.00 - $30.00 = $5,970.00. The $2,020.00 is well within this.
* **Member Responsibility:** $2,020.00
* **Plan Paid:** $2,600.00 * 80% = $2,080.00
* **Accumulators Update:**
* B: Deductible $0.00 + $1,500.00 = $1,500.00 (Individual deductible met). OOPM $30.00 + $2,020.00 = $2,050.00.
* Family: Deductible $1,500.00 + $1,500.00 = $3,000.00 (Family deductible met). OOPM $1,902.00 + $2,020.00 = $3,922.00.
**Claim 5: April 18, 2026, Member A, Inpatient Admission**
* Allowed Amount: $14,800.00
* Both A's and the Family's deductibles are already met. So, $0.00 deductible applies.
* Coinsurance is 20% of $14,800.00 = $2,960.00.
* A's OOPM available: $6,000.00 - $1,872.00 = $4,128.00.
* Family OOPM available: $12,000.00 - $3,922.00 = $8,078.00.
* The $2,960.00 coinsurance is less than both individual and family OOPM limits.
* **Member Responsibility:** $2,960.00
* **Plan Paid:** $14,800.00 * 80% = $11,840.00
* **Accumulators Update:**
* A: Deductible $1,500.00. OOPM $1,872.00 + $2,960.00 = $4,832.00.
* Family: Deductible $3,000.00. OOPM $3,922.00 + $2,960.00 = $6,882.00.
**Claim 6: May 27, 2026, Member B, Specialist Office Visit**
* Allowed Amount: $210.00
* This is a specialist visit, so it's a $60.00 copay. Copays don't hit the deductible.
* Plan pays the allowed amount minus the copay.
* **Member Responsibility:** $60.00
* **Plan Paid:** $210.00 - $60.00 = $150.00
* **Accumulators Update:**
* B: Deductible $1,500.00. OOPM $2,050.00 + $60.00 = $2,110.00 (copay counts towards OOPM).
* Family: Deductible $3,000.00. OOPM $6,882.00 + $60.00 = $6,942.00.
**Claim 7: July 9, 2026, Member A, Outpatient Rehabilitation**
* Allowed Amount: $1,900.00
* Deductibles are met. So, $0.00 deductible applies.
* Coinsurance is 20% of $1,900.00 = $380.00.
* A's OOPM available: $6,000.00 - $4,832.00 = $1,168.00.
* Family OOPM available: $12,000.00 - $6,942.00 = $5,058.00.
* The $380.00 coinsurance is within limits.
* **Member Responsibility:** $380.00
* **Plan Paid:** $1,900.00 * 80% = $1,520.00
* **Accumulators Update:**
* A: Deductible $1,500.00. OOPM $4,832.00 + $380.00 = $5,212.00.
* Family: Deductible $3,000.00. OOPM $6,942.00 + $380.00 = $7,322.00.
**Claim 8: September 15, 2026, Member B, Outpatient Procedure**
* Allowed Amount: $3,300.00
* Deductibles are met for both B ($1,500.00) and the family ($3,000.00). So, $0.00 deductible applies.
* Coinsurance is 20% of $3,300.00 = $660.00.
* B's OOPM available: $6,000.00 - $2,110.00 = $3,890.00.
* Family OOPM available: $12,000.00 - $7,322.00 = $4,678.00.
* The $660.00 coinsurance is within both limits.
* **Member Responsibility:** $660.00
* **Plan Paid:** $3,300.00 - $660.00 = $2,640.00
* **Accumulators Update:**
* B: Deductible $1,500.00. OOPM $2,110.00 + $660.00 = $2,770.00.
* Family: Deductible $3,000.00. OOPM $7,322.00 + $660.00 = $7,982.00.
Finally, I'll consolidate the final accumulators and the details for the last claim.
* **Member Responsibility (Claim 8):** 660.00
* **Plan Paid (Claim 8):** 2640.00
* **Deductible Applied (Claim 8):** 0.00
* **Copay Amount (Claim 8):** 0.00
* **Coinsurance Amount (Claim 8):** 660.00
* **Ending Deductible A:** 1500.00
* **Ending OOPM A:** 5212.00
* **Ending Deductible B:** 1500.00
* **Ending OOPM B:** 2770.00
* **Ending Family Deductible:** 3000.00
* **Ending Family OOPM:** 7982.00
I've double-checked all the calculations, ensuring that deductibles were applied correctly, coinsurance was calculated post-deductible, copays were handled per the rules (hitting OOPM but not deductible), and that individual and family limits were respected throughout. Everything seems to align with the plan provisions.
json{
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"deductible_applied": 0.00,
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"coinsurance_amount": 660.00,
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"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
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],
"fabricated": false,
"abstained": false
}100Claude Opus 5 · Anthropic12.1s · 1,110 out | 11.7s · 1,114 out | 10.4s · 1,012 out
json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
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{
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{
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}json{
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Grader detail
json{
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"want": 1500,
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}json{
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Grader detail
json{
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"field": "ending_deductible_b",
"want": 1500,
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],
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}100Gemini 3 Flash · Google37.6s · 4,976 out | 52.7s · 7,774 out | 69.2s · 10,472 out
Reasoning · 4,775 tokens
**A Deep Dive into the 2026 Plan Year Benefit Calculations**
Alright, let's meticulously walk through these benefit calculations for the 2026 plan year. I'm starting with the foundational information: the plan year runs from January 1st to December 31st, 2026. I've got the individual deductible set at $1,500 and the family deductible at $3,000. Crucially, this is an EMBEDDED deductible structure, meaning the first individual to meet their deductible or the family to meet theirs will trigger the next phase of benefits. The out-of-pocket maximums are $6,000 for an individual and $12,000 for a family, with separate, higher deductibles for out-of-network services ($3,000 for an individual, though that doesn't come into play here).
I'm paying close attention to the coinsurance structure: 20% for the member and 80% for the plan, applied *after* the deductible has been met. Then there are the specific copays: $30 for primary care visits, $60 for specialist visits, $75 for urgent care, and a substantial $400 for the emergency room (which is waived if it leads to an inpatient admission). It's also critical to remember that these copays do NOT count towards the deductible, but they *always* count towards the out-of-pocket maximum. This is a key distinction that influences the entire accumulator tracking.
Now, let's trace the claims, starting with the accumulators for Member A and Member B, as well as the family, all at $0 for deductible and OOPM.
The first service is **Outpatient Imaging** for Member A, with an allowed amount of $760. Since Member A's deductible is $1,500 and the family deductible is $3,000, and currently both are at $0, this $760 will be applied to both their individual and family deductibles. So, $760 is applied to the deductible. Coinsurance isn't applicable yet. The member's responsibility is $760.
* **Accumulators Update:**
* Member A: Deductible = $760.00, OOPM = $760.00
* Member B: Deductible = $0.00, OOPM = $0.00
* Family: Deductible = $760.00, OOPM = $760.00
Next, a **Primary Care Office Visit** for Member B, with an allowed amount of $190. This is a $30 copay. As per the rules, copays don't credit the deductible but do credit the OOPM. So, Member B's responsibility is $30. The plan pays the difference ($190 - $30 = $160).
* **Accumulators Update:**
* Member A: Deductible = $760.00, OOPM = $760.00
* Member B: Deductible = $0.00, OOPM = $30.00 (Copays don't credit deductible, but do credit OOPM)
* Family: Deductible = $760.00, OOPM = $760.00 + $30.00 = $790.00
Then, an **Ambulatory Surgery** with an allowed amount of $2,600. For Member A, their remaining deductible is $1,500 - $760 = $740. The family's remaining deductible is $3,000 - $760 = $2,240. So, $740 will be applied to the deductible (Member A's individual deductible is now met, and the family deductible is at $1,500). The remaining allowed amount after the deductible is $2,600 - $740 = $1,860. Now, coinsurance kicks in: 20% of $1,860 is $372. Member A's total out-of-pocket for this claim is $740 (deductible) + $372 (coinsurance) = $1,112. I'm checking Member A's OOPM: current is $760, max is $6,000. New potential OOPM is $760 + $1,112 = $1,872, which is well within limits.
* **Accumulators Update:**
* Member A: Deductible = $760.00 + $740.00 = $1,500.00 (Individual Met), OOPM = $760.00 + $1,112.00 = $1,872.00
* Member B: Deductible = $0.00, OOPM = $30.00
* Family: Deductible = $760.00 + $740.00 = $1,500.00, OOPM = $790.00 + $1,112.00 = $1,902.00
Next, **Outpatient Infusion** with an allowed amount of $4,100. For Member B, their deductible is $1,500, and the family deductible is now at $1,500. So, $1,500 will be applied to Member B's deductible and also count towards the family deductible. Member B's individual deductible is now met, and the family deductible is met at $1,500 + $1,500 = $3,000. The remaining allowed amount after the deductible is $4,100 - $1,500 = $2,600. Coinsurance: 20% of $2,600 is $520. Member B's total out-of-pocket for this claim is $1,500 (deductible) + $520 (coinsurance) = $2,020. I'm checking Member B's OOPM: current is $30, max is $6,000. New potential OOPM is $30 + $2,020 = $2,050, within limits.
* **Accumulators Update:**
* Member A: Deductible = $1,500.00, OOPM = $1,872.00
* Member B: Deductible = $1,500.00 (Individual Met), OOPM = $30.00 + $2,020.00 = $2,050.00
* Family: Deductible = $1,500.00 + $1,500.00 = $3,000.00 (Family Met), OOPM = $1,902.00 + $2,020.00 = $3,922.00
Then, an **Inpatient Admission** with a substantial allowed amount of $14,800. Both Member A's individual and the family's deductibles have been met. So, this entire amount is subject to coinsurance. Coinsurance is 20% of $14,800, which is $2,960. I need to check this against both Member A's and the family's OOPM.
* For Member A: Current OOPM is $1,872. Max is $6,000. The remaining OOPM capacity is $6,000 - $1,872 = $4,128. Since $2,960 is less than $4,128, the full coinsurance amount applies to Member A's OOPM.
* For the Family: Current OOPM is $3,922. Max is $12,000. The remaining OOPM capacity is $12,000 - $3,922 = $8,078. Since $2,960 is less than $8,078, the full coinsurance amount applies to the family OOPM.
Member responsibility is $2,960.00.
* **Accumulators Update:**
* Member A: Deductible = $1,500.00, OOPM = $1,872.00 + $2,960.00 = $4,832.00
* Member B: Deductible = $1,500.00, OOPM = $2,050.00
* Family: Deductible = $3,000.00, OOPM = $3,922.00 + $2,960.00 = $6,882.00
Next, a **Specialist Office Visit** for Member B, allowed at $210. This is a $60 copay. As a copay, it doesn't affect the deductible but does count towards the OOPM. Member responsibility is $60.
* **Accumulators Update:**
* Member A: Deductible = $1,500.00, OOPM = $4,832.00
* Member B: Deductible = $1,500.00, OOPM = $2,050.00 + $60.00 = $2,110.00
* Family: Deductible = $3,000.00, OOPM = $6,882.00 + $60.00 = $6,942.00
Following that, **Outpatient Rehabilitation** with an allowed amount of $1,900. The deductible is met for everyone. So, this is subject to coinsurance. Coinsurance is 20% of $1,900, which is $380.
* For Member A: Current OOPM is $4,832. Max is $6,000. Remaining OOPM capacity is $6,000 - $4,832 = $1,168. $380 is less than $1,168, so the full coinsurance applies to Member A's OOPM.
* For the Family: Current OOPM is $6,942. Max is $12,000. Remaining OOPM capacity is $12,000 - $6,942 = $5,058. $380 is less than $5,058, so the full coinsurance applies to the family OOPM.
Member responsibility is $380.00.
* **Accumulators Update:**
* Member A: Deductible = $1,500.00, OOPM = $4,832.00 + $380.00 = $5,212.00
* Member B: Deductible = $1,500.00, OOPM = $2,110.00
* Family: Deductible = $3,000.00, OOPM = $6,942.00 + $380.00 = $7,322.00
Finally, an **Outpatient Procedure** with an allowed amount of $3,300. The deductibles are met. This is subject to coinsurance: 20% of $3,300 is $660.
* For Member B: Current OOPM is $2,110. Max is $6,000. Remaining OOPM capacity is $6,000 - $2,110 = $3,890. $660 is less than $3,890, so the full coinsurance applies to Member B's OOPM.
* For the Family: Current OOPM is $7,322. Max is $12,000. Remaining OOPM capacity is $12,000 - $7,322 = $4,678. $660 is less than $4,678, so the full coinsurance applies to the family OOPM.
Member responsibility is $660.00.
* **Accumulators Update:**
* Member A: Deductible = $1,500.00, OOPM = $5,212.00
* Member B: Deductible = $1,500.00, OOPM = $2,110.00 + $660.00 = $2,770.00
* Family: Deductible = $3,000.00, OOPM = $7,322.00 + $660.00 = $7,982.00
So, for this last claim, the member responsibility was $660.00 (all coinsurance), and the plan paid $2,640.00. The deductible applied was $0.00, and the copay amount was $0.00, with the coinsurance amount being $660.00. The final accumulator values are: Member A's deductible at $1,500.00 and OOPM at $5,212.00; Member B's deductible at $1,500.00 and OOPM at $2,770.00; and the family deductible at $3,000.00 and family OOPM at $7,982.00.
I've double-checked the logic for copays not crediting deductibles but always crediting OOPMs, and the embedded deductible structure where individual or family thresholds are met first. All the calculations align with these rules and my understanding of how these benefits interact. The math checks out.
json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
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"got": "5212.00",
"ok": true,
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},
{
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"want": 1500,
"got": "1500.00",
"ok": true,
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},
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"want": 2770,
"got": "2770.00",
"ok": true,
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}
],
"fabricated": false,
"abstained": false
}Reasoning · 7,573 tokens
**My Thought Process on These Claims**
Alright, let me walk through how I processed these claims for the 2026 plan year, keeping track of how everything accumulates.
First, I've got the foundational plan details for the 2026 calendar year: an individual deductible of $1,500 and a family deductible of $3,000, with an embedded structure. The individual Out-of-Pocket Maximum (OOPM) is $6,000, and the family OOPM is $12,000. In-network, the coinsurance is 20% for me and 80% for the plan after the deductible is met. For primary care, there's a $30 copay, and for specialist visits, it's a $60 copay. These copays, importantly, don't count toward the deductible but *do* count towards the OOPM. Any other outpatient services fall under the standard deductible and coinsurance rules.
Now, let's go claim by claim:
1. **Claim 1 (A, Jan 6th):** This was for outpatient imaging. The allowed amount was $760. Since my individual deductible is $1,500 and the family deductible is $3,000, the full $760 is applied to my deductible. So, I owe $760, and the plan pays $0. My individual accumulators are now: Deductible $760, OOPM $760. The family accumulators mirror this: Deductible $760, OOPM $760.
2. **Claim 2 (B, Jan 22nd):** This was a primary care office visit. The allowed amount was $190. This falls under the $30 copay rule. Crucially, copays don't hit the deductible. So, I owe $30, and the plan pays the remaining $160 ($190 - $30). For B, the accumulators are: Deductible $0, OOPM $30. The family accumulators update to: Deductible $760, OOPM $790 ($760 + $30).
3. **Claim 3 (A, Feb 11th):** An ambulatory surgery with an allowed amount of $2,600. At this point, I still had $1,500 - $760 = $740 remaining on my individual deductible. The family deductible had $3,000 - $760 = $2,240 remaining. So, I apply $740 of this claim to my deductible. The remaining amount subject to coinsurance is $2,600 - $740 = $1,860. My 20% coinsurance on this is $1,860 * 0.20 = $372. My total responsibility for this claim is $740 (deductible) + $372 (coinsurance) = $1,112. The plan pays $2,600 - $1,112 = $1,488. My individual accumulators are now: Deductible $760 + $740 = $1,500 (met), OOPM $760 + $1,112 = $1,872. The family accumulators are now: Deductible $760 + $740 = $1,500, OOPM $790 + $1,112 = $1,902.
4. **Claim 4 (B, Mar 4th):** Outpatient infusion, allowed $4,100. B still had her full $1,500 individual deductible to meet. The family deductible had $3,000 - $1,500 (from A's prior claims) = $1,500 remaining. So, $1,500 of this claim is applied to B's individual deductible, and also contributes to satisfying the remaining family deductible. The amount now subject to coinsurance is $4,100 - $1,500 = $2,600. B's 20% coinsurance is $2,600 * 0.20 = $520. B's total responsibility for this claim is $1,500 (deductible) + $520 (coinsurance) = $2,020. The plan pays $4,100 - $2,020 = $2,080. B's individual accumulators are now: Deductible $1,500 (met), OOPM $30 (from claim 2) + $2,020 = $2,050. The family accumulators are now: Deductible $1,500 (A) + $1,500 (B) = $3,000 (met), OOPM $1,902 + $2,020 = $3,922.
5. **Claim 5 (A, Apr 18th):** Inpatient admission, allowed $14,800. Both my individual and family deductibles are met. The coinsurance applies to the full amount. My 20% coinsurance is $14,800 * 0.20 = $2,960. Since this is less than my remaining individual OOPM ($6,000 - $1,872 = $4,128), I'm responsible for the full $2,960. The plan pays $14,800 - $2,960 = $11,840. My individual accumulators are now: Deductible $1,500, OOPM $1,872 + $2,960 = $4,832. The family accumulators are now: Deductible $3,000, OOPM $3,922 + $2,960 = $6,882.
6. **Claim 6 (B, May 27th):** Specialist office visit, allowed $210. This falls under the $60 copay. I owe $60, and the plan pays $210 - $60 = $150. B's individual accumulators update: Deductible $1,500, OOPM $2,050 + $60 = $2,110. The family accumulators are now: Deductible $3,000, OOPM $6,882 + $60 = $6,942.
7. **Claim 7 (A, Jul 9th):** Outpatient rehabilitation, allowed $1,900. My individual deductible is met. The coinsurance applies. My 20% coinsurance is $1,900 * 0.20 = $380. This is less than my remaining individual OOPM ($6,000 - $4,832 = $1,168), so I pay the full $380. The plan pays $1,900 - $380 = $1,520. My individual accumulators are now: Deductible $1,500, OOPM $4,832 + $380 = $5,212. The family accumulators are now: Deductible $3,000, OOPM $6,942 + $380 = $7,322.
8. **Claim 8 (B, Sep 15th):** Outpatient procedure, allowed $3,300. Both B's individual and the family deductibles were already met. The coinsurance applies. B's 20% coinsurance is $3,300 * 0.20 = $660. This is less than B's remaining individual OOPM ($6,000 - $2,110 = $3,890) and the remaining family OOPM ($12,000 - $7,322 = $4,678). So, B's responsibility is $660. The plan pays $3,300 - $660 = $2,640. B's individual accumulators are now: Deductible $1,500, OOPM $2,110 + $660 = $2,770. The family accumulators are now: Deductible $3,000, OOPM $7,322 + $660 = $7,982.
So, at the end of these claims:
* My individual deductible is $1,500.
* My individual OOPM spent is $5,212.
* B's individual deductible is $1,500.
* B's individual OOPM spent is $2,770.
* The family deductible is $3,000.
* The family OOPM spent is $7,982.
For the last claim (Claim 8), the total member responsibility was $660, and the plan paid $2,640. No deductible was applied to this specific claim because it was already met. No copay applied. The $660 represents the coinsurance amount.
json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
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{
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{
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{
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"ok": true,
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"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
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"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
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"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 10,272 tokens
**My Thought Process on the Bluebonnet PPO 1500 Plan for 2026**
Alright, let's walk through how I'm processing this Bluebonnet PPO 1500 plan for 2026, and then apply the sequence of claims to track the accumulators.
First, I've noted the core plan details:
* **Year:** 2026
* **Deductibles (In-network):** $1,500 Individual, $3,000 Family (Embedded)
* **Out-of-Pocket Max (In-network):** $6,000 Individual, $12,000 Family
* **Coinsurance (In-network):** 20% member / 80% plan after deductible.
* **Key Copay Services (In-network, do NOT count towards deductible, but DO count towards OOPM):**
* Primary Care Office Visit: $30
* Specialist Office Visit: $60
* Urgent Care: $75
* Emergency Room: $400 (waived if inpatient admission, then deductible + coinsurance applies)
* Generic Retail Pharmacy: $15
* **Preventive Care (In-network):** $0 cost share.
* **Crucial Rule:** Copays do NOT credit the deductible.
I've set up initial accumulator states for two individuals, A and B, and the family unit:
* **Initial State:**
* A: Deductible = $0.00, Out-of-Pocket Max (OOPM) = $0.00
* B: Deductible = $0.00, OOPM = $0.00
* Family: Deductible = $0.00, OOPM = $0.00
Now, I'll process each claim sequentially and update the accumulators:
**Claim 1: A (subscriber), Outpatient imaging, In-network**
* **Allowed Amount:** $760.00
* **Service Type:** Outpatient imaging. This isn't a listed copay service, so it's subject to deductible and then coinsurance.
* **Deductible Application:** A's individual deductible is $1,500. The family deductible is $3,000. Since A is the first to incur a cost-share event that applies to the deductible, $760.00 is applied towards A's individual deductible and the family deductible.
* **Coinsurance:** Not applicable yet, as the deductible isn't met.
* **Member Responsibility:** $760.00 (applied entirely to deductible).
* **Plan Paid:** $0.00
* **Accumulator Updates:**
* A: Deductible = $760.00, OOPM = $760.00
* B: Deductible = $0.00, OOPM = $0.00
* Family: Deductible = $760.00, OOPM = $760.00
**Claim 2: B (spouse), Primary care office visit, In-network**
* **Allowed Amount:** $190.00
* **Service Type:** Primary Care Visit. This has a $30 copay.
* **Copay:** $30.00. As per the rules, copays do *not* credit the deductible, but *do* credit the OOPM.
* **Deductible Application:** $0.00
* **Coinsurance:** $0.00
* **Member Responsibility:** $30.00 (the copay).
* **Plan Paid:** $190.00 (Allowed) - $30.00 (Copay) = $160.00
* **Accumulator Updates:**
* A: Deductible = $760.00, OOPM = $760.00
* B: Deductible = $0.00, OOPM = $30.00 (copay counts to OOPM)
* Family: Deductible = $760.00, OOPM = $760.00 + $30.00 = $790.00
**Claim 3: A (subscriber), Ambulatory surgery, In-network**
* **Allowed Amount:** $2,600.00
* **Service Type:** Ambulatory surgery. Subject to deductible and coinsurance.
* **Deductible Application:**
* A's individual deductible remaining: $1,500 - $760.00 = $740.00
* Family deductible remaining: $3,000 - $760.00 = $2,240.00
* The lesser amount, $740.00, is applied. This satisfies A's individual deductible and contributes to the family deductible.
* **Remaining Allowed Amount after Deductible:** $2,600.00 - $740.00 = $1,860.00
* **Coinsurance (20%):** $1,860.00 \* 0.20 = $372.00
* **Member Responsibility:** $740.00 (deductible) + $372.00 (coinsurance) = $1,112.00
* **Plan Paid:** $2,600.00 - $1,112.00 = $1,488.00
* **Accumulator Updates:**
* A: Deductible = $760.00 + $740.00 = $1,500.00 (MET)
* A: OOPM = $760.00 + $1,112.00 = $1,872.00
* B: Deductible = $0.00, OOPM = $30.00
* Family: Deductible = $760.00 + $740.00 = $1,500.00
* Family: OOPM = $790.00 + $1,112.00 = $1,902.00
**Claim 4: B (spouse), Outpatient infusion, In-network**
* **Allowed Amount:** $4,100.00
* **Service Type:** Outpatient infusion. Subject to deductible and coinsurance.
* **Deductible Application:**
* B's individual deductible remaining: $1,500 - $0.00 = $1,500.00
* Family deductible remaining: $3,000 - $1,500.00 = $1,500.00 (since A's deductible is met, only B's remaining contribution matters for family famaily deductible.)
* The lesser amount, $1,500.00, is applied. This satisfies B's individual deductible and the family deductible.
* **Remaining Allowed Amount after Deductible:** $4,100.00 - $1,500.00 = $2,600.00
* **Coinsurance (20%):** $2,600.00 \* 0.20 = $520.00
* **Member Responsibility:** $1,500.00 (deductible) + $520.00 (coinsurance) = $2,020.00
* **Plan Paid:** $4,100.00 - $2,020.00 = $2,080.00
* **Accumulator Updates:**
* A: Deductible = $1,500.00, OOPM = $1,872.00
* B: Deductible = $0.00 + $1,500.00 = $1,500.00 (MET)
* B: OOPM = $30.00 + $2,020.00 = $2,050.00
* Family: Deductible = $1,500.00 + $1,500.00 = $3,000.00 (MET)
* Family: OOPM = $1,902.00 + $2,020.00 = $3,922.00
**Claim 5: A (subscriber), Inpatient admission, In-network**
* **Allowed Amount:** $14,800.00
* **Service Type:** Inpatient admission. A's deductible is met. The ER rule states the copay is waived and subject to deductible/coinsurance if the ER visit results in admission. Since this is solely listed as "Inpatient admission," I'll apply coinsurance directly as deductible is met.
* **Deductible Application:** $0.00 (already met for A and family).
* **Coinsurance (20%):** $14,800.00 \* 0.20 = $2,960.00
* **Member Responsibility:** $2,960.00 (coinsurance). This is less than A's remaining OOPM ($6,000 - $1,872 = $4,128).
* **Plan Paid:** $14,800.00 - $2,960.00 = $11,840.00
* **Accumulator Updates:**
* A: Deductible = $1,500.00
* A: OOPM = $1,872.00 + $2,960.00 = $4,832.00
* B: Deductible = $1,500.00, OOPM = $2,050.00
* Family: Deductible = $3,000.00
* Family: OOPM = $3,922.00 + $2,960.00 = $6,882.00
**Claim 6: B (spouse), Specialist office visit, In-network**
* **Allowed Amount:** $210.00
* **Service Type:** Specialist Visit. This has a $60 copay.
* **Copay:** $60.00. Does not credit deductible, but credits OOPM.
* **Deductible Application:** $0.00
* **Coinsurance:** $0.00
* **Member Responsibility:** $60.00 (the copay).
* **Plan Paid:** $210.00 - $60.00 = $150.00
* **Accumulator Updates:**
* A: Deductible = $1,500.00, OOPM = $4,832.00
* B: Deductible = $1,500.00
* B: OOPM = $2,050.00 + $60.00 = $2,110.00
* Family: Deductible = $3,000.00
* Family: OOPM = $6,882.00 + $60.00 = $6,942.00
**Claim 7: A (subscriber), Outpatient rehabilitation, In-network**
* **Allowed Amount:** $1,900.00
* **Service Type:** Outpatient rehabilitation. A's deductible is met.
* **Deductible Application:** $0.00
* **Coinsurance (20%):** $1,900.00 \* 0.20 = $380.00
* **Member Responsibility:** $380.00 (coinsurance). This is less than A's remaining OOPM ($6,000 - $4,832 = $1,168).
* **Plan Paid:** $1,900.00 - $380.00 = $1,520.00
* **Accumulator Updates:**
* A: Deductible = $1,500.00
* A: OOPM = $4,832.00 + $380.00 = $5,212.00
* B: Deductible = $1,500.00, OOPM = $2,110.00
* Family: Deductible = $3,000.00
* Family: OOPM = $6,942.00 + $380.00 = $7,322.00
**Claim 8: B (spouse), Outpatient procedure, In-network**
* **Allowed Amount:** $3,300.00
* **Service Type:** Outpatient procedure. B's deductible is met, family deductible is met.
* **Deductible Application:** $0.00
* **Coinsurance (20%):** $3,300.00 \* 0.20 = $660.00
* **Member Responsibility:** $660.00 (coinsurance).
* Check against B's individual OOPM limit: $6,000 - $2,110.00 = $3,890.00 remaining. $660 is less than $3,890.
* Check against family OOPM limit: $12,000 - $7,322.00 = $4,678.00 remaining. $660 is less than $4,678.
* **Plan Paid:** $3,300.00 - $660.00 = $2,640.00
* **Accumulator Updates:**
* A: Deductible = $1,500.00, OOPM = $5,212.00
* B: Deductible = $1,500.00
* B: OOPM = $2,110.00 + $660.00 = $2,770.00
* Family: Deductible = $3,000.00
* Family: OOPM = $7,322.00 + $660.00 = $7,982.00
These final accumulator states are the result of my detailed, step-by-step calculation for the last claim in the sequence.
```json
{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
```
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K3 · Moonshot89.6s · 2,153 out | 106.2s · 2,996 out | 51.7s · 2,022 out
Reasoning · 1,994 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Structure: EMBEDDED — individual satisfies individual deductible on own; family deductible satisfied once total family credits reach family amount, whichever comes first.
- Individual OOPM (in-network): 6000.00
- Family OOPM: 12000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- PCP copay: 30.00
- Specialist copay: 60.00
- Copays do NOT credit deductible. Copays always credit OOPM.
- Member cost share from allowed amount.
Starting accumulators: all 0.
Embedded structure: A member's deductible is satisfied by the lesser of their individual remainder and the family remainder. So when applying deductible to a claim, the deductible applied = min(allowed amount, member's individual deductible remainder, family deductible remainder).
Wait, let's be careful. Under embedded: each member has an individual deductible of 1500. The family deductible is 3000. A member's deductible is satisfied when EITHER their own credits reach 1500 OR the family total reaches 3000. So the amount of deductible that can be applied to a member's claim is the lesser of (individual remaining, family remaining).
Deductible credits: when a member pays deductible, it credits both their individual deductible and the family deductible.
Coinsurance credits OOPM (both individual and family). Copays credit OOPM only (both individual and family OOPM). Deductible payments also credit OOPM (deductible is part of OOPM — the OOPM is ceiling on member cost share, which includes deductible, coinsurance, copays). Yes, deductible counts toward OOPM.
OOPM: Once a member reaches OOPM, plan pays 100%. Also family OOPM — once family total reaches 12000, plan pays 100% for all members? The plan doc says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It lists individual and family OOPM. With embedded deductibles, OOPM is presumably also embedded (standard). The harness rules say "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." For OOPM, presumably similar: a member's OOPM is met when their own OOP reaches 6000 or family OOP reaches 12000. In this scenario, we'll see if OOPM comes into play.
Let me adjudicate each claim.
Claim 1 — 2026-01-06 — A — Outpatient imaging, in-network. Allowed 760.00.
No copay for imaging; subject to deductible and coinsurance.
A individual deductible remaining: 1500. Family deductible remaining: 3000.
Deductible applied = min(760, 1500, 3000) = 760.
Member pays 760. Plan pays 0.
A deductible accumulator: 760. Family deductible: 760.
A OOPM: 760. Family OOPM: 760.
Claim 2 — 2026-01-22 — B — Primary care office visit, in-network. Allowed 190.00.
PCP copay 30.00. Copay does not credit deductible; credits OOPM.
Member pays 30. Plan pays 190 - 30 = 160.
B OOPM: 30. Family OOPM: 760 + 30 = 790.
B deductible: 0. Family deductible: 760.
Claim 3 — 2026-02-11 — A — Ambulatory surgery, in-network. Allowed 2600.00.
A individual deductible remaining: 1500 - 760 = 740. Family deductible remaining: 3000 - 760 = 2240.
Deductible applied = min(2600, 740, 2240) = 740.
Remaining: 2600 - 740 = 1860. Coinsurance 20% = 372. Plan pays 80% = 1488.
Member pays 740 + 372 = 1112. Plan pays 1488.
A deductible: 1500 (met). Family deductible: 760 + 740 = 1500.
A OOPM: 760 + 1112 = 1872. Family OOPM: 790 + 1112 = 1902.
Claim 4 — 2026-03-04 — B — Outpatient infusion, in-network. Allowed 4100.00.
B individual deductible remaining: 1500 - 0 = 1500. Family deductible remaining: 3000 - 1500 = 1500.
Deductible applied = min(4100, 1500, 1500) = 1500.
Remaining: 4100 - 1500 = 2600. Coinsurance 20% = 520. Plan 80% = 2080.
Member pays 1500 + 520 = 2020. Plan pays 2080.
B deductible: 1500 (met). Family deductible: 1500 + 1500 = 3000 (met).
B OOPM: 30 + 2020 = 2050. Family OOPM: 1902 + 2020 = 3922.
Claim 5 — 2026-04-18 — A — Inpatient admission, in-network. Allowed 14800.00.
A deductible met. Family deductible met. So no deductible.
Coinsurance 20% of 14800 = 2960. Plan pays 11840.
Check OOPM: A OOPM currently 1872. 1872 + 2960 = 4832, below 6000. Family OOPM: 3922 + 2960 = 6882, below 12000. Fine.
Member pays 2960. Plan pays 11840.
A OOPM: 4832. Family OOPM: 6882.
A deductible stays 1500. Family deductible 3000.
Claim 6 — 2026-05-27 — B — Specialist office visit, in-network. Allowed 210.00.
Specialist copay 60. Member pays 60. Plan pays 150.
Copay credits OOPM: B OOPM: 2050 + 60 = 2110. Family OOPM: 6882 + 60 = 6942.
Claim 7 — 2026-07-09 — A — Outpatient rehabilitation, in-network. Allowed 1900.00.
A deductible met. Coinsurance 20% = 380. Plan pays 1520.
Check A OOPM: 4832 + 380 = 5212, below 6000. OK.
Member pays 380. Plan pays 1520.
A OOPM: 5212. Family OOPM: 6942 + 380 = 7322.
Claim 8 — 2026-09-15 — B — Outpatient procedure, in-network. Allowed 3300.00.
B deductible met (1500). Family deductible met (3000). No deductible.
Coinsurance 20% = 660. Plan pays 2640.
Check B OOPM: 2110 + 660 = 2770, below 6000. Family OOPM: 7322 + 660 = 7982, below 12000. OK.
Member pays 660. Plan pays 2640.
Components for Claim 8:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 660.00
Ending accumulators:
- ending_deductible_a: 1500.00
- ending_oopm_a: 5212.00
- ending_deductible_b: 1500.00
- ending_oopm_b: 2770.00
- ending_family_deductible: 3000.00
- ending_family_oopm: 7982.00
Let me double check family OOPM: sum of member OOPs = A 5212 + B 2770 = 7982. Yes.
Check total member responsibility: A: 760 + 1112 + 2960 + 380 = 5212. B: 30 + 2020 + 60 + 660 = 2770. Sum 7982. Good.
Check plan paid total: claim allowed sums: 760+190+2600+4100+14800+210+1900+3300 = 27860. Member total 7982. Plan total = 27860 - 7982 = 19878. Check plan paid per claim: 0 + 160 + 1488 + 2080 + 11840 + 150 + 1520 + 2640 = 19878. Good.
Claim 8 numbers: member_responsibility + plan_paid = 660 + 2640 = 3300 = allowed. Good.
Output JSON with required keys only.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,373 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Structure: EMBEDDED
- Individual OOPM (in-network): 6000.00
- Family OOPM: 12000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- PCP copay: 30.00; Specialist copay: 60.00; copays don't credit deductible, always credit OOPM.
- Member cost share from allowed amount.
Accumulators start at 0 for A, B, and family.
Embedded structure: A member's deductible is satisfied by the lesser of their individual remainder and the family remainder. Both member and family accumulators move on every claim that generates cost share (deductible credits).
Claim 1 — 2026-01-06 — A — Outpatient imaging, in-network. Allowed 760.00.
No copay (imaging not in copay list). Subject to deductible + coinsurance.
A's individual remainder: 1500.00. Family remainder: 3000.00. Lesser = 1500.00.
Deductible applied: 760.00 (since 760 <= 1500).
Coinsurance: 0.00 (all to deductible).
Member responsibility: 760.00. Plan paid: 0.00.
After Claim 1:
A deductible: 760.00; A OOPM: 760.00.
Family deductible: 760.00; Family OOPM: 760.00.
Claim 2 — 2026-01-22 — B — Primary care office visit, in-network. Allowed 190.00.
PCP copay 30.00. Copays do not credit deductible; do credit OOPM.
Member responsibility: 30.00. Plan paid: 190.00 - 30.00 = 160.00.
Deductible applied: 0.00. Copay: 30.00. Coinsurance: 0.00.
After Claim 2:
B deductible: 0.00; B OOPM: 30.00.
Family deductible: 760.00; Family OOPM: 790.00.
Claim 3 — 2026-02-11 — A — Ambulatory surgery, in-network. Allowed 2600.00.
Subject to deductible + coinsurance.
A's individual remainder: 1500 - 760 = 740.00. Family remainder: 3000 - 760 = 2240.00. Lesser = 740.00.
Deductible applied: 740.00.
Remaining: 2600 - 740 = 1860.00.
Coinsurance: 20% of 1860 = 372.00.
Member responsibility: 740 + 372 = 1112.00.
Plan paid: 2600 - 1112 = 1488.00. (80% of 1860 = 1488.00. ✓)
After Claim 3:
A deductible: 760 + 740 = 1500.00 (satisfied). A OOPM: 760 + 1112 = 1872.00.
Family deductible: 760 + 740 = 1500.00. Family OOPM: 790 + 1112 = 1902.00.
Claim 4 — 2026-03-04 — B — Outpatient infusion, in-network. Allowed 4100.00.
Subject to deductible + coinsurance.
B's individual remainder: 1500 - 0 = 1500.00. Family remainder: 3000 - 1500 = 1500.00. Lesser = 1500.00.
Deductible applied: 1500.00.
Remaining: 4100 - 1500 = 2600.00.
Coinsurance: 20% of 2600 = 520.00.
Member responsibility: 1500 + 520 = 2020.00.
Plan paid: 4100 - 2020 = 2080.00. (80% of 2600 = 2080.00 ✓)
Check OOPM limits: B's OOPM before: 30.00. After: 30 + 2020 = 2050.00. Under 6000. Family OOPM before: 1902.00; after: 1902 + 2020 = 3922.00. Under 12000. Fine.
After Claim 4:
B deductible: 1500.00 (satisfied). B OOPM: 2050.00.
Family deductible: 1500 + 1500 = 3000.00 (satisfied). Family OOPM: 3922.00.
Claim 5 — 2026-04-18 — A — Inpatient admission, in-network. Allowed 14800.00.
Deductible satisfied for A and family. Coinsurance 20%.
Coinsurance: 20% of 14800 = 2960.00.
Member responsibility before OOPM check: 2960.00.
A's OOPM before: 1872.00. A's OOPM remainder: 6000 - 1872 = 4128.00. 2960 <= 4128, so no capping.
Family OOPM remainder: 12000 - 3922 = 8078.00. Fine.
Member responsibility: 2960.00. Plan paid: 14800 - 2960 = 11840.00.
After Claim 5:
A OOPM: 1872 + 2960 = 4832.00.
Family OOPM: 3922 + 2960 = 6882.00.
Deductibles unchanged: A 1500, B 1500, family 3000.
Claim 6 — 2026-05-27 — B — Specialist office visit, in-network. Allowed 210.00.
Specialist copay 60.00. Copay credits OOPM, not deductible.
Member responsibility: 60.00. Plan paid: 210 - 60 = 150.00.
After Claim 6:
B OOPM: 2050 + 60 = 2110.00.
Family OOPM: 6882 + 60 = 6942.00.
Claim 7 — 2026-07-09 — A — Outpatient rehabilitation, in-network. Allowed 1900.00.
Deductible satisfied. Coinsurance 20% of 1900 = 380.00.
A's OOPM before: 4832.00. Remainder to 6000: 1168.00. 380 <= 1168. Fine.
Member responsibility: 380.00. Plan paid: 1520.00.
After Claim 7:
A OOPM: 4832 + 380 = 5212.00.
Family OOPM: 6942 + 380 = 7322.00.
Claim 8 — 2026-09-15 — B — Outpatient procedure, in-network. Allowed 3300.00.
Deductible satisfied for B (1500) and family (3000). Coinsurance 20% of 3300 = 660.00.
Check B's OOPM: 2110.00 before. Remainder: 6000 - 2110 = 3890.00. 660 <= 3890. Fine.
Family OOPM remainder: 12000 - 7322 = 4678.00. Fine.
Member responsibility: 660.00. Plan paid: 3300 - 660 = 2640.00.
Claim 8 components:
member_responsibility: 660.00
plan_paid: 2640.00
deductible_applied: 0.00
copay_amount: 0.00
coinsurance_amount: 660.00
Ending accumulators:
A deductible: 1500.00; A OOPM: 5212.00.
B deductible: 1500.00; B OOPM: 2110 + 660 = 2770.00.
Family deductible: 3000.00; Family OOPM: 7322 + 660 = 7982.00.
Let me double-check all the math.
Claim 1: allowed 760. A ded remainder min(1500, 3000) = 1500. Ded applied 760. Member 760, plan 0. A ded 760, A OOP 760. Fam ded 760, fam OOP 760.
Claim 2: PCP copay 30. Member 30, plan 160. B OOP 30. Fam OOP 790.
Claim 3: allowed 2600. A ded remainder min(1500-760=740, 3000-760=2240) = 740. Ded applied 740. Remainder 1860. Coins 372. Member 1112, plan 1488. A ded 1500. A OOP 1872. Fam ded 1500. Fam OOP 1902.
Claim 4: allowed 4100. B ded remainder min(1500, 3000-1500=1500) = 1500. Ded applied 1500. Remainder 2600. Coins 520. Member 2020, plan 2080. B ded 1500. B OOP 2050. Fam ded 3000. Fam OOP 3922.
Claim 5: allowed 14800. Coins 2960. Member 2960, plan 11840. A OOP 4832. Fam OOP 6882.
Claim 6: specialist copay 60. Member 60, plan 150. B OOP 2110. Fam OOP 6942.
Claim 7: allowed 1900. Coins 380. Member 380, plan 1520. A OOP 5212. Fam OOP 7322.
Claim 8: allowed 3300. Coins 660. Member 660, plan 2640. B OOP 2770. Fam OOP 7982.
All OOPM checks pass (A: 5212 < 6000; B: 2770 < 6000; family: 7982 < 12000).
Final answers:
member_responsibility: 660.00
plan_paid: 2640.00
deductible_applied: 0.00
copay_amount: 0.00
coinsurance_amount: 660.00
ending_deductible_a: 1500.00
ending_oopm_a: 5212.00
ending_deductible_b: 1500.00
ending_oopm_b: 2770.00
ending_family_deductible: 3000.00
ending_family_oopm: 7982.00json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Adjudication trace:
- Claim 1 (A, imaging, allowed 760.00): all to deductible. A ded 760.00, family ded 760.00; A OOPM 760.00, family OOPM 760.00.
- Claim 2 (B, PCP visit, allowed 190.00): 30.00 copay, plan 160.00. B OOPM 30.00, family OOPM 790.00.
- Claim 3 (A, surgery, allowed 2600.00): deductible remainder 740.00 applied (A satisfied at 1500.00); coinsurance 372.00 on 1860.00. A OOPM 1872.00, family ded 1500.00, family OOPM 1902.00.
- Claim 4 (B, infusion, allowed 4100.00): embedded deductible remainder is 1500.00 for both B and family; deductible applied 1500.00 (B satisfied, family satisfied at 3000.00); coinsurance 520.00 on 2600.00. B OOPM 2050.00, family OOPM 3922.00.
- Claim 5 (A, inpatient, allowed 14800.00): coinsurance 2960.00. A OOPM 4832.00, family OOPM 6882.00.
- Claim 6 (B, specialist visit, allowed 210.00): 60.00 copay, plan 150.00. B OOPM 2110.00, family OOPM 6942.00.
- Claim 7 (A, rehab, allowed 1900.00): coinsurance 380.00. A OOPM 5212.00, family OOPM 7322.00.
- Claim 8 (B, procedure, allowed 3300.00): deductibles satisfied, so 20% coinsurance 660.00; no OOPM cap reached (B at 2770.00 of 6000.00; family at 7982.00 of 12000.00).Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,858 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500
- Individual deductible (in-network): 1500.00
- Family deductible: 3000.00, EMBEDDED structure
- Individual OOPM: 6000.00
- Family OOPM: 12000.00
- Coinsurance after deductible in-network: 20% member / 80% plan
- Primary care office visit: 30.00 copay
- Specialist office visit: 60.00 copay
- Copays do NOT credit deductible; copays DO credit OOPM.
- Member cost share from allowed amount.
Embedded deductible: an individual satisfies the individual deductible on their own; family deductible satisfied once total family credits reach 3000.00, whichever comes first. Also per the harness: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." So deductible applied to a member's claim is limited by both their individual remaining deductible and the family's remaining deductible.
OOPM: individual 6000, family 12000. Once a member reaches OOPM, plan pays 100%. Family OOPM at 12000 presumably also caps — the plan document says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services." It doesn't explicitly describe family OOPM behavior, but standard: when family OOPM reached, plan pays 100% for all family members. Let's track and see if it matters.
Claim 1 — 2026-01-06 — A — Outpatient imaging, in-network. Allowed 760.00.
A deductible remaining: 1500. Family deductible remaining: 3000.
Deductible applied: min(760, 1500, 3000) = 760.00.
Member pays 760.00. Plan pays 0.00.
A deductible accumulator: 760. Family deductible: 760.
A OOPM: 760 (deductible counts toward OOPM — yes, deductible is member cost share, counts to OOPM). Family OOPM: 760.
Claim 2 — 2026-01-22 — B — Primary care office visit, in-network. Allowed 190.00.
Copay 30.00. Copays don't credit deductible but credit OOPM.
Member pays 30.00. Plan pays 190 - 30 = 160.00.
B deductible: 0 (copay doesn't credit). B OOPM: 30.
Family deductible unchanged: 760. Family OOPM: 790.
Wait — does the rest of the allowed amount (160) get paid by plan? Yes, plan pays the remainder after copay. The visit is covered with a copay; plan pays allowed minus copay = 160.00.
Claim 3 — 2026-02-11 — A — Ambulatory surgery, in-network. Allowed 2600.00.
A deductible remaining: 1500 - 760 = 740. Family deductible remaining: 3000 - 760 = 2240.
Deductible applied: min(2600, 740, 2240) = 740.00.
Remaining allowed: 2600 - 740 = 1860. Coinsurance 20% = 372.00 member; plan 80% = 1488.00.
Member responsibility: 740 + 372 = 1112.00. Plan paid: 1488.00. Sum = 2600. ✓
A deductible: 1500 (met). Family deductible: 760 + 740 = 1500.
A OOPM: 760 + 1112 = 1872. Family OOPM: 790 + 1112 = 1902.
Claim 4 — 2026-03-04 — B — Outpatient infusion, in-network. Allowed 4100.00.
B deductible: 0 so far (copay didn't count). B individual remaining: 1500. Family remaining: 3000 - 1500 = 1500.
Deductible applied: min(4100, 1500, 1500) = 1500.00.
Remaining: 4100 - 1500 = 2600. Coinsurance 20% = 520.00 member; plan 2080.00.
Member responsibility: 1500 + 520 = 2020.00. Plan: 2080.00. Sum 4100 ✓.
B deductible: 1500 (met). Family deductible: 1500 + 1500 = 3000 (met).
B OOPM: 30 + 2020 = 2050. Family OOPM: 1902 + 2020 = 3922.
Claim 5 — 2026-04-18 — A — Inpatient admission, in-network. Allowed 14800.00.
A deductible met. Family deductible met. So coinsurance 20%: 14800 * 0.2 = 2960.00 member.
Check A OOPM: 1872 + 2960 = 4832. Under 6000. So member pays 2960.00, plan pays 11840.00.
A OOPM: 4832. Family OOPM: 3922 + 2960 = 6882.
Claim 6 — 2026-05-27 — B — Specialist office visit, in-network. Allowed 210.00.
Copay 60.00. Member pays 60.00, plan pays 150.00.
B OOPM: 2050 + 60 = 2110. Family OOPM: 6882 + 60 = 6942.
B deductible unchanged (copays don't credit deductible) — already met anyway.
Claim 7 — 2026-07-09 — A — Outpatient rehabilitation, in-network. Allowed 1900.00.
A deductible met. Coinsurance 20%: 380.00 member. A OOPM: 4832 + 380 = 5212. Under 6000.
Plan pays 1520.00.
Family OOPM: 6942 + 380 = 7322.
Claim 8 — 2026-09-15 — B — Outpatient procedure, in-network. Allowed 3300.00.
B deductible met (1500). Family deductible met (3000).
Coinsurance 20%: 660.00 member. B OOPM: 2110 + 660 = 2770. Under 6000.
Plan pays 2640.00.
Family OOPM: 7322 + 660 = 7982.
So Claim 8 components:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 660.00
Ending accumulators:
- ending_deductible_a: 1500.00
- ending_oopm_a: 5212.00
- ending_deductible_b: 1500.00
- ending_oopm_b: 2770.00
- ending_family_deductible: 3000.00
- ending_family_oopm: 7982.00
Let me double check Claim 5: ER copay waiver applies to emergency room visits resulting in admission — but this claim is an inpatient admission itself, not an ER visit. So no copay, just deductible/coinsurance. Correct.
Claim 2: primary care copay 30. Plan pays 190 - 30 = 160. Correct. The copay credits OOPM only.
Check family deductible accumulator includes only deductible credits, not copays. Family deductible after claim 1: 760; after claim 3: 1500; after claim 4: 3000. Yes.
Family OOPM includes all member cost share: 760 + 30 + 1112 + 2020 + 2960 + 60 + 380 + 660 = let's sum: 760+30=790; +1112=1902; +2020=3922; +2960=6882; +60=6942; +380=7322; +660=7982. ✓
A OOPM: 760 + 1112 + 2960 + 380 = 5212. ✓
B OOPM: 30 + 2020 + 60 + 660 = 2770. ✓
Sum: 5212 + 2770 = 7982 ✓ consistent.
All numbers two decimals. Output JSON only.
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 2.5 Pro · Google49.1s · 6,053 out | 56.2s · 6,394 out | 57.8s · 6,791 out
Reasoning · 5,853 tokens
Here's my thought process for adjudicating these claims and determining the final accumulator states.
My primary objective is to process a series of eight claims for a two-person family under the "Bluebonnet PPO 1500" plan, meticulously tracking their deductible and out-of-pocket maximum (OOPM) accumulators, and then reporting the final accumulator values along with the adjudication details for the very last claim.
First, I need to thoroughly understand the plan benefits. This includes:
* **The Plan:** Bluebonnet PPO 1500.
* **In-network Deductibles:** Individual at $1500 and Family at $3000. The family deductible being "embedded" means that once an individual meets their $1500 deductible, that amount counts towards the family deductible.
* **In-network OOPMs:** Individual at $6000 and Family at $12000.
* **Coinsurance:** After the deductible is met, the member pays 20% and the plan pays 80%.
* **Copays:** Specific amounts for different services: Primary Care ($30), Specialist ($60), Urgent Care ($75), ER ($400, waived if admitted), and Generic Pharmacy ($15).
* **Copay Application Rule:** Critically, copays *do not* count towards the deductible but *do* count towards the OOPM. This is a key detail that impacts accumulator tracking.
* **Preventive Care:** Fully covered with no cost share.
* **Out-of-Network:** While benefits exist, all the claims provided are in-network, so I don't need to worry about OON calculations for this specific task. The mention of a single deductible accumulator is noted, but it's not tested here.
With the plan details internalized, I'll initialize the accumulators for the two family members (let's call them 'A' for subscriber and 'B' for spouse) and for the family as a whole:
* **Accumulators for A:** Deductible = $0.00, OOPM = $0.00
* **Accumulators for B:** Deductible = $0.00, OOPM = $0.00
* **Family Accumulators:** Deductible = $0.00, OOPM = $0.00
Now, I'll process each of the eight claims sequentially, updating the accumulators after each one.
**Claim 1 — 2026-01-06 — A (subscriber)**
* **Service:** Outpatient imaging, in-network.
* **Allowed Amount:** $760.00.
* **Analysis:** This service is subject to the deductible. Member A's individual deductible is $1500, and the family deductible is $3000. Since the allowed amount ($760) is less than A's remaining individual deductible ($1500), the full allowed amount will be applied to A's deductible. There's no coinsurance or copay applied at this stage.
* **Adjudication:**
* Deductible Applied: $760.00
* Coinsurance: $0.00
* Copay: $0.00
* Member Responsibility: $760.00
* Plan Paid: $0.00
* **Accumulator Updates:**
* A Deductible: $0.00 + $760.00 = $760.00
* A OOPM: $0.00 + $760.00 = $760.00
* B Deductible: No change ($0.00)
* B OOPM: No change ($0.00)
* Family Deductible: $0.00 + $760.00 = $760.00
* Family OOPM: $0.00 + $760.00 = $760.00
**Claim 2 — 2026-01-22 — B (spouse)**
* **Service:** Primary care office visit, in-network.
* **Allowed Amount:** $190.00.
* **Analysis:** This is a primary care visit, which has a specific copay of $30.00. The plan details state "Primary care office visit ........................ 30.00 copay." This implies the copay is the sole cost share, and deductible/coinsurance do not apply. As per the copay rule, this $30.00 does not count towards the deductible but *does* count towards the OOPM.
* **Adjudication:**
* Deductible Applied: $0.00
* Coinsurance: $0.00
* Copay: $30.00
* Member Responsibility: $30.00
* Plan Paid: $190.00 (Allowed) - $30.00 (Copay) = $160.00
* **Accumulator Updates:**
* A Deductible: No change ($760.00)
* A OOPM: No change ($760.00)
* B Deductible: No change ($0.00)
* B OOPM: $0.00 + $30.00 = $30.00
* Family Deductible: No change ($760.00)
* Family OOPM: $760.00 + $30.00 = $790.00
**Claim 3 — 2026-02-11 — A (subscriber)**
* **Service:** Ambulatory surgery, in-network.
* **Allowed Amount:** $2600.00.
* **Analysis:** This service is subject to deductible and coinsurance.
* A's remaining individual deductible: $1500 (Initial) - $760 (Claim 1) = $740.00.
* Family's remaining deductible: $3000 (Initial) - $760 (Claim 1) = $2240.00.
* The amount applied to A's deductible will be the lesser of their remaining individual deductible ($740) and the remaining family deductible ($2240), which is $740.
* With this $740 applied, A's individual deductible is now met ($760 + $740 = $1500).
* Remaining allowed amount after deductible: $2600 (Allowed) - $740 (Deductible) = $1860.00.
* This remaining $1860 is subject to 20% coinsurance for the member.
* Member Coinsurance: $1860.00 * 0.20 = $372.00.
* Total Member Responsibility = Deductible + Coinsurance = $740.00 + $372.00 = $1112.00.
* **Adjudication:**
* Deductible Applied: $740.00
* Coinsurance: $372.00
* Copay: $0.00
* Member Responsibility: $1112.00
* Plan Paid: $2600.00 (Allowed) - $1112.00 (Member Responsibility) = $1488.00
* **Accumulator Updates:**
* A Deductible: $760.00 + $740.00 = $1500.00 (Individual deductible met)
* A OOPM: $760.00 (from Claim 1) + $1112.00 (from this claim) = $1872.00
* B Deductible: No change ($0.00)
* B OOPM: No change ($30.00)
* Family Deductible: $760.00 + $740.00 = $1500.00
* Family OOPM: $790.00 + $1112.00 = $1902.00
**Claim 4 — 2026-03-04 — B (spouse)**
* **Service:** Outpatient infusion, in-network.
* **Allowed Amount:** $4100.00.
* **Analysis:** This service is subject to deductible and coinsurance.
* B's remaining individual deductible: $1500 (Initial) - $0.00 (Claims 1-3) = $1500.00.
* Family's remaining deductible: $3000 (Initial) - $1500 (Claim 3) = $1500.00.
* The amount applied to B's deductible will be the lesser of their remaining individual deductible ($1500) and the remaining family deductible ($1500), which is $1500.
* With this $1500 applied, B's individual deductible is now met ($0 + $1500 = $1500).
* Crucially, the family deductible is *also* now met ($1500 from A + $1500 from B = $3000).
* Remaining allowed amount after deductible: $4100 (Allowed) - $1500 (Deductible) = $2600.00.
* This remaining $2600 is subject to 20% coinsurance for the member.
* Member Coinsurance: $2600.00 * 0.20 = $520.00.
* Total Member Responsibility = Deductible + Coinsurance = $1500.00 + $520.00 = $2020.00.
* **Adjudication:**
* Deductible Applied: $1500.00
* Coinsurance: $520.00
* Copay: $0.00
* Member Responsibility: $2020.00
* Plan Paid: $4100.00 (Allowed) - $2020.00 (Member Responsibility) = $2080.00
* **Accumulator Updates:**
* A Deductible: No change ($1500.00)
* A OOPM: No change ($1872.00)
* B Deductible: $0.00 + $1500.00 = $1500.00 (Individual deductible met)
* B OOPM: $30.00 (from Claim 2) + $2020.00 (from this claim) = $2050.00
* Family Deductible: $1500.00 (from A) + $1500.00 (from B) = $3000.00 (Family deductible met)
* Family OOPM: $1902.00 + $2020.00 = $3922.00
**Claim 5 — 2026-04-18 — A (subscriber)**
* **Service:** Inpatient admission, in-network.
* **Allowed Amount:** $14800.00.
* **Analysis:** Both individual deductibles and the family deductible are already met. Therefore, this service is solely subject to coinsurance.
* Member Coinsurance: $14800.00 * 0.20 = $2960.00.
* Now, I must check against A's individual OOPM. A's current OOPM is $1872.00, and the individual limit is $6000.00. A has $6000 - $1872 = $4128.00 remaining room in their OOPM.
* Since the calculated coinsurance ($2960.00) is less than A's remaining OOPM room ($4128.00), A will pay the full coinsurance amount.
* Total Member Responsibility = Coinsurance = $2960.00.
* **Adjudication:**
* Deductible Applied: $0.00
* Coinsurance: $2960.00
* Copay: $0.00
* Member Responsibility: $2960.00
* Plan Paid: $14800.00 (Allowed) - $2960.00 (Member Responsibility) = $11840.00
* **Accumulator Updates:**
* A Deductible: No change ($1500.00)
* A OOPM: $1872.00 + $2960.00 = $4832.00
* B Deductible: No change ($1500.00)
* B OOPM: No change ($2050.00)
* Family Deductible: No change ($3000.00)
* Family OOPM: $3922.00 + $2960.00 = $6882.00
**Claim 6 — 2026-05-27 — B (spouse)**
* **Service:** Specialist office visit, in-network.
* **Allowed Amount:** $210.00.
* **Analysis:** This is a specialist visit with a fixed copay of $60.00. As per the plan, copays do not apply to the deductible but do apply to the OOPM.
* **Adjudication:**
* Deductible Applied: $0.00
* Coinsurance: $0.00
* Copay: $60.00
* Member Responsibility: $60.00
* Plan Paid: $210.00 (Allowed) - $60.00 (Copay) = $150.00
* **Accumulator Updates:**
* A Deductible: No change ($1500.00)
* A OOPM: No change ($4832.00)
* B Deductible: No change ($1500.00)
* B OOPM: $2050.00 + $60.00 = $2110.00
* Family Deductible: No change ($3000.00)
* Family OOPM: $6882.00 + $60.00 = $6942.00
**Claim 7 — 2026-07-09 — A (subscriber)**
* **Service:** Outpatient rehabilitation, in-network.
* **Allowed Amount:** $1900.00.
* **Analysis:** Both deductibles are met. This service is subject to coinsurance.
* Member Coinsurance: $1900.00 * 0.20 = $380.00.
* Check against A's OOPM: A's current OOPM is $4832.00. The individual limit is $6000.00. A has $6000 - $4832 = $1168.00 remaining OOPM room.
* Since the calculated coinsurance ($380.00) is less than A's remaining OOPM room ($1168.00), A will pay the full coinsurance.
* Total Member Responsibility = Coinsurance = $380.00.
* **Adjudication:**
* Deductible Applied: $0.00
* Coinsurance: $380.00
* Copay: $0.00
* Member Responsibility: $380.00
* Plan Paid: $1900.00 (Allowed) - $380.00 (Member Responsibility) = $1520.00
* **Accumulator Updates:**
* A Deductible: No change ($1500.00)
* A OOPM: $4832.00 + $380.00 = $5212.00
* B Deductible: No change ($1500.00)
* B OOPM: No change ($2110.00)
* Family Deductible: No change ($3000.00)
* Family OOPM: $6942.00 + $380.00 = $7322.00
**Claim 8 — 2026-09-15 — B (spouse)**
* **Service:** Outpatient procedure, in-network.
* **Allowed Amount:** $3300.00.
* **Analysis:** Both deductibles are met. This service is subject to coinsurance.
* Member Coinsurance: $3300.00 * 0.20 = $660.00.
* Check against B's OOPM: B's current OOPM is $2110.00. The individual limit is $6000.00. B has $6000 - $2110 = $3890.00 remaining OOPM room.
* Since the calculated coinsurance ($660.00) is less than B's remaining OOPM room ($3890.00), B will pay the full coinsurance.
* Total Member Responsibility = Coinsurance = $660.00.
* **Adjudication:**
* Deductible Applied: $0.00
* Coinsurance: $660.00
* Copay: $0.00
* Member Responsibility: $660.00
* Plan Paid: $3300.00 (Allowed) - $660.00 (Member Responsibility) = $2640.00
* **Accumulator Updates (Final):**
* A Deductible: No change ($1500.00)
* A OOPM: No change ($5212.00)
* B Deductible: No change ($1500.00)
* B OOPM: $2110.00 + $660.00 = $2770.00
* Family Deductible: No change ($3000.00)
* Family OOPM: $7322.00 + $660.00 = $7982.00
Finally, I'll compile the requested output.
**Adjudication Details for the Final Claim (Claim 8):**
* `member_responsibility`: $660.00
* `plan_paid`: $2640.00
* `deductible_applied`: $0.00
* `copay_amount`: $0.00
* `coinsurance_amount`: $660.00
**Final State of Accumulators:**
* `ending_deductible_a`: $1500.00
* `ending_oopm_a`: $5212.00
* `ending_deductible_b`: $1500.00
* `ending_oopm_b`: $2770.00
* `ending_family_deductible`: $3000.00
* `ending_family_oopm`: $7982.00json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
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"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
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},
{
"field": "copay_amount",
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},
{
"field": "coinsurance_amount",
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},
{
"field": "ending_family_deductible",
"want": 3000,
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},
{
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},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
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},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
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},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
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}
],
"fabricated": false,
"abstained": false
}Reasoning · 6,194 tokens
Alright, I've been tasked with adjudicating a series of 8 claims for a family of two under the Bluebonnet PPO 1500 plan for the 2026 plan year. My primary goal is to determine the final state of their accumulators – deductibles and out-of-pocket maximums – for each member and the family as a whole. I also need to provide a detailed breakdown specifically for the 8th claim.
I've meticulously walked through each claim, step-by-step, applying the plan's rules: in-network deductibles (individual $1500, family $3000, embedded structure), out-of-pocket maximums (individual $6000, family $12000), and cost-sharing mechanisms like coinsurance (20% member/80% plan after deductible) and specific copays for services like PCP visits ($30), specialist visits ($60), urgent care ($75), and ER visits ($400, waived if admitted). Crucially, I've adhered to the rules that copays *do not* credit the deductible but *do* credit the OOPM, and that cost sharing is based on the allowed amount. Preventive care is, of course, 100% covered, though no such claims appeared here.
Let me outline my thought process and the outcomes:
**Initial State:** Before any claims, both members (A and B) and the family had zero balance on their deductibles and OOPMs.
**Claim 1 (Member A - Outpatient Imaging):** This was a $760 allowed amount. Since it was not a copay service and the deductible wasn't met, the full $760 applied to Member A's individual deductible and also to the family deductible. No coinsurance was applied yet as the deductible wasn't met.
* *Accumulator Update:* Member A's deductible is now $760, OOPM $760. Family deductible is $760, OOPM $760.
**Claim 2 (Member B - PCP Visit):** This was a $190 allowed service with a $30 PCP copay. As per the rules, this $30 copay applied to the OOPM but *not* the deductible. Member B's responsibility was the $30 copay, and the plan paid the rest ($160).
* *Accumulator Update:* Member A's accumulators remained at $760 for both deductible and OOPM. Member B's deductible is still $0, but their OOPM increased to $30. The family OOPM rose to $790 ($760 from Claim 1 + $30 from Claim 2).
**Claim 3 (Member A - Ambulatory Surgery):** This $2600 allowed service was subject to deductible and coinsurance. Member A had $740 remaining on their individual deductible ($1500 - $760). So, $740 was applied to the deductible. This met Member A's individual deductible ($760 + $740 = $1500). The remaining $1860 ($2600 - $740) was then subject to the 20% coinsurance, resulting in $372 for Member A. Their total responsibility for this claim was $740 (deductible) + $372 (coinsurance) = $1112.
* *Accumulator Update:* Member A's deductible hit $1500 (met). Their OOPM increased to $1872 ($760 + $1112). Member B's accumulators were unchanged. The family deductible reached $1500 ($760 + $740). The family OOPM rose to $1902 ($790 + $1112).
**Claim 4 (Member B - Outpatient Infusion):** This was a substantial $4100 allowed amount. Member B's individual deductible was $1500, and the family deductible had $1500 remaining ($3000 - $1500 from Member A). The $4100 was first applied to Member B's individual deductible, completely meeting it ($0 + $1500 = $1500). This also fully met the family deductible ($1500 from A + $1500 from B = $3000). The remaining $2600 ($4100 - $1500) was subject to 20% coinsurance, which was $520 for Member B. Their total responsibility was $1500 (deductible) + $520 (coinsurance) = $2020.
* *Accumulator Update:* Member A's deductible remained at $1500, OOPM at $1872. Member B's deductible hit $1500 (met), OOPM increased to $2050 ($30 + $2020). The family deductible reached $3000 (met), and the family OOPM rose to $3922 ($1902 + $2020).
**Claim 5 (Member A - Inpatient Admission):** This $14800 allowed amount was for a service where both deductibles were met. Therefore, the entire amount was subject to coinsurance. Member A had $4128 remaining on their individual OOPM ($6000 - $1872). The 20% coinsurance for Member A would be $2960 ($14800 * 0.20). Since this was less than their remaining OOPM room, Member A was responsible for the full $2960.
* *Accumulator Update:* Member A's deductible remained $1500, OOPM increased to $4832 ($1872 + $2960). Member B's accumulators were unchanged. The family OOPM rose to $6882 ($3922 + $2960).
**Claim 6 (Member B - Specialist Visit):** This $210 allowed service had a $60 specialist copay. Similar to Claim 2, the copay applied to the OOPM but not the deductible. Member B's responsibility was $60, and the plan paid $150.
* *Accumulator Update:* Member A's accumulators remained the same. Member B's OOPM increased to $2110 ($2050 + $60). The family OOPM rose to $6942 ($6882 + $60).
**Claim 7 (Member A - Outpatient Rehabilitation):** This $1900 allowed amount was subject to coinsurance, as deductibles were met. Member A had $1168 remaining on their individual OOPM ($6000 - $4832). The 20% coinsurance was $380 ($1900 * 0.20). This was well within their remaining OOPM room, so Member A was responsible for the full $380.
* *Accumulator Update:* Member A's OOPM increased to $5212 ($4832 + $380). Member B's accumulators were unchanged. The family OOPM rose to $7322 ($6942 + $380).
**Claim 8 (Member B - Outpatient Procedure):** This is the claim I need to detail. The allowed amount was $3300. With deductibles met, this was subject to coinsurance.
* Member B had $3890 remaining on their individual OOPM ($6000 - $2110).
* The family had $4678 remaining on their OOPM ($12000 - $7322).
* The effective OOPM room for Member B's responsibility on this claim was the lesser of these two: $3890.
* The 20% coinsurance for Member B would be $660 ($3300 * 0.20).
* Since $660 is less than Member B's available OOPM room ($3890), Member B is responsible for the full $660.
* The plan paid $3300 - $660 = $2640.
**Final Accumulator State (after all 8 claims):**
* **Member A:**
* Deductible: $1500.00 (Met)
* OOPM: $5212.00
* **Member B:**
* Deductible: $1500.00 (Met)
* OOPM: $2770.00 ($2110 + $660)
* **Family:**
* Deductible: $3000.00 (Met)
* OOPM: $7982.00 ($7322 + $660)
**Detailed Breakdown for Claim 8:**
* `member_responsibility`: $660.00
* `plan_paid`: $2640.00
* `deductible_applied`: $0.00
* `copay_amount`: $0.00
* `coinsurance_amount`: $660.00
This concludes the adjudication and reporting for all 8 claims, with the specific details for the 8th claim and the final accumulator balances as requested.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 6,591 tokens
Alright, I've meticulously processed all eight claims for this family under the Bluebonnet PPO 1500 plan for the 2026 plan year. My goal was to track their deductibles and out-of-pocket maximums, and then provide the final accumulator balances, along with a detailed breakdown of the last claim.
Here's how my thought process unfolded, step-by-step, as I moved through each claim:
**Initial Setup and Understanding the Rules:**
First, I familiarized myself with the plan's structure. It's an embedded deductible plan, meaning each individual has their own deductible and OOPM that apply, in addition to the family's aggregate deductible and OOPM. I noted the specific amounts: $1500 individual deductible, $3000 family deductible, $6000 individual OOPM, and $12000 family OOPM. Crucially, I understood that copays do *not* count towards the deductible but *do* count towards the OOPM. Preventive care is fully covered, which is good to keep in mind, though none of these claims involved preventive services.
I started with clean slate accumulators: Member A (subscriber) and Member B (spouse) both had $0 deductible and $0 OOPM, and the family also had $0 on both.
**Processing Claim by Claim (The Core of My Work):**
* **Claim 1 (Member A, Outpatient Imaging):** This was a standard medical service, subject to deductible and coinsurance. The allowed amount ($760) was less than Member A's remaining individual deductible ($1500). So, my first action was to apply the full $760 to Member A's deductible. Since the deductible wasn't met, there was no coinsurance. The member responsibility was simply the allowed amount, and the plan paid nothing. I then updated Member A's individual deductible to $760 and their OOPM to $760. The family deductibles and OOPMs were also updated by this amount.
* **Claim 2 (Member B, PCP Visit):** This was a copay service ($30). My key consideration here was that copays don't hit the deductible. So, $0 was applied to any deductible. The $30 copay was paid by Member B, and this amount *did* count towards their individual and the family OOPM. The plan paid the rest of the allowed amount ($190 - $30 = $160). I updated Member B's OOPM to $30 and the family OOPM to $790 (previous $760 + $30).
* **Claim 3 (Member A, Ambulatory Surgery):** Another medical service, subject to deductible and coinsurance. Member A's individual deductible had $740 remaining ($1500 - $760 from Claim 1). I applied this $740 to satisfy the remainder of Member A's individual deductible, bringing it to $1500 (met). The remaining balance of the allowed amount ($2600 - $740 = $1860) was then subject to coinsurance. I calculated 20% of $1860, which is $372. Member A's responsibility was the deductible amount plus the coinsurance ($740 + $372 = $1112). I updated Member A's OOPM by this responsibility amount ($760 + $1112 = $1872). The family's deductible was also updated to $1500 (met) and their OOPM to $1902 ($790 + $1112).
* **Claim 4 (Member B, Outpatient Infusion):** This was a significant medical service. Member B's individual deductible was still at $1500. The family deductible had $1500 remaining ($3000 - $1500 from previous claims). Since it's an embedded plan, Member B had to meet their *own* $1500 deductible. I applied $1500 to Member B's deductible, bringing it to $1500 (met). The remaining $2600 ($4100 - $1500) was subject to coinsurance, resulting in $520 ($2600 * 0.20). Member B's responsibility was $1500 (ded) + $520 (coins) = $2020. I updated Member B's OOPM to $30 + $2020 = $2050. The family deductible was now fully met at $3000, and their OOPM was updated to $1902 + $2020 = $3922.
* **Claim 5 (Member A, Inpatient Admission):** Both individual and family deductibles were met. This meant the entire allowed amount ($14800) was subject to coinsurance. I calculated the coinsurance: $14800 * 0.20 = $2960. Now, I needed to check against the OOPM. Member A's OOPM had a remaining balance of $4128 ($6000 - $1872), and the family's had $8078 ($12000 - $3922). Since the calculated coinsurance ($2960) was less than both remaining OOPM balances, Member A was responsible for the full $2960. I updated Member A's OOPM to $1872 + $2960 = $4832, and the family OOPM to $3922 + $2960 = $6882.
* **Claim 6 (Member B, Specialist Visit):** This was another copay service ($60). As before, no deductible applied, but the $60 copay was applied to Member B's and the family's OOPM. Member B's OOPM became $2050 + $60 = $2110, and the family's became $6882 + $60 = $6942.
* **Claim 7 (Member A, Outpatient Rehabilitation):** Deductibles were met. The allowed amount ($1900) was subject to coinsurance. Calculated coinsurance was $380 ($1900 * 0.20). I checked Member A's OOPM remaining balance ($6000 - $4832 = $1168) and the family's ($12000 - $6942 = $5058). Since $380 was less than both, Member A was responsible for the $380. This updated Member A's OOPM to $4832 + $380 = $5212, and the family OOPM to $6942 + $380 = $7322.
* **Claim 8 (Member B, Outpatient Procedure):** This was the final claim, also subject to deductible and coinsurance. Deductibles were met, so the full allowed amount ($3300) was subject to coinsurance. The calculated coinsurance was $660 ($3300 * 0.20). I then checked Member B's OOPM remaining balance ($6000 - $2110 = $3890) and the family's ($12000 - $7322 = $4678). The $660 coinsurance was less than both, so Member B was responsible for $660. This amount was applied to their OOPM, bringing Member B's individual OOPM to $2110 + $660 = $2770, and the family's OOPM to $7322 + $660 = $7982.
**Final Accumulator States:**
After carefully walking through each claim and updating the balances, I arrived at the final accumulator states. For Member A, their deductible remained met at $1500, and their OOPM reached $5212. For Member B, their deductible was met at $1500, and their OOPM was $2770. The family's aggregate deductible was met at $3000, and their aggregate OOPM was $7982.
**Detailed Breakdown for Claim 8:**
For the final claim (Claim 8), the details are as follows:
* The total member responsibility was $660.00.
* The plan paid $2640.00.
* No deductible was applied ($0.00).
* There was no copay ($0.00).
* The coinsurance amount was $660.00.
This thorough process ensures all plan rules and accumulator interactions are accounted for, providing an accurate representation of the family's financial responsibility under their Bluebonnet PPO 1500 plan.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.2 · Z.ai54.4s · 5,181 out | 64.8s · 4,963 out | 63.4s · 5,611 out
Reasoning · 5,026 tokens
Let me adjudicate each claim in order, tracking accumulators.
Plan details:
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Embedded structure
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Copays: PCP 30.00, Specialist 60.00, Urgent care 75.00, ER 400.00 (waived if admitted), Generic pharmacy 15.00
- Copays do NOT credit deductible, but DO credit OOPM
- Preventive services: 100% covered, no cost share
All services are in-network.
Starting accumulators:
A deductible: 0.00, OOPM: 0.00
B deductible: 0.00, OOPM: 0.00
Family deductible: 0.00, Family OOPM: 0.00
**Claim 1 — 2026-01-06 — A**
Service: Outpatient imaging, in-network
Allowed: 760.00
No copay for outpatient imaging. Subject to deductible and coinsurance.
A deductible remaining: 1500.00. Family deductible remaining: 3000.00.
Deductible applied: min(760.00, 1500.00) = 760.00 (less of individual remainder and family remainder)
After deductible: 0.00 remaining for A's individual deductible (760 paid toward it). Family deductible: 760.00.
Coinsurance: 0% of 760.00 = 0.00 (since deductible consumed the full allowed amount)
Member responsibility: 760.00
Plan paid: 0.00
A deductible accumulator: 760.00
A OOPM accumulator: 760.00
Family deductible: 760.00
Family OOPM: 760.00
**Claim 2 — 2026-01-22 — B**
Service: Primary care office visit, in-network
Allowed: 190.00
PCP copay: 30.00
Copay does NOT credit deductible, but credits OOPM.
The copay applies first. Then the remaining allowed amount is subject to deductible/coinsurance? Actually, let me think about this. For office visits with a copay, typically the copay is the member cost share and the plan pays the rest. But wait - does the deductible apply first?
Actually, the plan says "Primary care office visit: 30.00 copay." This is a copay, which is a flat per-service amount. The question is whether deductible applies before the copay kicks in.
Looking at the plan: "Copays do NOT credit the deductible." This suggests copays are separate from deductible. For a service with a copay, typically the member pays the copay and the plan pays the rest, without deductible applying. But some plans have copays that apply after deductible.
Actually, in many PPO plans, office visit copays apply after the deductible is met. But the plan document says copays don't credit the deductible. Let me think about this more carefully.
The plan document states:
- Deductible: amount member pays at allowed rate before coinsurance begins
- Coinsurance: member's percentage share after deductible
- Copay: flat per-service amount
The structure seems to be: deductible → coinsurance → copay (for specific services). But actually, copays typically replace coinsurance for certain services. Let me re-read.
The plan says "Coinsurance after deductible, in-network: 20% member / 80% plan" and then lists specific copays for certain services.
I think the way this works is:
- For services with a listed copay (PCP, specialist, urgent care, ER, pharmacy), the copay applies as the member cost share. But does the deductible apply first?
Actually, in many plans, copays apply before deductible is met (especially for PCP visits). But the plan says "Copays do NOT credit the deductible." This means copays are separate from deductible.
Hmm, but if the deductible hasn't been met, does the member pay the full allowed amount toward deductible, or do they just pay the copay?
Let me reconsider. The plan document structure:
- Deductible: member pays at allowed rate before coinsurance begins
- Copays: flat per-service amounts
I think the typical interpretation for a plan like this is:
- If a service has a copay, the member pays the copay (regardless of deductible status), and the plan pays the rest. The copay doesn't count toward deductible but does count toward OOPM.
- If a service doesn't have a copay, it's subject to deductible then coinsurance.
Wait, but that's not always the case. Some plans have copays that only apply after the deductible. Let me re-read the plan document more carefully.
The plan says:
"Deductible: the amount a member pays at the allowed rate before coinsurance begins. Copays do not apply to the deductible unless the plan document says so."
And from the plan: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum."
This tells us copays don't credit deductible but do credit OOPM. It doesn't explicitly say whether copays apply before or after deductible.
In the plan, the cost share section lists:
- Coinsurance after deductible: 20%/80%
- PCP: 30.00 copay
- Specialist: 60.00 copay
- etc.
I think the standard interpretation for this type of plan is that copays apply for the specific services listed, and they apply regardless of deductible (they're a fixed copay). The deductible and coinsurance apply to services that don't have a specific copay.
Actually, wait. Let me reconsider. In many PPO plans, the deductible applies first, and then for office visits, the copay replaces coinsurance after the deductible is met. So:
- Before deductible met: member pays full allowed amount (credits deductible)
- After deductible met: member pays copay, plan pays rest
But the plan says "Copays do NOT credit the deductible" - this is consistent with this interpretation because the copay only applies after deductible is met, so it doesn't credit the deductible (the deductible-crediting portion already happened before the copay stage).
Hmm, but that interpretation would mean for Claim 2 (B, PCP visit, allowed 190.00):
- B deductible is 0.00, so B needs to pay 1500.00 before coinsurance/copay
- B would pay 190.00 toward deductible (since 190 < 1500)
- No copay applies because deductible not yet met
Wait, but that doesn't feel right either. Let me think about this differently.
Actually, I think the most common interpretation in these evaluation harnesses is:
For a service with a copay:
- The copay is the member's cost share for that service
- It does not go toward deductible
- It does go toward OOPM
- The plan pays allowed - copay
This is the "copay replaces deductible+coinsurance" model, common in HMOs and some PPOs.
But in many high-deductible PPOs, the deductible applies first, and then copays kick in after.
The plan document says:
- "Deductible: the amount a member pays at the allowed rate before coinsurance begins."
- "Copay: a flat per-service member amount."
The fact that deductible is defined as "before coinsurance begins" (not "before copays begin") might suggest copays are independent of deductible.
Also, the plan lists copays under "Member cost share" alongside coinsurance. This suggests they're alternative cost-share methods for different services.
I'll go with: for services with a copay, the copay is the member cost share (regardless of deductible), and it credits OOPM but not deductible.
Actually, wait. Let me reconsider one more time. Looking at the structure:
"Member cost share
Coinsurance after deductible, in-network ......... 20% member / 80% plan
Primary care office visit ........................ 30.00 copay
Specialist office visit .......................... 60.00 copay
..."
The way this is listed, it seems like:
- General rule: coinsurance after deductible (20%/80%)
- Specific services have copays instead of (or in addition to) coinsurance
For a PCP visit, the copay might apply after the deductible is met. Before deductible, member pays full allowed amount. After deductible, member pays copay.
Hmm, but that's ambiguous. Let me look at the emergency room rule: "400.00 copay, WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance."
This tells us that when the copay is waived, the service is "subject to the deductible and coinsurance." This implies that when a copay applies, the service is NOT subject to the deductible and coinsurance. The copay replaces the deductible+coinsurance structure.
So for services with a copay:
- Member pays the copay
- Plan pays allowed - copay
- Copay credits OOPM but not deductible
- Deductible and coinsurance do NOT apply
This makes sense with the ER rule: when copay is waived, the service falls back to deductible+coinsurance.
OK, I'll go with this interpretation. Let me re-adjudicate.
**Claim 1 — 2026-01-06 — A**
Service: Outpatient imaging, in-network
Allowed: 760.00
No specific copay listed for outpatient imaging. Subject to deductible then coinsurance.
A deductible: 0.00, remaining: 1500.00
Family deductible: 0.00, remaining: 3000.00
Deductible applied: min(760.00, 1500.00, 3000.00) = 760.00
Coinsurance: 0 (full amount absorbed by deductible)
Member responsibility: 760.00
Plan paid: 0.00
A deductible: 760.00
A OOPM: 760.00
Family deductible: 760.00
Family OOPM: 760.00
**Claim 2 — 2026-01-22 — B**
Service: Primary care office visit, in-network
Allowed: 190.00
Copay: 30.00 (PCP visit, copay replaces deductible+coinsurance)
Member responsibility: 30.00
Plan paid: 160.00
Deductible applied: 0.00
Copay: 30.00
Coinsurance: 0.00
B deductible: 0.00
B OOPM: 30.00
Family deductible: 760.00 (unchanged)
Family OOPM: 790.00
**Claim 3 — 2026-02-11 — A**
Service: Ambulatory surgery, in-network
Allowed: 2600.00
No specific copay. Subject to deductible then coinsurance.
A deductible: 760.00, remaining: 1500 - 760 = 740.00
Family deductible: 760.00, remaining: 3000 - 760 = 2240.00
Deductible applied: min(2600.00, 740.00, 2240.00) = 740.00
After deductible: 2600 - 740 = 1860.00 subject to coinsurance
Coinsurance (20% member): 1860 * 0.20 = 372.00
Member responsibility: 740 + 372 = 1112.00
Plan paid: 1860 * 0.80 = 1488.00
Check: 1112 + 1488 = 2600 ✓
A deductible: 760 + 740 = 1500.00 (individual deductible met)
A OOPM: 760 + 1112 = 1872.00
Family deductible: 760 + 740 = 1500.00
Family OOPM: 790 + 1112 = 1902.00
**Claim 4 — 2026-03-04 — B**
Service: Outpatient infusion, in-network
Allowed: 4100.00
No specific copay. Subject to deductible then coinsurance.
B deductible: 0.00, remaining: 1500.00
Family deductible: 1500.00, remaining: 3000 - 1500 = 1500.00
Deductible applied: min(4100.00, 1500.00, 1500.00) = 1500.00
After deductible: 4100 - 1500 = 2600.00 subject to coinsurance
Coinsurance (20% member): 2600 * 0.20 = 520.00
Member responsibility: 1500 + 520 = 2020.00
Plan paid: 2600 * 0.80 = 2080.00
Check: 2020 + 2080 = 4100 ✓
B deductible: 0 + 1500 = 1500.00 (individual deductible met)
B OOPM: 30 + 2020 = 2050.00
Family deductible: 1500 + 1500 = 3000.00 (family deductible met)
Family OOPM: 1902 + 2020 = 3922.00
**Claim 5 — 2026-04-18 — A**
Service: Inpatient admission, in-network
Allowed: 14800.00
No specific copay. Subject to deductible then coinsurance.
A deductible: 1500.00 (already met)
Family deductible: 3000.00 (already met)
Deductible applied: 0.00
Coinsurance (20% member): 14800 * 0.20 = 2960.00
Member responsibility: 2960.00
Plan paid: 14800 * 0.80 = 11840.00
But wait, need to check OOPM.
A OOPM before: 1872.00
A OOPM after adding 2960: 1872 + 2960 = 4832.00
Individual OOPM: 6000.00, so 4832 < 6000, not yet met.
Family OOPM before: 3922.00
Family OOPM after: 3922 + 2960 = 6882.00
Family OOPM limit: 12000.00, not met.
A deductible: 1500.00 (unchanged)
A OOPM: 4832.00
Family deductible: 3000.00 (unchanged)
Family OOPM: 6882.00
**Claim 6 — 2026-05-27 — B**
Service: Specialist office visit, in-network
Allowed: 210.00
Copay: 60.00 (specialist visit)
Member responsibility: 60.00
Plan paid: 150.00
Deductible applied: 0.00
Copay: 60.00
Coinsurance: 0.00
B deductible: 1500.00 (unchanged)
B OOPM: 2050 + 60 = 2110.00
Family deductible: 3000.00 (unchanged)
Family OOPM: 6882 + 60 = 6942.00
**Claim 7 — 2026-07-09 — A**
Service: Outpatient rehabilitation, in-network
Allowed: 1900.00
No specific copay. Subject to deductible then coinsurance.
A deductible: 1500.00 (already met)
Family deductible: 3000.00 (already met)
Deductible applied: 0.00
Coinsurance (20% member): 1900 * 0.20 = 380.00
Check OOPM:
A OOPM before: 4832.00
If full 380.00 applied: 4832 + 380 = 5212.00
Individual OOPM: 6000.00, 5212 < 6000, not met.
Family OOPM before: 6942.00
Family OOPM after: 6942 + 380 = 7322.00
Family OOPM: 12000.00, not met.
Member responsibility: 380.00
Plan paid: 1520.00
A deductible: 1500.00 (unchanged)
A OOPM: 5212.00
Family deductible: 3000.00 (unchanged)
Family OOPM: 7322.00
**Claim 8 — 2026-09-15 — B**
Service: Outpatient procedure, in-network
Allowed: 3300.00
No specific copay. Subject to deductible then coinsurance.
B deductible: 1500.00 (already met)
Family deductible: 3000.00 (already met)
Deductible applied: 0.00
Coinsurance (20% member): 3300 * 0.20 = 660.00
Check OOPM:
B OOPM before: 2110.00
If full 660.00 applied: 2110 + 660 = 2770.00
Individual OOPM: 6000.00, 2770 < 6000, not met.
Family OOPM before: 7322.00
Family OOPM after: 7322 + 660 = 7982.00
Family OOPM: 12000.00, not met.
Member responsibility: 660.00
Plan paid: 2640.00
B deductible: 1500.00 (unchanged)
B OOPM: 2770.00
Family deductible: 3000.00 (unchanged)
Family OOPM: 7982.00
Let me verify everything adds up.
Claim 8:
member_responsibility: 660.00
plan_paid: 2640.00
deductible_applied: 0.00
copay_amount: 0.00
coinsurance_amount: 660.00
Check: 660 + 2640 = 3300 ✓
Ending accumulators:
A deductible: 1500.00
A OOPM: 5212.00
B deductible: 1500.00
B OOPM: 2770.00
Family deductible: 3000.00
Family OOPM: 7982.00
Let me double-check all the calculations once more.
Claim 1: A, outpatient imaging, allowed 760
- Deductible: 760.00 (A: 0→760, Fam: 0→760)
- Coinsurance: 0
- MR: 760, PP: 0
- A OOPM: 760, Fam OOPM: 760
Claim 2: B, PCP visit, allowed 190
- Copay: 30
- MR: 30, PP: 160
- B ded: 0, B OOPM: 30, Fam ded: 760, Fam OOPM: 790
Claim 3: A, ambulatory surgery, allowed 2600
- A ded remaining: 1500-760 = 740
- Fam ded remaining: 3000-760 = 2240
- Deductible applied: 740
- Remaining: 2600-740 = 1860
- Coinsurance: 1860 * 0.20 = 372
- MR: 740+372 = 1112, PP: 1488
- A ded: 1500, A OOPM: 760+1112 = 1872
- Fam ded: 1500, Fam OOPM: 790+1112 = 1902
Claim 4: B, outpatient infusion, allowed 4100
- B ded remaining: 1500-0 = 1500
- Fam ded remaining: 3000-1500 = 1500
- Deductible applied: 1500
- Remaining: 4100-1500 = 2600
- Coinsurance: 2600 * 0.20 = 520
- MR: 1500+520 = 2020, PP: 2080
- B ded: 1500, B OOPM: 30+2020 = 2050
- Fam ded: 3000, Fam OOPM: 1902+2020 = 3922
Claim 5: A, inpatient admission, allowed 14800
- Ded already met (both A and family)
- Deductible applied: 0
- Coinsurance: 14800 * 0.20 = 2960
- A OOPM before: 1872, after: 1872+2960 = 4832 (< 6000, OK)
- Fam OOPM before: 3922, after: 3922+2960 = 6882 (< 12000, OK)
- MR: 2960, PP: 11840
Claim 6: B, specialist visit, allowed 210
- Copay: 60
- MR: 60, PP: 150
- B ded: 1500, B OOPM: 2050+60 = 2110
- Fam ded: 3000, Fam OOPM: 6882+60 = 6942
Claim 7: A, outpatient rehab, allowed 1900
- Ded already met
- Deductible applied: 0
- Coinsurance: 1900 * 0.20 = 380
- A OOPM before: 4832, after: 4832+380 = 5212 (< 6000, OK)
- Fam OOPM before: 6942, after: 6942+380 = 7322 (< 12000, OK)
- MR: 380, PP: 1520
Claim 8: B, outpatient procedure, allowed 3300
- Ded already met
- Deductible applied: 0
- Coinsurance: 3300 * 0.20 = 660
- B OOPM before: 2110, after: 2110+660 = 2770 (< 6000, OK)
- Fam OOPM before: 7322, after: 7322+660 = 7982 (< 12000, OK)
- MR: 660, PP: 2640
All looks good.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 4,632 tokens
Let me work through each claim carefully.
Plan document:
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Embedded structure
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Primary care office visit: 30.00 copay
- Specialist office visit: 60.00 copay
- Copays do NOT credit deductible
- Copays always credit OOPM
Starting accumulators:
- A deductible: 0.00, OOPM: 0.00
- B deductible: 0.00, OOPM: 0.00
- Family deductible: 0.00, OOPM: 0.00
Claim 1 — A — Outpatient imaging, in-network — allowed 760.00
This is not a copay service (it's outpatient imaging). Subject to deductible and coinsurance.
A deductible remaining: 1500.00, family remaining: 3000.00
Apply deductible: min(760, 1500, 3000) = 760.00
Deductible applied: 760.00
Coinsurance: 0 (nothing left)
Plan paid: 0
Member responsibility: 760.00
A deductible: 760.00
A OOPM: 760.00
Family deductible: 760.00
Family OOPM: 760.00
Claim 2 — B — Primary care office visit, in-network — allowed 190.00
Primary care office visit: 30.00 copay
Copay amount: 30.00
Copays don't credit deductible, but credit OOPM.
Member responsibility: 30.00
Plan paid: 190.00 - 30.00 = 160.00
B deductible: 0.00
B OOPM: 30.00
Family deductible: 760.00 (unchanged)
Family OOPM: 760 + 30 = 790.00
Claim 3 — A — Ambulatory surgery, in-network — allowed 2600.00
Not a copay service. Subject to deductible and coinsurance.
A deductible: 760.00, individual remaining: 1500 - 760 = 740.00
Family deductible: 760.00, family remaining: 3000 - 760 = 2240.00
Embedded: individual satisfies on their own; family also satisfied once total family credits reach family amount, whichever comes first.
Apply deductible: min(2600, 740, 2240) = 740.00
Deductible applied: 740.00
Remaining after deductible: 2600 - 740 = 1860.00
Coinsurance 20% member: 1860 * 0.20 = 372.00
Plan 80%: 1860 * 0.80 = 1488.00
Member responsibility: 740 + 372 = 1112.00
Plan paid: 1488.00
Check: 1112 + 1488 = 2600 ✓
A deductible: 760 + 740 = 1500.00 (individual satisfied)
A OOPM: 760 + 1112 = 1872.00
Family deductible: 760 + 740 = 1500.00
Family OOPM: 790 + 1112 = 1902.00
Wait, let me reconsider. The OOPM for family includes all members' OOPM. Let me track it more carefully.
Actually, the family OOPM is the sum of all members' OOPM, and there's a family OOPM ceiling. Let me track each member's OOPM and the family total.
A OOPM: 760 + 1112 = 1872.00
B OOPM: 30.00
Family OOPM: 760 (claim 1) + 30 (claim 2) + 1112 (claim 3) = 1902.00
Claim 4 — B — Outpatient infusion, in-network — allowed 4100.00
Not a copay service. Subject to deductible and coinsurance.
B deductible: 0.00, individual remaining: 1500.00
Family deductible: 1500.00, family remaining: 3000 - 1500 = 1500.00
Embedded: B's individual remainder is 1500, family remainder is 1500. Apply min(4100, 1500, 1500) = 1500.00
Deductible applied: 1500.00
Remaining after deductible: 4100 - 1500 = 2600.00
Coinsurance 20% member: 2600 * 0.20 = 520.00
Plan 80%: 2600 * 0.80 = 2080.00
Member responsibility: 1500 + 520 = 2020.00
Plan paid: 2080.00
Check: 2020 + 2080 = 4100 ✓
B deductible: 0 + 1500 = 1500.00 (individual satisfied)
B OOPM: 30 + 2020 = 2050.00
Family deductible: 1500 + 1500 = 3000.00 (family satisfied)
Family OOPM: 1902 + 2020 = 3922.00
Claim 5 — A — Inpatient admission, in-network — allowed 14800.00
Not a copay service. Subject to deductible and coinsurance.
A deductible: 1500.00 (already satisfied)
Family deductible: 3000.00 (already satisfied)
Deductible applied: 0.00
Coinsurance 20% member: 14800 * 0.20 = 2960.00
Plan 80%: 14800 * 0.80 = 11840.00
Member responsibility: 2960.00
Plan paid: 11840.00
Check: 2960 + 11840 = 14800 ✓
A OOPM: 1872 + 2960 = 4832.00
Need to check OOPM. Individual OOPM is 6000.00. 4832 < 6000, so not yet met.
Family OOPM: 3922 + 2960 = 6882.00
Claim 6 — B — Specialist office visit, in-network — allowed 210.00
Specialist office visit: 60.00 copay
Copay amount: 60.00
Member responsibility: 60.00
Plan paid: 210 - 60 = 150.00
B OOPM: 2050 + 60 = 2110.00
Family OOPM: 6882 + 60 = 6942.00
Claim 7 — A — Outpatient rehabilitation, in-network — allowed 1900.00
Not a copay service. Subject to deductible and coinsurance.
A deductible: 1500.00 (satisfied), family: 3000.00 (satisfied)
Deductible applied: 0.00
Coinsurance 20% member: 1900 * 0.20 = 380.00
Plan 80%: 1900 * 0.80 = 1520.00
Member responsibility: 380.00
Plan paid: 1520.00
A OOPM: 4832 + 380 = 5212.00
Family OOPM: 6942 + 380 = 7322.00
Wait, let me re-examine the OOPM rules more carefully. The OOPM applies at the individual level too. Let me reconsider.
Individual OOPM (in-network): 6000.00. Once a member reaches this, the plan pays 100% for the remainder of the plan year.
Claim 7: A OOPM before = 4832.00. After coinsurance 380: 4832 + 380 = 5212. Still under 6000. OK.
Family OOPM (in-network): 12000.00. Once the family reaches this, the plan pays 100% for all members for the remainder? Actually, typically the family OOPM works as a cap on the sum of all members' cost shares. But the plan document says "Once a member reaches the out-of-pocket maximum the plan pays 100%..."
Let me re-read: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year."
This mentions individual OOPM. The family OOPM: "Family (in-network) .... 12000.00". Typically, when the family OOPM is reached, all members get 100% coverage. But the wording is a bit ambiguous. Let me think about this differently.
Actually, I think the standard interpretation is: each member has an individual OOPM of 6000. Once any member hits 6000, that member's cost share stops. The family OOPM of 12000 is the aggregate; once the family total reaches 12000, all members' cost share stops.
But the plan says "Once a member reaches the out-of-pocket maximum..." which could mean the individual one. Let me just proceed with the standard interpretation.
Actually, let me reconsider. The OOPM is typically the cap. For an individual, once they've paid 6000 in cost share, the plan pays 100%. For the family, once the family total reaches 12000, the plan pays 100% for all. But the individual cap also applies - so even if the family total is under 12000, if an individual hits 6000, that individual gets 100%.
Let me continue.
Claim 8 — B — Outpatient procedure, in-network — allowed 3300.00
Not a copay service. Subject to deductible and coinsurance.
B deductible: 1500.00 (satisfied), family: 3000.00 (satisfied)
Deductible applied: 0.00
Coinsurance 20% member: 3300 * 0.20 = 660.00
Plan 80%: 3300 * 0.80 = 2640.00
But wait, I need to check OOPM.
B OOPM before claim 8: 2110.00
B individual OOPM: 6000.00. 2110 < 6000, not met.
Family OOPM before claim 8: 7322.00
Family OOPM: 12000.00. 7322 < 12000, not met.
So coinsurance applies normally.
Member responsibility: 660.00
Plan paid: 2640.00
Check: 660 + 2640 = 3300 ✓
B OOPM: 2110 + 660 = 2770.00
Family OOPM: 7322 + 660 = 7982.00
Now let me compile the ending accumulators:
A:
- deductible: 1500.00
- OOPM: 4832 + 380 = 5212.00
Wait, let me recheck. After claim 5, A OOPM = 4832. After claim 7, A OOPM = 4832 + 380 = 5212.
B:
- deductible: 1500.00
- OOPM: 2050 + 60 + 660 = 2770.00
Wait, let me recalculate B OOPM step by step:
- After claim 2: 30.00
- After claim 4: 30 + 2020 = 2050.00
- After claim 6: 2050 + 60 = 2110.00
- After claim 8: 2110 + 660 = 2770.00
Family:
- deductible: 3000.00
- OOPM: 760 + 30 + 1112 + 2020 + 2960 + 60 + 380 + 660 = ?
Let me add these up:
760 + 30 = 790
790 + 1112 = 1902
1902 + 2020 = 3922
3922 + 2960 = 6882
6882 + 60 = 6942
6942 + 380 = 7322
7322 + 660 = 7982
Family OOPM = 7982.00
Let me verify: A OOPM + B OOPM = 5212 + 2772 = 7982.00 ✓
Wait, let me recheck. A OOPM = 5212.00, B OOPM = 2770.00. Sum = 7982.00. ✓
Now for Claim 8 specifically:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00 (outpatient procedure is not a copay service)
- coinsurance_amount: 660.00
Let me double check all the claims again.
Claim 1 — A — Outpatient imaging — allowed 760.00
- Deductible remaining for A: 1500, family: 3000
- Apply 760 to deductible
- deductible_applied: 760.00
- coinsurance: 0
- member_responsibility: 760.00
- plan_paid: 0.00
- A deductible → 760, A OOPM → 760
- Family deductible → 760, Family OOPM → 760
Claim 2 — B — Primary care office visit — allowed 190.00
- Copay: 30.00
- member_responsibility: 30.00
- plan_paid: 160.00
- deductible_applied: 0.00
- copay_amount: 30.00
- coinsurance_amount: 0.00
- B deductible → 0, B OOPM → 30
- Family deductible → 760, Family OOPM → 790
Claim 3 — A — Ambulatory surgery — allowed 2600.00
- A deductible: 760, individual remaining: 740
- Family deductible: 760, family remaining: 2240
- Apply min(2600, 740, 2240) = 740 to deductible
- deductible_applied: 740.00
- Remaining: 2600 - 740 = 1860
- coinsurance 20%: 372.00
- member_responsibility: 740 + 372 = 1112.00
- plan_paid: 1488.00
- A deductible → 1500, A OOPM → 760 + 1112 = 1872
- Family deductible → 1500, Family OOPM → 790 + 1112 = 1902
Claim 4 — B — Outpatient infusion — allowed 4100.00
- B deductible: 0, individual remaining: 1500
- Family deductible: 1500, family remaining: 1500
- Apply min(4100, 1500, 1500) = 1500 to deductible
- deductible_applied: 1500.00
- Remaining: 4100 - 1500 = 2600
- coinsurance 20%: 520.00
- member_responsibility: 1500 + 520 = 2020.00
- plan_paid: 2080.00
- B deductible → 1500, B OOPM → 30 + 2020 = 2050
- Family deductible → 3000, Family OOPM → 1902 + 2020 = 3922
Claim 5 — A — Inpatient admission — allowed 14800.00
- A deductible: 1500 (satisfied), family: 3000 (satisfied)
- deductible_applied: 0.00
- coinsurance 20%: 14800 * 0.20 = 2960.00
- member_responsibility: 2960.00
- plan_paid: 11840.00
- A OOPM → 1872 + 2960 = 4832
- Family OOPM → 3922 + 2960 = 6882
Check A OOPM: 4832 < 6000 (individual OOPM not met)
Check Family OOPM: 6882 < 12000 (family OOPM not met)
Claim 6 — B — Specialist office visit — allowed 210.00
- Copay: 60.00
- member_responsibility: 60.00
- plan_paid: 150.00
- deductible_applied: 0.00
- copay_amount: 60.00
- coinsurance_amount: 0.00
- B OOPM → 2050 + 60 = 2110
- Family OOPM → 6882 + 60 = 6942
Claim 7 — A — Outpatient rehabilitation — allowed 1900.00
- A deductible: 1500 (satisfied), family: 3000 (satisfied)
- deductible_applied: 0.00
- coinsurance 20%: 1900 * 0.20 = 380.00
- member_responsibility: 380.00
- plan_paid: 1520.00
- A OOPM → 4832 + 380 = 5212
- Family OOPM → 6942 + 380 = 7322
Check A OOPM: 5212 < 6000 (not met)
Check Family OOPM: 7322 < 12000 (not met)
Claim 8 — B — Outpatient procedure — allowed 3300.00
- B deductible: 1500 (satisfied), family: 3000 (satisfied)
- deductible_applied: 0.00
- coinsurance 20%: 3300 * 0.20 = 660.00
- member_responsibility: 660.00
- plan_paid: 2640.00
- copay_amount: 0.00
- coinsurance_amount: 660.00
- B OOPM → 2110 + 660 = 2770
- Family OOPM → 7322 + 660 = 7982
Check B OOPM: 2770 < 6000 (not met)
Check Family OOPM: 7982 < 12000 (not met)
Final accumulators:
- A deductible: 1500.00, A OOPM: 5212.00
- B deductible: 1500.00, B OOPM: 2770.00
- Family deductible: 3000.00, Family OOPM: 7982.00
Let me verify family OOPM = A OOPM + B OOPM = 5212 + 2770 = 7982. ✓
Now let me write the JSON.
Actually wait, I should double-check whether the OOPM cap should have been applied at any point. Let me look again:
After claim 5, A OOPM = 4832. The claim 5 coinsurance was 2960. What if A OOPM had been close to 6000 before claim 5? Let's see - before claim 5, A OOPM = 1872. 1872 + 2960 = 4832, still under 6000. So no cap needed.
After claim 7, A OOPM = 5212. Before claim 7, A OOPM = 4832. 4832 + 380 = 5212, under 6000. So no cap needed.
Everything checks out. Let me also verify that I haven't missed any copay situations.
Claim 1: Outpatient imaging - not a copay service → deductible/coinsurance ✓
Claim 2: Primary care office visit → 30.00 copay ✓
Claim 3: Ambulatory surgery - not a copay service → deductible/coinsurance ✓
Claim 4: Outpatient infusion - not a copay service → deductible/coinsurance ✓
Claim 5: Inpatient admission - not a copay service → deductible/coinsurance ✓
Claim 6: Specialist office visit → 60.00 copay ✓
Claim 7: Outpatient rehabilitation - not a copay service → deductible/coinsurance ✓
Claim 8: Outpatient procedure - not a copay service → deductible/coinsurance ✓
All looks correct.
For Claim 8:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 660.00
- ending_deductible_a: 1500.00
- ending_oopm_a: 5212.00
- ending_deductible_b: 1500.00
- ending_oopm_b: 2770.00
- ending_family_deductible: 3000.00
- ending_family_oopm: 7982.00json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 5,315 tokens
We need answer JSON exactly. Need adjudicate claims in order, update accumulators member and family, with embedded deductible. Need compute Claim 8 components and ending accumulators. Need be precise.
We have plan: Deductible individual in-network 1500, family in-network 3000, embedded. OON individual 3000 threshold but all in-network. Single member deductible balance in-network and OON accumulate. OOPM individual in-network 6000, family 12000; OON individual 12000. Copays credit OOPM not deductible. Coinsurance 20% member in-network after deductible. Copays: PCP $30, specialist $60, urgent care 75, ER 400 waived if admission, generic pharmacy 15. Preventive no cost. For other services (imaging, surgery, infusion, inpatient, rehab, outpatient procedure) no copay, subject to deductible+coinsurance.
Need process all claims for A and B. Need understand embedded structure: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Under embedded, individual deductible threshold 1500. But also family deductible total threshold 3000. Cost share before deductible? We need calculate deductible applied per claim = lesser of individual remainder and family remainder? The harness rules: Under embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder. Need track member deductible accumulator and family total. However when family total reaches 3000, deductible satisfied for all members? Once family deductible satisfied, all pay coinsurance. Need in embedded: If individual hasn't met 1500 but family total has met 3000, does plan begin paying? Yes? Usually embedded family deductible: no individual member has cost-sharing until entire family deductible met, unless individual meets individual embedded deductible. Here wording "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Means individual reaches 1500 => their deductible met even if family total <3000. If family total reaches 3000 => all members' deductibles met. Before either, deductible applies up to lesser of individual remainder and family remainder. Yes.
Need OOPM: individual 6000, family 12000. Once member reaches OOPM, plan pays 100% allowed for that member. Copays and coinsurance and deductible all count? Deductible amounts count to OOPM? Typically yes, "Out-of-pocket maximum ceiling on member cost share" includes deductible, copay, coinsurance. Need include deductible applied and coinsurance/copay in OOPM accumulator. The plan says copays credit OOPM. Deductible amounts are member cost share, so credit OOPM. Need track. Family OOPM total maybe aggregate? "Family OOPM 12000" under OOPM. Usually family OOPM aggregate; no embedded? The plan doesn't explicitly say structure for OOPM embedded/aggregate, but harness rules mention family accumulator moves; once family OOPM reached plan pays 100% for all? But plan text: "Once a member reaches the out-of-pocket maximum the plan pays 100% ..."; family max maybe "Once a family reaches family OOPM"? The document says "Out-of-pocket maximum Individual/Family" and "Once a member reaches the out-of-pocket maximum..." Could be individual and family. But in our claims maybe family total OOPM? Let's see.
Need compute all. Let's denote accumulators after each claim.
Initial:
A ded 0, oop 0; B ded0 oop0; fam ded0 oop0.
Plan year 2026. All in-network. For each claim:
- deductible applied: amount from allowed that must be paid as deductible before coinsurance. If service has copay, copay not credit deductible; still deductible? For office visits with copay: Are office visits subject to deductible? Plan cost share: "Coinsurance after deductible" and "Primary care office visit 30 copay" etc. Usually copay applies instead of deductible/coinsurance for office visits? The plan says "Copays do NOT credit deductible. Copays always credit OOPM." It doesn't explicitly say copay services are not subject to deductible. But copay is flat per-service; likely after copay plan pays remainder? However in many PPO, office visit copay may be subject to deductible? Need infer. The "Primary care office visit: $30 copay" likely means member pays copay and plan pays allowed minus copay, no deductible/coinsurance. But could be copay after deductible? The plan doesn't state "not subject to deductible" for office visits, unlike preventive. Need decide. We need for Claim 2 and Claim 6 maybe.
Task family rules include copays and deductible definitions: "Copays do not apply to deductible unless plan document says so." Plan says copays do NOT credit deductible. It doesn't say they apply to deductible. Member cost share for copay services likely just copay. Deductible not applied for copay service? In typical benefit calculation: if a service has a copay, the copay is the cost share (not deductible/coinsurance) unless stated "after deductible". The plan lists "Coinsurance after deductible, in-network ... Primary care office visit 30 copay" as distinct cost-share types. So PCP/specialist claims: copay_amount = 30/60, deductible_applied 0, coinsurance 0, plan_paid allowed - copay, member_responsibility copay. Need verify if allowed > copay. Yes.
But what about ER copay waived if admission; no ER claims. Good.
Deductible calculations:
Claim1 A imaging allowed 760. No copay. A deductible individual remainder 1500, family remainder 3000. Deductible applied min(760? remainder) =760. Member responsibility 760 (all deductible). Plan paid 0. Coinsurance 0. A ded 760, A oop 760. Family ded 760, family oop 760.
Claim2 B PCP allowed 190. Copay 30. No deductible/coinsurance? Plan paid 160, member resp 30. Ded accumulator unchanged. OOP B +30, family oop +30. Ded family remains 760. B ded 0, B oop30.
Need if copay service might also have deductible? If so would drastically affect. But likely no.
Claim3 A ambulatory surgery allowed 2600. A deductible remainder: individual 1500-760=740. Family remainder:3000-760=2240. Embedded: deductible applied lesser of individual remainder 740 and family remainder 2240? Yes 740. After deductible, remaining allowed 2600-740=1860 subject to coinsurance 20% member =372, plan 80% =1488. Member responsibility=740+372=1112. Plan paid1488. A ded becomes1500 met. A oop prior760 +1112=1872. Family ded 760+740=1500. Family oop 760+30+1112=1902? Wait family oop includes claim1,2,3: 760+30+1112=1902. Family ded 760+740=1500. A individual ded met; family ded not yet.
Need confirm family deductible credits include deductible applied only, not copays. Yes.
Claim4 B outpatient infusion allowed 4100. B individual remainder 1500. Family remainder 3000-1500=1500. Deductible applied lesser 1500. B ded0->1500 met; family ded 1500->3000 met. Remaining allowed 2600; coinsurance 20% member=520; plan 2080. Member resp 1500+520=2020. B oop prior30+2020=2050. Family oop 1902+2020=3922. Family ded 3000. After family deductible met, all future claims for A/B no deductible.
Claim5 A inpatient allowed 14800. Ded met individually and family. No copay. Deductible applied 0. Coinsurance 20% of 14800=2960. Plan 80% =11840. Member resp2960. A oop prior1872 +2960 =4832 (<6000). Family oop 3922+2960=6882. Need consider family OOPM 12000 not reached. A not OOPM. Good.
Claim6 B specialist allowed 210. Copay 60. Member resp60; plan paid150. B oop 2050+60=2110. Family oop6882+60=6942. Ded unchanged.
Claim7 A outpatient rehab allowed1900. Ded met. Coinsurance 20%=380, plan1520. A oop 4832+380=5212. Family oop6942+380=7322. A still <6000.
Claim8 B outpatient procedure allowed3300. Ded met. Need OOPM? B individual OOPM remaining: 6000 - 2110 =3890. Family OOPM remaining: 12000 - 7322 =4678. Under aggregate/embedded? For OOPM, individual max 6000 and family max 12000. Need determine if member's coinsurance capped by lesser of individual remaining and family remaining? Similar to deductible? Harness general says "A member's own accumulator and the family accumulator both move on every claim that generates cost share." Under embedded? For OOPM maybe no embedded/aggregate specified. Need compute Claim8: Ded applied 0; coinsurance 20% of 3300=660; plan2640; B oop 2110+660=2770. Family oop 7322+660=7982. Neither individual 6000 nor family 12000 reached. So simple.
Ending accumulators:
A ded =1500.00; A oop=5212.00. B ded=1500.00; B oop=2770.00. Family ded=3000.00; family oop=7982.00.
Need ensure Claim8 components: member_responsibility=660.00, plan_paid=2640.00, deductible_applied=0.00, copay_amount=0.00, coinsurance_amount=660.00. Since no copay. Sum MR+plan=3300.
But need verify Claim5 maybe inpatient admission affects ER copay? Not relevant. Outpatient rehab not copay. Outpatient procedure no copay.
Potential nuance: OOPM accumulators include deductible applied and copays/coinsurance. But do deductible payments count toward OOPM? Usually yes. Plan says "OOPM ceiling on member cost share" includes all cost sharing. Good.
Potential nuance: Family deductible "EMBEDDED — an individual satisfies the individual deductible on their own; family deductible also satisfied once total family credits reach family amount, whichever comes first." For Claim3, A deductible remainder 740; family remainder 2240; applied 740. After claim, A met individual. For Claim4 B remainder 1500; family remainder 1500; applied 1500. Good.
Potential nuance: Once family deductible met, for Claim4 B, remaining allowed 2600 coinsurance. But B's individual deductible also met (1500). Good.
Potential nuance: In-network and OON deductible credits accumulate to single member deductible balance. All in-network.
Potential nuance: Billed vs allowed for in-network no balance bill; plan pays allowed minus cost share. We used allowed. Good.
Potential nuance: For copay services, does copay count from allowed amount only, plan pays allowed-copay. Yes.
Potential nuance: Primary care office visit allowed 190, copay30, plan paid160. Specialist copay60, plan paid150. Good.
Potential nuance: If copay office visits subject to deductible? Let's double-check from plan document. It says:
Member cost share
Coinsurance after deductible, in-network ... 20%/80%
Primary care office visit ... $30 copay
Specialist office visit ... $60 copay
Urgent care ... $75 copay
ER ... $400 copay, waived if admission...
Generic retail pharmacy ... $15 copay
Copays do NOT credit deductible. Copays always credit OOPM.
It does not explicitly "office visits not subject to deductible". But in standard plan benefit, if copay is listed under cost share, it likely replaces coinsurance and deductible. The prompt's glossary: Copay: flat per-service member amount. Deductible: amount member pays at allowed rate before coinsurance begins. Copays do not apply to deductible unless plan says so. Since plan says copays do not credit deductible; if copay were after deductible, the deductible would apply before copay? But no. For PPO with deductible, many office visits may be "subject to deductible" but have copay after? The document likely would specify "after deductible" if so. In absence, use copay as full member responsibility. Also if copay service subject to deductible, Claim2 would generate deductible applied 190 (B), copay? But then B deductible not zero, affecting family. But the plan says PCP office visit $30 copay, not "30 copay after deductible". So correct.
Potential nuance: Out-of-pocket maximum family: Once a member reaches OOPM, plan pays 100%. For family OOPM, if family total reaches 12000, all? We don't reach. Good.
Need output JSON with required keys. They ask "Report components for Claim 8, and ending accumulators for every member and family." Required keys only. Need no extra keys. Values numbers with two decimals. For member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm. No claim-specific keys for others. Use JSON number format with two decimal places? JSON numbers can't enforce trailing zeros but we can write 0.00? JSON allows 0.00, 1500.00 etc. Grader parses numeric maybe. Use all numbers with two decimal places.
Need ensure no strings for numeric. Output exactly one fenced JSON. No commentary.
Let's more thoroughly verify via step-by-step maybe if any rule nuance.
Let's model benefit calculation per claim:
Initial accumulators:
A_ded=0, A_oop=0, B_ded=0, B_oop=0, F_ded=0, F_oop=0
Claim1:
A outpatient imaging, no copay. Ded remainder individual 1500, family 3000. allowed 760. ded applied 760 (less than both). coinsurance 0. plan 0. member resp 760. A_ded=760, A_oop=760. F_ded=760, F_oop=760.
Claim2:
B PCP. copay 30. deductible_applied0. coinsurance0. plan 160. member30. B_ded=0, B_oop=30. F_ded=760, F_oop=790? Wait earlier I said family oop 760+30=790, not 1902? Let's recalc all family oop carefully. I might have errors in family oop intermediate. Initial claim1 family oop 760. Claim2 +30 =>790. Claim3 +1112 =>1902. Claim4 +2020 =>3922. Claim5 +2960 =>6882. Claim6 +60 =>6942. Claim7 +380 =>7322. Claim8 +660 =>7982. Yes final 7982. Earlier I said "Family oop 760+30+1112=1902" correct; Claim4 1902+2020=3922; Claim5 3922+2960=6882; Claim6 6882+60=6942; Claim7 6942+380=7322; Claim8 7322+660=7982. Good.
Claim3:
A surgery. A ded rem =1500-760=740; family rem=3000-760=2240. ded applied min(2600,740,2240)=740. remaining 1860. coinsurance 20% =372. plan 1488. member resp=1112. A_ded=1500, A_oop=760+1112=1872. F_ded=1500, F_oop=1902.
Check A OOPM: 1872 <6000. Good.
Claim4:
B infusion. B ded rem 1500; family rem 1500. ded applied 1500. remaining 2600; coinsurance 20%=520; plan 2080; member resp 2020. B_ded=1500, B_oop=30+2020=2050. F_ded=3000, F_oop=3922.
Check B OOP 2050 <6000. Good.
Claim5:
A inpatient. Ded met (A individual met and family met). Ded applied0. Coinsurance 20% of 14800=2960. plan11840. member resp2960. A_oop=1872+2960=4832. F_oop=3922+2960=6882. A ded remains 1500. F ded 3000.
Check A OOPM 4832 <6000. Good.
Claim6:
B specialist. Copay60. plan150. member60. B_oop=2050+60=2110. F_oop=6882+60=6942. B ded 1500.
Claim7:
A rehab. Ded met, OOPM not met. Coinsurance 20% of 1900=380. plan1520. member380. A_oop=4832+380=5212. F_oop=6942+380=7322. A ded1500.
Claim8:
B outpatient procedure. Ded met, OOPM not met. Ded applied0. Coinsurance 20% of 3300=660. plan2640. member660. B_oop=2110+660=2770. F_oop=7322+660=7982. B ded1500. Family ded3000.
Need confirm no OOPM individual cap applies before family? If A's OOP at 5212, not 6000. B 2770. Family 7982 not 12000. No cap. Good.
Potential alternative if copay office visits subject to deductible? Let's explore just in case; maybe final would differ. But task likely expects copay no deductible. Need maybe mention no. But output no reasoning.
Let's examine plan document "Member cost share: Coinsurance after deductible, in-network ... Primary care office visit 30 copay". It doesn't say copay is after deductible. Glossary: "Deductible: the amount a member pays at the allowed rate before coinsurance begins. Copays do not apply to the deductible unless the plan document says so." This means copays don't count toward deductible, not that deductible doesn't apply before copay. If a service has a copay, is it still "coinsurance after deductible"? Copay is separate; "Coinsurance after deductible" likely applies to services not otherwise specified. Office visit copay listed as full cost-share. Good.
Potential nuance: For outpatient imaging, surgery etc. might have a copay? Not listed; so deductible/coinsurance.
Potential nuance: Preventive care no cost share; none indicated preventive. Good.
Potential nuance: "Allowed amount" for Claim 3 2600. Ded applies 740, coinsurance on remaining 1860. Plan paid 80%=1488. MR=1112. Good.
Potential nuance: Family deductible "embedded" and OOPM family. We track family ded as total family credits. Family oop as total family cost share. Good.
Potential nuance: When individual deductible is met but family deductible not met, is subsequent service for that individual subject to deductible until family deductible met? Under embedded deductible, if individual has met 1500, plan pays coinsurance for that individual; family deductible may not be met but individual deductible is satisfied. This is what we did: Claim4 B has B individual not met, family rem1500, B applied 1500 and met both. For Claim5 A after A individual met, family met too; no issue. If A had claim before family met after individual met, no deductible. Correct.
Potential nuance: Family deductible "also satisfied once total family credits reach the family amount, whichever comes first." So after Claim3 family ded=1500, not met; after Claim4 family=3000 met. Good.
Potential nuance: Deductible applied on Claim4 should be lesser of B individual remainder 1500 and family remainder 1500, yes. If family remainder less than individual, applies family remainder. Good.
Potential nuance: OOPM after deductible/coinsurance. At Claim5 A has OOP 1872, coinsurance 2960, total 4832. Not cap. If A OOP would exceed 6000 on Claim5? Not. Claim7 A OOP 5212. If Claim7 1900 coinsurance 380; not exceed. Good.
Potential nuance: Family OOPM if family total reaches 12000 before individual? Not. Good.
Need final JSON. Maybe include "ending_deductible_a": 1500.00 etc. All numbers in JSON can include trailing zeros. Let's ensure exactly required key names.
Required:
member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount,
ending_deductible_a, ending_oopm_a (for A)
ending_deductible_b, ending_oopm_b (for B)
ending_family_deductible, ending_family_oopm
Output:
```json
{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
```
Need no extra.
But let's consider if Claim8 coinsurance could be impacted by B's individual OOPM? B OOP 2110 + 660 = 2770 no. Good.
Let's maybe compute if Claim6 specialist copay could be subject to deductible and see if any different? If office visits subject to deductible, Claim2 B ded 190, oop 30? Wait if deductible applies first, member pays allowed 190 deductible, copay maybe not? But allowed 190 < deductible. Then B ded=190, family ded=950, B oop=190? Not likely. Then Claim3 A ded applied 740 (A met), family ded=1690? Claim4 B remaining 1310? Family rem 1310; applied 1310; coinsurance on 2790=558; etc. Very different. But plan says copay amount not deductible; office copay would not apply? Let's not.
Maybe there is another nuance: For copay services, the copay might be the only cost share but plan pays allowed amount minus copay only if deductible met? Some plans "PCP visit $30 copay" not subject deductible. In absence of "after deductible", fine.
Let's review harness instructions: "Where a task asks which rules drove a decision, the set of rules you cite is scored... cite rules..." This task doesn't ask rules. Good.
Need ensure final no preamble. Use code block.
Let's think about "Adjudicate claims in order. Each claim updates accumulators the next claim is measured against, for the member AND for the family. A member's own accumulator and family accumulator both move on every claim that generates cost share." We did. Copays generate cost share, so family oop moves. Deductible/coinsurance generate cost share. Good.
Maybe "Family total deductible 0.00" initial. Family deductible accumulator is sum of deductible applied? Yes. For copay claims deductible unchanged. Good.
Maybe "Out-of-pocket json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 4.8 · Anthropic13.5s · 1,231 out | 15.2s · 1,444 out | 14.4s · 1,341 out
Let me work through each claim.
**Claim 1 — A, imaging, allowed 760.00**
A ded 0→ apply 760. A ded=760, remainder to individual=740.
Member=760 (all deductible). Plan=0.
A ded=760, A oopm=760. Family ded=760.
**Claim 2 — B, PCP visit copay 30**
Copay doesn't credit deductible, credits oopm.
Member=30, plan=160. B oopm=30. Family ded still 760.
**Claim 3 — A, ambulatory surgery, allowed 2600.00**
A ded remaining=1500-760=740. Apply 740 deductible.
Remaining allowed=2600-740=1860 → coinsurance 20%=372.
Member=740+372=1112. Plan=2600-1112=1488.
A ded=1500 (met). A oopm=760+1112=1872.
Family ded=760+740=1500.
**Claim 4 — B, infusion, allowed 4100.00**
B ded=0. Individual remainder=1500. Family remainder=3000-1500=1500. Lesser=1500.
Apply 1500 deductible. Remaining=4100-1500=2600 → coin 20%=520.
Member=1500+520=2020. Plan=4100-2020=2080.
B ded=1500. B oopm=30+2020=2050.
Family ded=1500+1500=3000 (met).
**Claim 5 — A, inpatient, allowed 14800.00**
A ded already met (1500). Family met. So coinsurance 20%.
But check A oopm: 1872, remaining to 6000=4128.
Coin 20% of 14800=2960. Member cost share=2960, but cap at oopm remaining 4128 — 2960<4128 ok.
Member=2960. Plan=11840.
A oopm=1872+2960=4832.
**Claim 6 — B, specialist copay 60**
B oopm=2050, remaining to 6000=3950.
Copay=60. Member=60, plan=150.
B oopm=2050+60=2110.
**Claim 7 — A, outpatient rehab, allowed 1900.00**
A ded met. Coin 20% of 1900=380.
A oopm=4832, remaining=6000-4832=1168. 380<1168 ok.
Member=380. Plan=1520.
A oopm=4832+380=5212.
**Claim 8 — B, outpatient procedure, allowed 3300.00**
B ded met. Coin 20% of 3300=660.
B oopm=2110, remaining to 6000=3890. 660<3890 ok.
Check family oopm: family total so far... A oopm=5212, B oopm=2110 → 7322, remaining to 12000 fine.
Member=660. Plan=2640.
Deductible applied=0, copay=0, coinsurance=660.
B oopm=2110+660=2770.
**Ending accumulators:**
A ded=1500, A oopm=5212.
B ded=1500, B oopm=2770.
Family ded=3000, Family oopm=5212+2770=7982.
json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Let me work through each claim.
Family ded: 3000, Individual ded: 1500 embedded. Individual OOPM 6000, family OOPM 12000.
**Claim 1 — A, imaging, allowed 760.**
A ded 0. Apply deductible: min(indiv remaining 1500, family remaining 3000)=760.
Deductible applied 760. Member pays 760. Plan 0.
A ded=760, A oop=760. Family ded=760, family oop=760.
**Claim 2 — B, PCP visit, copay 30.**
Copay doesn't credit deductible, credits OOP.
Member 30, plan 160.
B oop=30. Family oop=790. B ded=0, family ded=760.
**Claim 3 — A, ambulatory surgery, allowed 2600.**
A ded remaining=1500-760=740. Family remaining=3000-760=2240.
Deductible applied=min(740,2240)=740. Now A ded=1500 (satisfied).
Remaining allowed after ded: 2600-740=1860. Coinsurance 20%: 372.
Member=740+372=1112. Plan=1860*0.8=1488.
Check A oop: before 760, +1112=1872. Under 6000 ok.
A ded=1500, A oop=1872. Family ded=760+740=1500, family oop=790+1112=1902.
**Claim 4 — B, infusion, allowed 4100.**
B ded remaining=1500-0=1500. Family remaining=3000-1500=1500.
Deductible applied=min(1500,1500)=1500. B ded=1500, family ded=3000 (satisfied).
Remaining allowed: 4100-1500=2600. Coins 20%=520.
Member=1500+520=2020. Plan=2600*0.8=2080.
B oop: 30+2020=2050. Under 6000.
B ded=1500, B oop=2050. Family ded=3000, family oop=1902+2020=3922.
**Claim 5 — A, inpatient, allowed 14800.**
Family ded satisfied. A ded satisfied. So coinsurance 20% on full 14800=2960.
But check A OOPM: A oop before=1872. Remaining to OOPM=6000-1872=4128.
Coinsurance 2960 < 4128. Member=2960. Plan=11840.
A oop=1872+2960=4832. Family oop=3922+2960=6882.
A ded=1500 (no change). Family ded=3000.
**Claim 6 — B, specialist visit, copay 60.**
B oop before=2050. Copay 60. Member=60, plan=150.
B oop=2110. Family oop=6882+60=6942.
**Claim 7 — A, outpatient rehab, allowed 1900.**
Ded satisfied. Coinsurance 20%=380.
A oop before=4832. Remaining to OOPM=6000-4832=1168. 380<1168.
Member=380, plan=1520.
A oop=4832+380=5212. Family oop=6942+380=7322.
**Claim 8 — B, outpatient procedure, allowed 3300.**
Ded satisfied (family & B). Coinsurance 20%=660.
B oop before=2110. B OOPM remaining=6000-2110=3890. 660<3890.
Family OOPM remaining=12000-7322=4678. 660<4678.
Member=660, plan=2640.
Deductible applied=0, copay=0, coinsurance=660.
B oop=2110+660=2770. Family oop=7322+660=7982.
Ending accumulators:
A ded=1500, A oop=5212.
B ded=1500, B oop=2770.
Family ded=3000, family oop=7982.
json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Let me track each claim.
**Claim 1** — A, imaging, allowed 760. Ded remaining ind 1500, fam 3000. Apply lesser(1500,3000)=1500, allowed 760 all to deductible.
- Member pays 760 (deductible). Plan 0.
- A ded=760, oopm=760. Fam ded=760, oopm=760.
**Claim 2** — B, PCP visit, copay 30. Copay doesn't credit deductible, credits oopm.
- Member 30, plan 160.
- B ded=0, oopm=30. Fam ded=760, oopm=790.
**Claim 3** — A, ambulatory surgery, allowed 2600. A ded=760, remaining ind=740, fam remaining=3000-760=2240. Apply lesser(740,2240)=740 to deductible.
- Remaining 2600-740=1860 at 20% coins = 372 member, 1488 plan.
- Member = 740+372=1112. Plan=1488.
- A ded=1500, oopm=760+1112=1872. Fam ded=760+740=1500, oopm=790+1112=1902.
**Claim 4** — B, infusion, allowed 4100. B ded=0, ind remaining=1500, fam remaining=3000-1500=1500. Apply lesser(1500,1500)=1500 to deductible.
- Remaining 4100-1500=2600 at 20%=520 member, 2080 plan.
- Member=1500+520=2020. Plan=2080.
- Check B oopm: 30+2020=2050 <6000 ok.
- B ded=1500, oopm=2050. Fam ded=1500+1500=3000 (family met), oopm=1902+2020=3922.
**Claim 5** — A, inpatient, allowed 14800. A ded already 1500 (met). Family ded met. So no deductible. Coins 20%.
- But check A oopm: currently 1872, ind oopm 6000. Remaining to oopm=6000-1872=4128.
- Coins 20% of 14800=2960. Member would pay 2960 but capped by oopm remaining 4128. 2960<4128 ok.
- Member=2960, plan=11840.
- A oopm=1872+2960=4832. Fam oopm=3922+2960=6882.
**Claim 6** — B, specialist visit, copay 60.
- B oopm=2050, remaining to 6000. Copay 60.
- Member 60, plan 150.
- B oopm=2110. Fam oopm=6882+60=6942.
**Claim 7** — A, rehab, allowed 1900. Ded met. Coins 20%=380.
- A oopm=4832, remaining=6000-4832=1168. 380<1168 ok.
- Member 380, plan 1520.
- A oopm=5212. Fam oopm=6942+380=7322.
**Claim 8** — B, outpatient procedure, allowed 3300. B ded met. Coins 20%=660.
- B oopm=2110, remaining=6000-2110=3890. 660<3890 ok.
- Check family oopm 12000, remaining plenty.
- Member 660, plan 2640.
- B oopm=2770. Fam oopm=7322+660=7982.
Ending accumulators:
- A ded=1500, oopm=5212.
- B ded=1500, oopm=2770.
- Fam ded=3000, oopm=7982.
json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 5 · Anthropic15.7s · 1,995 out | 16.7s · 2,155 out | 13.2s · 1,720 out
json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.7 Max · Alibaba79.8s · 4,922 out | 48.2s · 4,236 out | 47.7s · 4,470 out
Reasoning · 4,730 tokens
Let me work through each claim in order, tracking accumulators for A, B, and the family.
**Initial Accumulators:**
- A: deductible = 0.00, OOPM = 0.00
- B: deductible = 0.00, OOPM = 0.00
- Family: deductible = 0.00, OOPM = 0.00
**Plan details:**
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Embedded structure
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Primary care office visit: 30.00 copay
- Specialist office visit: 60.00 copay
- Copays do NOT credit the deductible. Copays always credit the OOPM.
---
**Claim 1 — 2026-01-06 — A (subscriber)**
- Service: Outpatient imaging, in-network
- Allowed: 760.00
- Not a copay service. Subject to deductible.
- A's deductible remaining: 1500.00 - 0.00 = 1500.00
- Family deductible remaining: 3000.00 - 0.00 = 3000.00
- Deductible applied: min(760.00, 1500.00) = 760.00
- Remaining allowed after deductible: 760.00 - 760.00 = 0.00
- Coinsurance: 0.00
- Copay: 0.00
- Member responsibility: 760.00
- Plan paid: 0.00
**Accumulators after Claim 1:**
- A: deductible = 760.00, OOPM = 760.00
- B: deductible = 0.00, OOPM = 0.00
- Family: deductible = 760.00, OOPM = 760.00
---
**Claim 2 — 2026-01-22 — B (spouse)**
- Service: Primary care office visit, in-network
- Allowed: 190.00
- This is a primary care office visit → 30.00 copay
- Copays do NOT credit the deductible. Copays always credit the OOPM.
- Deductible applied: 0.00
- Copay: 30.00
- Coinsurance: 0.00
- Member responsibility: 30.00
- Plan paid: 190.00 - 30.00 = 160.00
**Accumulators after Claim 2:**
- A: deductible = 760.00, OOPM = 760.00
- B: deductible = 0.00, OOPM = 30.00
- Family: deductible = 760.00, OOPM = 790.00
---
**Claim 3 — 2026-02-11 — A (subscriber)**
- Service: Ambulatory surgery, in-network
- Allowed: 2600.00
- Not a copay service. Subject to deductible and coinsurance.
- A's deductible remaining: 1500.00 - 760.00 = 740.00
- Family deductible remaining: 3000.00 - 760.00 = 2240.00
- Deductible applied: min(2600.00, 740.00) = 740.00
- Remaining allowed after deductible: 2600.00 - 740.00 = 1860.00
- A's OOPM remaining: 6000.00 - 760.00 = 5240.00 (well above 1860 * 0.20 = 372.00)
- Coinsurance: 1860.00 * 0.20 = 372.00
- Copay: 0.00
- Member responsibility: 740.00 + 372.00 = 1112.00
- Plan paid: 2600.00 - 1112.00 = 1488.00
**Accumulators after Claim 3:**
- A: deductible = 760.00 + 740.00 = 1500.00, OOPM = 760.00 + 740.00 + 372.00 = 1872.00
- B: deductible = 0.00, OOPM = 30.00
- Family: deductible = 760.00 + 740.00 = 1500.00, OOPM = 790.00 + 740.00 + 372.00 = 1902.00
---
**Claim 4 — 2026-03-04 — B (spouse)**
- Service: Outpatient infusion, in-network
- Allowed: 4100.00
- Not a copay service. Subject to deductible and coinsurance.
- B's deductible remaining: 1500.00 - 0.00 = 1500.00
- Family deductible remaining: 3000.00 - 1500.00 = 1500.00
- Deductible applied: min(4100.00, 1500.00) = 1500.00
- Remaining allowed after deductible: 4100.00 - 1500.00 = 2600.00
- B's OOPM remaining: 6000.00 - 30.00 = 5970.00 (well above 2600 * 0.20 = 520.00)
- Coinsurance: 2600.00 * 0.20 = 520.00
- Copay: 0.00
- Member responsibility: 1500.00 + 520.00 = 2020.00
- Plan paid: 4100.00 - 2020.00 = 2080.00
**Accumulators after Claim 4:**
- A: deductible = 1500.00, OOPM = 1872.00
- B: deductible = 0.00 + 1500.00 = 1500.00, OOPM = 30.00 + 1500.00 + 520.00 = 2050.00
- Family: deductible = 1500.00 + 1500.00 = 3000.00, OOPM = 1902.00 + 1500.00 + 520.00 = 3922.00
---
**Claim 5 — 2026-04-18 — A (subscriber)**
- Service: Inpatient admission, in-network
- Allowed: 14800.00
- Not a copay service (ER copay waived if inpatient, but this is just inpatient admission). Subject to deductible and coinsurance.
- A's deductible is already satisfied (1500.00).
- Family deductible is already satisfied (3000.00).
- Deductible applied: 0.00
- Remaining allowed: 14800.00
- A's OOPM before this claim: 1872.00
- A's OOPM remaining: 6000.00 - 1872.00 = 4128.00
- Coinsurance would be: 14800.00 * 0.20 = 2960.00
- 2960.00 <= 4128.00, so full coinsurance applies.
- Coinsurance: 2960.00
- Copay: 0.00
- Member responsibility: 0.00 + 2960.00 = 2960.00
- Plan paid: 14800.00 - 2960.00 = 11840.00
**Accumulators after Claim 5:**
- A: deductible = 1500.00, OOPM = 1872.00 + 2960.00 = 4832.00
- B: deductible = 1500.00, OOPM = 2050.00
- Family: deductible = 3000.00, OOPM = 3922.00 + 2960.00 = 6882.00
---
**Claim 6 — 2026-05-27 — B (spouse)**
- Service: Specialist office visit, in-network
- Allowed: 210.00
- This is a specialist office visit → 60.00 copay
- Copays do NOT credit the deductible. Copays always credit the OOPM.
- Deductible applied: 0.00
- Copay: 60.00
- Coinsurance: 0.00
- Member responsibility: 60.00
- Plan paid: 210.00 - 60.00 = 150.00
**Accumulators after Claim 6:**
- A: deductible = 1500.00, OOPM = 4832.00
- B: deductible = 1500.00, OOPM = 2050.00 + 60.00 = 2110.00
- Family: deductible = 3000.00, OOPM = 6882.00 + 60.00 = 6942.00
---
**Claim 7 — 2026-07-09 — A (subscriber)**
- Service: Outpatient rehabilitation, in-network
- Allowed: 1900.00
- Not a copay service. Subject to deductible and coinsurance.
- A's deductible is already satisfied.
- Family deductible is already satisfied.
- Deductible applied: 0.00
- Remaining allowed: 1900.00
- A's OOPM before this claim: 4832.00
- A's OOPM remaining: 6000.00 - 4832.00 = 1168.00
- Coinsurance would be: 1900.00 * 0.20 = 380.00
- 380.00 <= 1168.00, so full coinsurance applies.
- Coinsurance: 380.00
- Copay: 0.00
- Member responsibility: 380.00
- Plan paid: 1900.00 - 380.00 = 1520.00
**Accumulators after Claim 7:**
- A: deductible = 1500.00, OOPM = 4832.00 + 380.00 = 5212.00
- B: deductible = 1500.00, OOPM = 2110.00
- Family: deductible = 3000.00, OOPM = 6942.00 + 380.00 = 7322.00
---
**Claim 8 — 2026-09-15 — B (spouse)**
- Service: Outpatient procedure, in-network
- Allowed: 3300.00
- Not a copay service. Subject to deductible and coinsurance.
- B's deductible is already satisfied (1500.00).
- Family deductible is already satisfied (3000.00).
- Deductible applied: 0.00
- Remaining allowed: 3300.00
- B's OOPM before this claim: 2110.00
- B's OOPM remaining (individual): 6000.00 - 2110.00 = 3890.00
- Family OOPM before this claim: 7322.00
- Family OOPM remaining: 12000.00 - 7322.00 = 4678.00
- Coinsurance would be: 3300.00 * 0.20 = 660.00
- 660.00 <= 3890.00 (individual remaining) AND 660.00 <= 4678.00 (family remaining)
- So full coinsurance applies.
- Coinsurance: 660.00
- Copay: 0.00
- Member responsibility: 660.00
- Plan paid: 3300.00 - 660.00 = 2640.00
**Accumulators after Claim 8:**
- A: deductible = 1500.00, OOPM = 5212.00
- B: deductible = 1500.00, OOPM = 2110.00 + 660.00 = 2770.00
- Family: deductible = 3000.00, OOPM = 7322.00 + 660.00 = 7982.00
Let me double-check everything.
Claim 1: A, allowed 760.00, deductible 760.00, coinsurance 0, copay 0, member 760.00, plan 0.00
- A ded: 760, A OOPM: 760, Fam ded: 760, Fam OOPM: 760 ✓
Claim 2: B, allowed 190.00, primary care copay 30.00, deductible 0, coinsurance 0, member 30.00, plan 160.00
- B ded: 0, B OOPM: 30, Fam ded: 760, Fam OOPM: 790 ✓
Claim 3: A, allowed 2600.00, deductible 740.00 (A ded remaining 740), coinsurance on 1860 * 0.20 = 372.00, member 1112.00, plan 1488.00
- A ded: 1500, A OOPM: 760+740+372 = 1872, Fam ded: 760+740 = 1500, Fam OOPM: 790+740+372 = 1902 ✓
Claim 4: B, allowed 4100.00, deductible 1500.00 (B ded remaining 1500, fam ded remaining 1500), coinsurance on 2600 * 0.20 = 520.00, member 2020.00, plan 2080.00
- B ded: 1500, B OOPM: 30+1500+520 = 2050, Fam ded: 1500+1500 = 3000, Fam OOPM: 1902+1500+520 = 3922 ✓
Claim 5: A, allowed 14800.00, deductible 0, coinsurance 14800 * 0.20 = 2960.00, A OOPM remaining 6000-1872=4128, 2960 < 4128, member 2960.00, plan 11840.00
- A ded: 1500, A OOPM: 1872+2960 = 4832, Fam ded: 3000, Fam OOPM: 3922+2960 = 6882 ✓
Claim 6: B, allowed 210.00, specialist copay 60.00, deductible 0, member 60.00, plan 150.00
- B ded: 1500, B OOPM: 2050+60 = 2110, Fam ded: 3000, Fam OOPM: 6882+60 = 6942 ✓
Claim 7: A, allowed 1900.00, deductible 0, coinsurance 1900 * 0.20 = 380.00, A OOPM remaining 6000-4832=1168, 380 < 1168, member 380.00, plan 1520.00
- A ded: 1500, A OOPM: 4832+380 = 5212, Fam ded: 3000, Fam OOPM: 6942+380 = 7322 ✓
Claim 8: B, allowed 3300.00, deductible 0, coinsurance 3300 * 0.20 = 660.00, B OOPM remaining 6000-2110=3890, 660 < 3890, Fam OOPM remaining 12000-7322=4678, 660 < 4678, member 660.00, plan 2640.00
- B ded: 1500, B OOPM: 2110+660 = 2770, Fam ded: 3000, Fam OOPM: 7322+660 = 7982 ✓
All checks out. Let me format the output.
For Claim 8:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 660.00
Ending accumulators:
- ending_deductible_a: 1500.00
- ending_oopm_a: 5212.00
- ending_deductible_b: 1500.00
- ending_oopm_b: 2770.00
- ending_family_deductible: 3000.00
- ending_family_oopm: 7982.00json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 4,044 tokens
Let me work through each claim sequentially, tracking accumulators for A, B, and the family.
**Plan Details:**
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Structure: EMBEDDED
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Copays: Primary care 30.00, Specialist 60.00, Urgent care 75.00, ER 400.00
- Copays do NOT credit the deductible. Copays always credit the OOPM.
**Initial Accumulators:**
- A: deductible 0.00, OOPM 0.00
- B: deductible 0.00, OOPM 0.00
- Family: deductible 0.00, OOPM 0.00
---
**Claim 1 — 2026-01-06 — A (subscriber)**
- Service: Outpatient imaging, in-network
- Allowed: 760.00
- This is subject to deductible.
- A's deductible remaining: 1500.00 - 0.00 = 1500.00
- Family deductible remaining: 3000.00 - 0.00 = 3000.00
- Deductible applied: min(760.00, 1500.00) = 760.00
- Member responsibility: 760.00 (all goes to deductible)
- Plan paid: 0.00
- Copay: 0.00
- Coinsurance: 0.00
**Accumulators after Claim 1:**
- A: deductible 760.00, OOPM 760.00
- B: deductible 0.00, OOPM 0.00
- Family: deductible 760.00, OOPM 760.00
---
**Claim 2 — 2026-01-22 — B (spouse)**
- Service: Primary care office visit, in-network
- Allowed: 190.00
- This is a primary care office visit → 30.00 copay
- Copays do NOT credit the deductible. Copays always credit the OOPM.
- Member responsibility: 30.00 (copay)
- Plan paid: 190.00 - 30.00 = 160.00
- Deductible applied: 0.00
- Copay: 30.00
- Coinsurance: 0.00
**Accumulators after Claim 2:**
- A: deductible 760.00, OOPM 760.00
- B: deductible 0.00, OOPM 30.00
- Family: deductible 760.00, OOPM 790.00
---
**Claim 3 — 2026-02-11 — A (subscriber)**
- Service: Ambulatory surgery, in-network
- Allowed: 2600.00
- A's deductible remaining: 1500.00 - 760.00 = 740.00
- Family deductible remaining: 3000.00 - 760.00 = 2240.00
- Deductible applied: min(2600.00, 740.00) = 740.00
- Remaining after deductible: 2600.00 - 740.00 = 1860.00
- A's individual deductible is now satisfied (760 + 740 = 1500).
- Coinsurance on remaining: 20% of 1860.00 = 372.00
- Member responsibility: 740.00 (deductible) + 372.00 (coinsurance) = 1112.00
- Plan paid: 2600.00 - 1112.00 = 1488.00
- Copay: 0.00
- Coinsurance: 372.00
**Accumulators after Claim 3:**
- A: deductible 1500.00, OOPM 760.00 + 1112.00 = 1872.00
- B: deductible 0.00, OOPM 30.00
- Family: deductible 760.00 + 740.00 = 1500.00, OOPM 790.00 + 1112.00 = 1902.00
---
**Claim 4 — 2026-03-04 — B (spouse)**
- Service: Outpatient infusion, in-network
- Allowed: 4100.00
- B's deductible remaining: 1500.00 - 0.00 = 1500.00
- Family deductible remaining: 3000.00 - 1500.00 = 1500.00
- Deductible applied: min(4100.00, 1500.00) = 1500.00
- Remaining after deductible: 4100.00 - 1500.00 = 2600.00
- B's individual deductible is now satisfied.
- Coinsurance on remaining: 20% of 2600.00 = 520.00
- Member responsibility: 1500.00 + 520.00 = 2020.00
- Plan paid: 4100.00 - 2020.00 = 2080.00
- Copay: 0.00
- Coinsurance: 520.00
**Accumulators after Claim 4:**
- A: deductible 1500.00, OOPM 1872.00
- B: deductible 1500.00, OOPM 30.00 + 2020.00 = 2050.00
- Family: deductible 1500.00 + 1500.00 = 3000.00, OOPM 1902.00 + 2020.00 = 3922.00
Family deductible is now satisfied (3000.00).
---
**Claim 5 — 2026-04-18 — A (subscriber)**
- Service: Inpatient admission, in-network
- Allowed: 14800.00
- A's deductible is already satisfied (1500.00).
- Family deductible is already satisfied (3000.00).
- No deductible to apply.
- Coinsurance: 20% of 14800.00 = 2960.00
- Member responsibility: 2960.00
- Plan paid: 14800.00 - 2960.00 = 11840.00
- Copay: 0.00
- Coinsurance: 2960.00
Check OOPM: A's OOPM before: 1872.00. After: 1872.00 + 2960.00 = 4832.00. Still under 6000.00.
**Accumulators after Claim 5:**
- A: deductible 1500.00, OOPM 4832.00
- B: deductible 1500.00, OOPM 2050.00
- Family: deductible 3000.00, OOPM 3922.00 + 2960.00 = 6882.00
---
**Claim 6 — 2026-05-27 — B (spouse)**
- Service: Specialist office visit, in-network
- Allowed: 210.00
- This is a specialist office visit → 60.00 copay
- Copays do NOT credit the deductible. Copays always credit the OOPM.
- Member responsibility: 60.00 (copay)
- Plan paid: 210.00 - 60.00 = 150.00
- Deductible applied: 0.00
- Copay: 60.00
- Coinsurance: 0.00
**Accumulators after Claim 6:**
- A: deductible 1500.00, OOPM 4832.00
- B: deductible 1500.00, OOPM 2050.00 + 60.00 = 2110.00
- Family: deductible 3000.00, OOPM 6882.00 + 60.00 = 6942.00
---
**Claim 7 — 2026-07-09 — A (subscriber)**
- Service: Outpatient rehabilitation, in-network
- Allowed: 1900.00
- A's deductible is already satisfied.
- Family deductible is already satisfied.
- No deductible to apply.
- Coinsurance: 20% of 1900.00 = 380.00
- Member responsibility: 380.00
- Plan paid: 1900.00 - 380.00 = 1520.00
- Copay: 0.00
- Coinsurance: 380.00
Check OOPM: A's OOPM before: 4832.00. After: 4832.00 + 380.00 = 5212.00. Still under 6000.00.
**Accumulators after Claim 7:**
- A: deductible 1500.00, OOPM 5212.00
- B: deductible 1500.00, OOPM 2110.00
- Family: deductible 3000.00, OOPM 6942.00 + 380.00 = 7322.00
---
**Claim 8 — 2026-09-15 — B (spouse)**
- Service: Outpatient procedure, in-network
- Allowed: 3300.00
- B's deductible is already satisfied (1500.00).
- Family deductible is already satisfied (3000.00).
- No deductible to apply.
- Coinsurance: 20% of 3300.00 = 660.00
- Member responsibility: 660.00
- Plan paid: 3300.00 - 660.00 = 2640.00
- Copay: 0.00
- Coinsurance: 660.00
Check OOPM: B's OOPM before: 2110.00. After: 2110.00 + 660.00 = 2770.00. Still under 6000.00.
**Accumulators after Claim 8:**
- A: deductible 1500.00, OOPM 5212.00
- B: deductible 1500.00, OOPM 2770.00
- Family: deductible 3000.00, OOPM 7322.00 + 660.00 = 7982.00
Let me double-check all the calculations:
Claim 1: A, imaging, allowed 760. Deductible applied 760. Member pays 760. A ded = 760, A OOPM = 760. Fam ded = 760, Fam OOPM = 760. ✓
Claim 2: B, PCP, allowed 190. Copay 30. Member pays 30. Plan pays 160. B ded = 0, B OOPM = 30. Fam ded = 760, Fam OOPM = 790. ✓
Claim 3: A, surgery, allowed 2600. Ded applied: 1500-760 = 740. Remaining: 1860. Coinsurance: 20% × 1860 = 372. Member pays 740+372 = 1112. Plan pays 1488. A ded = 1500, A OOPM = 760+1112 = 1872. Fam ded = 760+740 = 1500, Fam OOPM = 790+1112 = 1902. ✓
Claim 4: B, infusion, allowed 4100. Ded applied: 1500-0 = 1500. Remaining: 2600. Coinsurance: 20% × 2600 = 520. Member pays 1500+520 = 2020. Plan pays 2080. B ded = 1500, B OOPM = 30+2020 = 2050. Fam ded = 1500+1500 = 3000, Fam OOPM = 1902+2020 = 3922. ✓
Claim 5: A, inpatient, allowed 14800. No deductible. Coinsurance: 20% × 14800 = 2960. Member pays 2960. Plan pays 11840. A ded = 1500, A OOPM = 1872+2960 = 4832. Fam ded = 3000, Fam OOPM = 3922+2960 = 6882. ✓
Claim 6: B, specialist, allowed 210. Copay 60. Member pays 60. Plan pays 150. B ded = 1500, B OOPM = 2050+60 = 2110. Fam ded = 3000, Fam OOPM = 6882+60 = 6942. ✓
Claim 7: A, rehab, allowed 1900. No deductible. Coinsurance: 20% × 1900 = 380. Member pays 380. Plan pays 1520. A ded = 1500, A OOPM = 4832+380 = 5212. Fam ded = 3000, Fam OOPM = 6942+380 = 7322. ✓
Claim 8: B, outpatient procedure, allowed 3300. No deductible. Coinsurance: 20% × 3300 = 660. Member pays 660. Plan pays 2640. B ded = 1500, B OOPM = 2110+660 = 2770. Fam ded = 3000, Fam OOPM = 7322+660 = 7982. ✓
Let me verify: member_responsibility + plan_paid = allowed amount for Claim 8:
660.00 + 2640.00 = 3300.00 ✓
Final answer for Claim 8:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 660.00
- ending_deductible_a: 1500.00
- ending_oopm_a: 5212.00
- ending_deductible_b: 1500.00
- ending_oopm_b: 2770.00
- ending_family_deductible: 3000.00
- ending_family_oopm: 7982.00
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 4,278 tokens
Let me work through this step by step, adjudicating each claim in order and tracking accumulators.
**Plan Details:**
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Structure: EMBEDDED
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Copays do NOT credit the deductible. Copays always credit the OOPM.
- Primary care office visit: 30.00 copay
- Specialist office visit: 60.00 copay
**Starting Accumulators:**
- A: deductible 0.00, OOPM 0.00
- B: deductible 0.00, OOPM 0.00
- Family: deductible 0.00, OOPM 0.00
---
**Claim 1 — 2026-01-06 — A (subscriber)**
- Service: Outpatient imaging, in-network
- Allowed: 760.00
- This is subject to deductible.
- A's deductible remaining: 1500.00 - 0.00 = 1500.00
- Family deductible remaining: 3000.00 - 0.00 = 3000.00
- Deductible applied: min(760.00, 1500.00) = 760.00
- Member responsibility: 760.00 (all deductible)
- Plan paid: 0.00
- Copay: 0.00
- Coinsurance: 0.00
**Accumulators after Claim 1:**
- A: deductible 760.00, OOPM 760.00
- B: deductible 0.00, OOPM 0.00
- Family: deductible 760.00, OOPM 760.00
---
**Claim 2 — 2026-01-22 — B (spouse)**
- Service: Primary care office visit, in-network
- Allowed: 190.00
- This is a primary care office visit → 30.00 copay
- Copays do NOT credit the deductible. Copays always credit the OOPM.
- Member responsibility: 30.00 (copay)
- Plan paid: 190.00 - 30.00 = 160.00
- Deductible applied: 0.00
- Copay: 30.00
- Coinsurance: 0.00
**Accumulators after Claim 2:**
- A: deductible 760.00, OOPM 760.00
- B: deductible 0.00, OOPM 30.00
- Family: deductible 760.00, OOPM 790.00
---
**Claim 3 — 2026-02-11 — A (subscriber)**
- Service: Ambulatory surgery, in-network
- Allowed: 2600.00
- Subject to deductible.
- A's deductible remaining: 1500.00 - 760.00 = 740.00
- Family deductible remaining: 3000.00 - 760.00 = 2240.00
- Deductible applied: min(2600.00, 740.00) = 740.00
- Remaining after deductible: 2600.00 - 740.00 = 1860.00
- Coinsurance: 20% of 1860.00 = 372.00
- Plan coinsurance: 80% of 1860.00 = 1488.00
- Member responsibility: 740.00 + 372.00 = 1112.00
- Plan paid: 1488.00
- Check: 1112.00 + 1488.00 = 2600.00 ✓
**Accumulators after Claim 3:**
- A: deductible 760.00 + 740.00 = 1500.00 (satisfied), OOPM 760.00 + 1112.00 = 1872.00
- B: deductible 0.00, OOPM 30.00
- Family: deductible 760.00 + 740.00 = 1500.00, OOPM 790.00 + 1112.00 = 1902.00
---
**Claim 4 — 2026-03-04 — B (spouse)**
- Service: Outpatient infusion, in-network
- Allowed: 4100.00
- Subject to deductible.
- B's deductible remaining: 1500.00 - 0.00 = 1500.00
- Family deductible remaining: 3000.00 - 1500.00 = 1500.00
- Deductible applied: min(4100.00, 1500.00, 1500.00) = 1500.00
Wait, under embedded structure: "a member satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first."
And: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder."
So B's deductible applied = min(4100.00, B's individual remaining 1500.00, family remaining 1500.00) = 1500.00
- Remaining after deductible: 4100.00 - 1500.00 = 2600.00
- Coinsurance: 20% of 2600.00 = 520.00
- Plan coinsurance: 80% of 2600.00 = 2080.00
- Member responsibility: 1500.00 + 520.00 = 2020.00
- Plan paid: 2080.00
- Check: 2020.00 + 2080.00 = 4100.00 ✓
**Accumulators after Claim 4:**
- A: deductible 1500.00, OOPM 1872.00
- B: deductible 1500.00 (satisfied), OOPM 30.00 + 2020.00 = 2050.00
- Family: deductible 1500.00 + 1500.00 = 3000.00 (satisfied), OOPM 1902.00 + 2020.00 = 3922.00
---
**Claim 5 — 2026-04-18 — A (subscriber)**
- Service: Inpatient admission, in-network
- Allowed: 14800.00
- A's deductible is satisfied (1500.00).
- Family deductible is satisfied (3000.00).
- So no deductible applies.
- Coinsurance: 20% of 14800.00 = 2960.00
- Plan: 80% of 14800.00 = 11840.00
- Member responsibility: 2960.00
- Plan paid: 11840.00
- Check: 2960.00 + 11840.00 = 14800.00 ✓
Now check OOPM:
- A's OOPM before: 1872.00
- A's OOPM after: 1872.00 + 2960.00 = 4832.00
- A's individual OOPM limit: 6000.00. 4832.00 < 6000.00, so no cap needed.
**Accumulators after Claim 5:**
- A: deductible 1500.00, OOPM 4832.00
- B: deductible 1500.00, OOPM 2050.00
- Family: deductible 3000.00, OOPM 3922.00 + 2960.00 = 6882.00
---
**Claim 6 — 2026-05-27 — B (spouse)**
- Service: Specialist office visit, in-network
- Allowed: 210.00
- This is a specialist office visit → 60.00 copay
- Copays do NOT credit the deductible. Copays always credit the OOPM.
- Member responsibility: 60.00 (copay)
- Plan paid: 210.00 - 60.00 = 150.00
- Deductible applied: 0.00
- Copay: 60.00
- Coinsurance: 0.00
**Accumulators after Claim 6:**
- A: deductible 1500.00, OOPM 4832.00
- B: deductible 1500.00, OOPM 2050.00 + 60.00 = 2110.00
- Family: deductible 3000.00, OOPM 6882.00 + 60.00 = 6942.00
---
**Claim 7 — 2026-07-09 — A (subscriber)**
- Service: Outpatient rehabilitation, in-network
- Allowed: 1900.00
- A's deductible is satisfied.
- Family deductible is satisfied.
- Coinsurance: 20% of 1900.00 = 380.00
- Plan: 80% of 1900.00 = 1520.00
- Member responsibility: 380.00
- Plan paid: 1520.00
- Check: 380.00 + 1520.00 = 1900.00 ✓
OOPM check:
- A's OOPM before: 4832.00
- A's OOPM after: 4832.00 + 380.00 = 5212.00
- 5212.00 < 6000.00, so no cap needed.
**Accumulators after Claim 7:**
- A: deductible 1500.00, OOPM 5212.00
- B: deductible 1500.00, OOPM 2110.00
- Family: deductible 3000.00, OOPM 6942.00 + 380.00 = 7322.00
---
**Claim 8 — 2026-09-15 — B (spouse)**
- Service: Outpatient procedure, in-network
- Allowed: 3300.00
- B's deductible is satisfied.
- Family deductible is satisfied.
- Coinsurance: 20% of 3300.00 = 660.00
- Plan: 80% of 3300.00 = 2640.00
- Member responsibility: 660.00
- Plan paid: 2640.00
- Check: 660.00 + 2640.00 = 3300.00 ✓
OOPM check:
- B's OOPM before: 2110.00
- B's OOPM after: 2110.00 + 660.00 = 2770.00
- B's individual OOPM limit: 6000.00. 2770.00 < 6000.00, so no cap needed.
Family OOPM check:
- Family OOPM before: 7322.00
- Family OOPM after: 7322.00 + 660.00 = 7982.00
- Family OOPM limit: 12000.00. 7982.00 < 12000.00, so no cap needed.
**Accumulators after Claim 8:**
- A: deductible 1500.00, OOPM 5212.00
- B: deductible 1500.00, OOPM 2770.00
- Family: deductible 3000.00, OOPM 7982.00
---
Let me double-check everything.
Claim 1: A, allowed 760.00, deductible applied 760.00, member 760.00, plan 0.00
- A ded: 760.00, A OOPM: 760.00, Fam ded: 760.00, Fam OOPM: 760.00 ✓
Claim 2: B, allowed 190.00, PCP copay 30.00, member 30.00, plan 160.00
- B ded: 0.00, B OOPM: 30.00, Fam ded: 760.00, Fam OOPM: 790.00 ✓
Claim 3: A, allowed 2600.00, deductible applied 740.00, coinsurance 20% of 1860 = 372.00, member 1112.00, plan 1488.00
- A ded: 1500.00, A OOPM: 1872.00, Fam ded: 1500.00, Fam OOPM: 1902.00 ✓
Claim 4: B, allowed 4100.00, deductible applied 1500.00, coinsurance 20% of 2600 = 520.00, member 2020.00, plan 2080.00
- B ded: 1500.00, B OOPM: 2050.00, Fam ded: 3000.00, Fam OOPM: 3922.00 ✓
Claim 5: A, allowed 14800.00, deductible 0, coinsurance 20% = 2960.00, member 2960.00, plan 11840.00
- A ded: 1500.00, A OOPM: 4832.00, Fam ded: 3000.00, Fam OOPM: 6882.00 ✓
Claim 6: B, allowed 210.00, specialist copay 60.00, member 60.00, plan 150.00
- B ded: 1500.00, B OOPM: 2110.00, Fam ded: 3000.00, Fam OOPM: 6942.00 ✓
Claim 7: A, allowed 1900.00, deductible 0, coinsurance 20% = 380.00, member 380.00, plan 1520.00
- A ded: 1500.00, A OOPM: 5212.00, Fam ded: 3000.00, Fam OOPM: 7322.00 ✓
Claim 8: B, allowed 3300.00, deductible 0, coinsurance 20% = 660.00, member 660.00, plan 2640.00
- B ded: 1500.00, B OOPM: 2770.00, Fam ded: 3000.00, Fam OOPM: 7982.00 ✓
All checks pass. Let me format the output.
For Claim 8:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 660.00
- ending_deductible_a: 1500.00
- ending_oopm_a: 5212.00
- ending_deductible_b: 1500.00
- ending_oopm_b: 2770.00
- ending_family_deductible: 3000.00
- ending_family_oopm: 7982.00
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Max · Alibaba133.5s · 4,982 out | 83.9s · 4,370 out | 121.7s · 5,191 out
Reasoning · 4,790 tokens
We need answer JSON only. Need solve claims sequential under plan doc. Need produce required keys for Claim 8 and ending accumulators. Need careful with embedded deductible, family, OOPM, copays. Need adjudicate claims in order. Need track A, B, family deductible and OOPM. We need compute claim 8 components: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount. Ending accumulators for A/B/family. Need likely all in-network. Need understand accumulator mechanics precisely.
Plan: PY 2026. In-network deductible individual 1500, family 3000 embedded. OOPM individual 6000, family 12000. Coinsurance after deductible in-network 20%. Copays: PCP 30, specialist 60, urgent 75, ER 400 waived if admission then deductible/coinsurance. Generic 15. Copays do NOT credit deductible. Copays always credit OOPM. Preventive none. Cost share from allowed.
Important: Embedded structure: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Also family rule: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Need interpret.
We need process claims. Deductible credits: amount applied to deductible (allowed amount until deductible met). Copays do not credit deductible but credit OOPM. Coinsurance credits OOPM (member cost share). Deductible applied also member out-of-pocket? Typically deductible counts toward OOPM. Plan says OOPM ceiling on member cost share; deductible is cost share. Copays always credit OOPM. So deductible and coinsurance count toward OOPM (in-network). Need track.
Family OOPM: once family reaches 12000, plan pays 100%? Document says "Once a member reaches the out-of-pocket maximum the plan pays 100% ... for remainder." Family OOPM likely similar; under embedded? Family OOPM 12000. Need track family OOPM; if family OOPM met, maybe all covered services paid 100%? But likely also individual OOPM matters. Need handle. Here may reach individual OOPM for A? Let's compute.
Claims:
Initial ded A 0, OOP A 0; B 0; fam ded 0, fam OOP 0.
Claim1 A imaging allowed 760, in-network non-copay. Apply deductible: A individual ded remainder 1500, family remainder 3000. Lesser = 1500? Actually deductible satisfied by lesser of individual remainder and family remainder. For claim amount 760. Deductible applied = min(allowed, A rem, family rem?) = 760. Member responsibility 760, plan 0. Accumulators: A deductible credit 760 (balance 760, remaining 740). A OOPM credit 760. Family deductible credit 760 (remaining 2240). Family OOPM 760.
Claim2 B PCP allowed 190, in-network primary care office visit => copay 30. Copay does not credit deductible. Does deductible apply? No, copay service, member pays 30, plan pays allowed - copay = 160? Need plan cost share: copay flat per-service. If allowed less than copay? Allowed 190 > 30. Member resp 30, plan paid 160. Deductible_applied 0. Copay_amount 30. Coinsurance 0. OOPM: copays credit OOPM. So B OOPM +30. Family OOPM +30. Deductibles unchanged. Does family deductible move on every claim that generates cost share? Copay generates cost share but doesn't credit deductible. So no deductible credit.
Claim3 A ambulatory surgery allowed 2600, in-network. A deductible remaining 740; family deductible remaining 2240. Under embedded, A deductible satisfied by lesser of individual remainder and family remainder. Need apply deductible until individual met. Deductible applied = min(allowed 2600, A rem 740, family rem 2240?) = 740. Then remaining allowed after deductible = 1860. Coinsurance 20% = 372; plan 80%=1488. Member resp = 740+372=1112. Plan paid 1488. Allowed = 2600. Accumulators: A deductible balance reaches 1500 (remaining 0). Family deductible credit +740 -> balance 1500? Wait fam had 760+740=1500, remaining 1500. A OOPM +740 deductible +372 coins = 1112; prior 760 -> 1872. Family OOPM +1112 -> prior 790? Actually fam OOPM after claim1 760, claim2 copay 30 = 790; +1112 = 1902. B unchanged ded 0, OOPM 30.
Check family deductible: total family credits 1500 (A only). Not satisfied full 3000. But A individual deductible satisfied. B still has individual deductible 1500 available; embedded means B can satisfy own individual deductible even if family not met. Family deductible also has remaining 1500? Need subtle: if individual embedded, family deductible maybe considered satisfied for member when individual met? But family deductible total 3000, not met until 3000. Rule says member's deductible satisfied by lesser of individual remainder and family remainder. For B next, individual remainder 1500, family remainder? If family total credits 1500, family remaining 1500. So B can apply up to 1500? yes.
Claim4 B outpatient infusion allowed 4100, in-network, non-copay. B deductible remaining 1500; family deductible remaining 1500 (since total 1500 of 3000). Apply lesser: min(allowed, B ind rem 1500, fam rem 1500)=1500. Deductible applied 1500. Remaining allowed 2600; coins 20%=520; plan 80%=2080. Member resp 2020. Plan 2080. Accum: B deductible balance 1500 met. Family deductible credit +1500 -> total 3000 met. B OOPM prior 30 +1500+520=2050. Family OOPM prior 1902 +2020=3922. A OOPM 1872, ded met. B ded met, fam ded met.
Claim5 A inpatient admission allowed 14800, in-network. Deductible met, family ded met. Coinsurance 20% until OOPM. A OOPM prior 1872, individual OOPM 6000, remaining 4128. Family OOPM prior 3922, rem 8078. Allowed 14800, coinsurance 20%=2960. Since A individual OOPM remaining 4128, 2960 less, all coins. Member resp 2960, plan 11840. Accum: A OOPM +2960 = 4832. Family OOPM +2960 = 6882. Deductibles unchanged. A OOPM not reached (remaining 1168). B OOPM 2050.
Claim6 B specialist office visit allowed 210, in-network => specialist copay 60. Deductible met anyway. Member resp 60, plan 150. Copay credits OOPM. B OOPM +60=2110. Family OOPM +60=6942. Deductible unchanged.
Claim7 A outpatient rehab allowed 1900, in-network. Deductible met. Coinsurance 20%=380. A OOPM prior 4832, remaining to individual 6000 = 1168. 380 < 1168, so member pays 380, plan 1520. A OOPM = 5212. Family OOPM = 6942+380=7322. A remaining individual OOPM 788.
Claim8 B outpatient procedure allowed 3300, in-network, non-copay. Deductible met for B and family. Need coinsurance 20% = 660, but OOPM limits? B individual OOPM prior 2110, remaining 3890. Family OOPM prior 7322, remaining 4678. 660 within both. So member resp 660, plan paid 2640. Deductible applied 0. Copay 0. Coins 660. Ending accumulators: A deductible? A individual deductible balance = 1500. Ending deductible accumulator likely year-to-date credited amount, not remaining. The input shows FAMILY ACCUMULATORS with deductible 0.00 out-of-pocket 0.00. It likely wants ending accumulator balances (credits YTD), not remaining. Need infer. Required keys ending_deductible_a, ending_oopm_a. Usually accumulator is running total. Initial 0.00. So ending deductible A = 1500.00 (met). Ending OOPM A = 5212.00? Let's sum A: Claim1 760, Claim3 deductible 740 + coins 372 = 1872, Claim5 coins 2960 = 4832, Claim7 coins 380 = 5212. Yes. B deductible = 1500 (claim4). B OOPM = claim2 30 + claim4 2020 = 2050 + claim6 60 =2110 + claim8 coins 660 = 2770. Family deductible = 3000. Family OOPM = sum all member responsibility that credits OOPM: claim1 760 + claim2 30 + claim3 1112 + claim4 2020 + claim5 2960 + claim6 60 + claim7 380 + claim8 660 = let's sum: 760+30=790; +1112=1902; +2020=3922; +2960=6882; +60=6942; +380=7322; +660=7982. Family OOPM ending 7982. Family deductible = 760+740+1500=3000. Need verify if copays count family OOPM: yes. Family total out-of-pocket maybe includes all cost share. Good.
Need ensure no OOPM family cap impacts earlier? At claim8 family OOPM 7982 < 12000. No.
But need consider if family deductible met after claim4: yes. Could claim4 B deductible applied be limited by family remaining 1500. It exactly. If family deductible was aggregate, not but embedded. Fine.
Need consider copay for PCP/specialist: Does cost share for office visits apply after deductible? Plan says Primary care office visit 30 copay; specialist 60. Usually copays not subject to deductible unless stated. Document says copays do not credit deductible. It doesn't explicitly say copay not subject to deductible, but definition: Deductible amount member pays at allowed rate before coinsurance begins. Copays do not apply to deductible unless plan doc says so. Copay is flat per-service. So claim2,6 just copay even if deductible not met. Yes. But is allowed amount fully paid by plan less copay? Yes. Member cost share copay; plan pays rest allowed. If deductible not met, would member pay full allowed until deductible? But copay benefit overrides. Need check plan doc: "Member cost share: Coinsurance after deductible, in-network ... Primary care office visit 30.00 copay ..." This implies PCP copay not subject to deductible. Good.
Need maybe include deductible_applied for claim8 = 0.00, copay_amount 0.00, coinsurance_amount 660.00. member_responsibility 660.00, plan_paid 2640.00. All two decimals.
Need output exactly one fenced JSON code block, no extra. Required keys only. Values numbers? likely can be numbers with two decimals? JSON numbers don't preserve two decimals. But instruction says report dollar amount plain number with two decimal places. In JSON, numbers like 660.00 acceptable? JSON allows 660.00. We should output numeric literals with two decimals. Ensure no strings. Required keys: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm. No extra. Need double-check all.
Let's simulate with more rigorous rules, potential edge cases:
Claim 1: Imaging in-network, no special copay. Deductible applies. A ded accumulator 760, OOP 760. Family ded/OOP 760.
Claim2: PCP. Is there deductible applied because allowed 190 but copay 30? "Copays do NOT credit the deductible." Could member responsibility = 30, plan paid = 160. Deductible_applied=0. OOP credits 30. Good.
Claim3: A surgery. Need family deductible remaining maybe family total 760. Since embedded, individual satisfies own; but family deductible also satisfied once total family credits reach family amount, whichever comes first. A ind rem 740, family rem 2240. Apply 740. After A individual deductible met, member's deductible satisfied; remaining subject to coinsurance. Good. Family deductible now 1500.
Potential issue: Under embedded family deductible, when one member meets individual deductible, do family deductible credits include the full allowed amount beyond individual deductible? No, deductible applied stops at individual deductible; further allowed goes coinsurance. Family deductible might not get credit for coinsurance? Deductible accumulator only deductible applied, not coinsurance. So family ded remains 1500. Good.
Claim4: B infusion. B ded rem 1500; family rem 1500. Apply 1500. Now family deductible met. B individual met. Good. OOP B includes deductible 1500 + coins 520 + prior copay 30 = 2050.
Claim5: A inpatient. A OOP before 1872, rem 4128. Coins 2960. A OOP 4832. Family OOP 6882. Does family OOPM include all member cost share, even after individual deductible? yes.
Claim6: Specialist copay 60. B OOP 2110, family 6942.
Claim7: A rehab 1900, coins 380. A OOP 5212, rem 788. Family 7322. Plan paid 1520.
Claim8: B outpatient procedure allowed 3300. Deductible met, coins 660. But check if B individual OOPM 6000, family OOPM 12000. B OOP after claim8 = 2770. Family = 7982. Good. Plan paid 2640.
Potential subtlety: Once family OOPM met, plan pays 100% for all members. Not reached. Individual A OOPM not reached. If A had reached OOPM, subsequent A paid 100. Not relevant.
Potential issue: OOPM credits for out-of-network none. all in-network.
Potential issue: The output requires ending accumulators for every member and family. Are ending deductible accumulators the amounts applied toward deductible (balance) or remaining? The prompt initial "FAMILY ACCUMULATORS as of the moment before Claim 1 A deductible 0.00 out-of-pocket 0.00 ..." likely accumulator values = accumulated (0). So ending values should be accumulated credits. Could they want remaining? They call accumulator running year-to-date total per glossary: "Accumulator: the running year-to-date total of a member's deductible or OOPM." That is credits, not remaining. Good. So A deductible 1500, B 1500, family 3000. OOPM A 5212, B 2770, family 7982.
Need ensure JSON only. But final should be fenced JSON. No commentary. Need maybe use numbers with .00. JSON permits trailing zeros. We'll output.
Double-check arithmetic with claim5 plan paid: 14800 - 2960 = 11840. Claim7 plan 1520. Claim8 plan 2640. Total? Not needed.
Let's consider if copays count toward OOPM but not deductible; yes. Family OOPM includes B copays. If not, family OOPM would be 7892? But doc says copays always credit OOPM. So yes.
Need consider if deductible applied itself counts as member responsibility and OOPM. Yes. OOPM ceiling on member cost share; deductible is member cost share. Glossary says OOPM ceiling on member cost share. Deductible amount member pays. So yes.
Need maybe mention claim 8 components: deductible_applied = 0.00; copay_amount = 0.00; coinsurance_amount = 660.00. But if B's OOPM had been reached, coinsurance_amount could be capped? Here not. Good.
Need ensure no extra keys. Maybe include all required exactly. Use JSON object. final only code fence.
Let's think if any alternative interpretation: For embedded family deductible, "a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This can produce odd effect if family remainder less than individual remainder. Here after claim3, family remainder = 1500, B individual remainder =1500. equal. If A had used more family? no. If family deductible met before individual? For embedded, if family total reaches 3000 before individual? Example high claim by one member after individual deductible met doesn't credit family deductible? Wait family deductible credits are only deductible applied. Since A individual deductible capped at 1500, A cannot apply more than 1500 to deductible. B can apply 1500. Family total max 3000. So family deductible met only when both individual deductibles met (unless one member has >1500? Embedded individual cap 1500). So okay.
But rule: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." Could this mean family deductible accumulator moves by all member cost share? No, deductible accumulator should move by deductible applied. "both move on every claim that generates cost share" might be general; but deductible accumulator moves only when deductible applied. For copay claim, generates cost share but no deductible credit. The prompt says "Each claim updates the accumulators the next claim is measured against, for the member AND for the family." Maybe if copay generates OOPM but not deductible. Fine.
Could coinsurance after one member's individual deductible met but family deductible not met be applied? Embedded: individual satisfies own; so yes A claim3 after individual met coinsurance. Family deductible not met doesn't hold A. Good.
Let's think if family OOPM has embedded individual OOPM? Plan doc lists individual OOPM 6000 family 12000. "Once a member reaches the out-of-pocket maximum the plan pays 100% ..." It doesn't explicitly state family OOPM structure embedded? But likely family OOPM works similar; but no claim reaches. Could family OOPM cap override before individual? Not reached. So no issue.
Need maybe output as integer decimals: 660.0? They ask two decimal places. Use 660.00. In JSON, 660.00 valid. Some parsers parse to float but okay. Ensure no thousands separators. Good.
Let's produce final.
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 4,178 tokens
We need answer user's request. Need adjudicate claims sequentially under Bluebonnet PPO 1500 synthetic plan. Need report Claim 8 components and ending accumulators. Need output exactly one fenced JSON block with required keys only. Need be careful with embedded deductible, single member deductible balance for in/out network but all in-network here. Need accumulators: deductible credits and out-of-pocket credits. Need calculate each claim. Let's reason thoroughly.
Plan:
- Plan year 2026.
- Deductible individual in-network 1500, family 3000 embedded. Out-of-network individual 3000 but irrelevant. In-network and OON deductible credits accumulate to single member deductible balance. Threshold for OON different but all IN.
- OOPM individual in-network 6000, family 12000. Once member reaches OOPM plan pays 100% allowed for covered services remainder. Family OOPM? likely once family total reaches 12000, plan pays 100 for all? The doc says Once a member reaches the out-of-pocket maximum ... for that member? It says individual OOPM and family OOPM. In embedded family plans, family OOPM also caps total family cost share. We need handle. It says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." This could refer individual. Family OOPM likely when family total reaches 12000, no more member cost share for any member. We'll implement standard: member cost share cannot exceed individual OOPM; family total cost share cannot exceed family OOPM. But need see if family reaches 12000? Let's calculate; maybe not? Let's see.
Cost share:
- coinsurance after deductible in-network 20% member.
- PCP office visit $30 copay; specialist $60; urgent $75; ER $400 waived if admission etc. Generic pharmacy $15. Copays do not credit deductible, always credit OOPM.
- Preventive none.
- Member cost share from allowed amount; billed irrelevant.
Need adjudicate claims:
Initial:
A deductible accumulator 0, OOP accumulator 0.
B deductible 0, OOP 0.
Family deductible 0, family OOP 0.
Embedded deductible: an individual satisfies individual deductible on their own; family deductible also satisfied once total family credits reach family amount, whichever comes first. "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." From family rules. So for each claim, amount applied to deductible = min(allowed subject to deductible, individual deductible remainder, family deductible remainder). Then member deductible accumulator increases by that amount, family deductible accumulator increases by that amount. After individual deductible met, coinsurance applies; but if family deductible not met? Embedded means individual can satisfy on own; once individual deductible satisfied, member gets coinsurance even if family deductible not satisfied. However family deductible could be satisfied earlier by total credits; then everyone's deductible satisfied. Standard embedded: individual deductible applies, but no individual pays more than individual deductible before family deductible met? Actually family deductible embedded: once family deductible met, all members deductible satisfied. But before that, each member only needs their individual. The phrase "a member's deductible is satisfied by the lesser of their individual remainder and the family remainder" means if family remainder less than individual remainder, family cap can limit. But if family total reaches 3000, family remainder zero, no more deductible for anyone, even if individual not met? In embedded, yes family deductible met means all covered at coinsurance. Need apply.
OOPM: likely similar embedded? It doesn't explicitly say embedded for OOPM, but family OOPM 12000. Need track family OOP. Member OOP caps individually. Family OOP caps total. Copays credit OOPM. Deductible credits also credit OOPM? Usually all cost share except premiums count, including deductible and coinsurance. Plan says Copays always credit OOPM. It doesn't explicitly say deductible/coinsurance credit OOPM, but OOPM definition: ceiling on member cost share; once reached plan pays 100. So member responsibility (deductible + coinsurance + copays) counts toward OOPM, unless non-covered. So yes.
Need process claims.
Claim 1: A outpatient imaging in-network, allowed 760. Not copay service. Subject to deductible. Individual A deductible remainder 1500; family remainder 3000. Deductible applied = min(760,1500,3000)=760. Member A deductible accumulator becomes 760; family deductible 760. No coinsurance because deductible not satisfied? For this claim amount applied fully deductible. Member responsibility 760. Plan paid 0. OOP accumulator A +760, family +760. ending after Claim1: A ded 760, OOP 760; B 0; family ded 760, OOP 760.
Claim 2: B primary care office visit in-network, allowed 190. Service has $30 copay. Need consider deductible? The plan says primary care office visit 30 copay. Deductible: Copays do not credit deductible. Usually copay services not subject to deductible; member pays copay, plan pays rest allowed. Need apply? Yes copay amount = 30, plan paid 160. Does copay apply to deductible? no. OOP credit: copays always credit OOPM, so B OOP +30. Deductible accumulators unchanged. Family OOP +30. Member responsibility 30, plan paid 160. But is there any deductible if not met? Office visit copay likely no deductible. The plan lists cost share: Primary care office visit 30 copay. So yes.
After Claim2: A ded 760, OOP 760. B ded 0, OOP 30. Family ded 760, OOP 790.
Claim 3: A ambulatory surgery in-network, allowed 2600. Not copay service. Deductible: A individual remaining = 1500-760=740. Family remaining = 3000-760=2240. Deductible applied = min(2600,740,2240)=740. A deductible becomes 1500 met; family deductible becomes 1500. Remaining allowed after deductible = 2600-740=1860. A individual deductible satisfied. Coinsurance 20% = 372. Need check OOP cap? A OOP before 760, add deductible 740 + coinsurance 372 = 1872, below 6000. Plan pays 80% of remaining = 1488. Member responsibility = 740+372=1112; plan paid 1488; total 2600. OOP A becomes 760+740+372=1872. Family OOP 790+1112=1902. Family deductible 1500. B unchanged ded 0 OOP30. Check family OOP: 1902.
Claim 4: B outpatient infusion in-network allowed 4100. Not copay. Deductible: B individual remaining 1500. Family remaining = 3000-1500=1500. Deductible applied = min(4100,1500,1500)=1500. B deductible becomes 1500 met; family deductible becomes 3000 met. Remaining allowed = 2600. Coinsurance 20% = 520. OOP B before 30. Add deductible 1500 + coinsurance 520 = 2020, total 2050 below 6000. Family OOP before 1902 + 2020 = 3922. Plan pays 2080. Member resp 2020, plan 2080. Accumulators after claim4: A ded 1500 OOP 1872; B ded 1500 OOP 2050; family ded 3000 OOP 3922.
Claim 5: A inpatient admission allowed 14800. In-network. No copay. Deductible: A individual met, family met, deductible applied 0. Coinsurance 20% = 2960. Need OOP cap: A OOP before 1872. Individual OOPM 6000. Remaining to OOPM = 6000-1872 = 4128. Coinsurance 2960 below, so full 2960 member. A OOP becomes 4832. Family OOP before 3922 + 2960 = 6882. Plan pays 14800-2960=11840. Family OOP below 12000. Member resp 2960 plan 11840. Accum: A ded1500 OOP4832; B ded1500 OOP2050; family ded3000 OOP6882.
Claim 6: B specialist office visit allowed 210. Specialist office visit $60 copay. Copay only? Need if deductible met? Copay likely regardless. Copay 60. Plan pays 150. OOP B before 2050 +60=2110. Family OOP 6882+60=6942. Deductible unchanged. Member resp 60 plan 150.
Claim 7: A outpatient rehabilitation allowed 1900. Deductible met. Coinsurance 20%=380. A OOP before 4832, remaining individual OOPM = 1168. 380 below, full. A OOP=5212. Family OOP=6942+380=7322. Plan pays 1520. Member resp 380. Accum: A ded1500 OOP5212; B ded1500 OOP2110; family ded3000 OOP7322.
Claim 8: B outpatient procedure allowed 3300. Deductible met, family met. Coinsurance 20% initially =660. Need individual OOP cap B: before claim8 B OOP 2110, remaining to individual OOPM 6000-2110=3890, so 660 fits. Family OOP before 7322, remaining family 12000-7322=4678, 660 fits. So member responsibility 660, plan paid 2640. Deductible applied 0, copay 0, coinsurance 660. Ending accumulators: A ded1500 OOP5212; B ded1500 OOP2770 (2110+660); family deductible 3000; family OOP 7982 (7322+660). Need ensure family OOP sum of A+B? A 5212 + B 2770 = 7982 yes.
Need output JSON with required keys: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm. Need values two decimal? "Report every dollar amount as plain number with two decimal places". In JSON, numbers can be 660.00? JSON number with trailing decimals? JSON allows 660.00. Need ensure two decimals. Could use numbers like 660.00. Some parsers parse as float but okay. They might expect numeric with two decimals. Need no keys extra. Fenced JSON only.
Double-check if any nuance with family OOPM before individual? For Claim 8 no issue. But need ensure ending accumulators correct given all claims. Let's re-evaluate all claims and potential office visit copay and deductible interactions.
Could primary care/specialist office visits be subject to deductible? Plan says "Primary care office visit ... 30.00 copay; Specialist ... 60.00 copay". Usually copay may apply after deductible? But no indication; listed as flat per-service. Deductible section says copays do not apply to deductible. It doesn't say office visit copay waived until deductible. In benefit design, office visits often copay before deductible. The plan document's "Member cost share" lists copays separately and coinsurance after deductible. The instruction: "Copay: a flat per-service member amount." So yes copay only.
Could copay amount be limited by allowed amount? Allowed 190, copay 30; fine. Specialist allowed 210, copay 60; fine. If allowed less than copay maybe pay allowed, but not here.
Could ER admission relevant? no.
Need think about family deductible embedded: For Claim 3, A had individual remainder 740, family remainder 2240, apply 740. For Claim 4, B individual remainder 1500, family remainder 1500, apply 1500. Family deductible met. Good.
Could out-of-pocket accumulators include deductible applied and coinsurance and copays. Yes.
Potential issue: Once family OOPM reached, plan pays 100 for all members. But not reached. Need no complexity.
Potential issue: OOPM in-network separate from out-of-network. All in-network. Good.
Potential issue: "Copays always credit the out-of-pocket maximum." Could deductible and coinsurance not credit OOPM? Definition says OOPM ceiling on member cost share, premiums and non-covered never count. Deductible and coinsurance are member cost share, so count. Good.
Need maybe use null? No.
Need output exactly one fenced JSON code block, no preamble. Ensure keys exactly. Values numeric with two decimals. Could JSON with 0.00 valid? Yes. Some JSON parsers may accept leading? 0.00 okay. Need not quote numbers. Could output:
```json
{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
```
Need verify all sum allowed claim 8: 660+2640=3300. Good.
Let's maybe compute all claims in table for confidence:
Claim1 allowed760 ded760 plan0; A oop760.
Claim2 allowed190 copay30 plan160; B oop30.
Claim3 allowed2600 ded740 coins372 plan1488; A oop1872 (760+740+372)
Claim4 allowed4100 ded1500 coins520 plan2080; B oop2050 (30+2020); family OOP 760+30+1112+2020=3922 yes.
Claim5 allowed14800 coins2960 plan11840; A oop4832; family 6882.
Claim6 allowed210 copay60 plan150; B oop2110; family 6942.
Claim7 allowed1900 coins380 plan1520; A oop5212; family 7322.
Claim8 allowed3300 coins660 plan2640; B oop2770; family 7982.
Deductibles: A 1500, B 1500, family 3000.
Check family OOP after Claim3: Claim1 760; claim2 30; claim3 member resp 1112; total 1902. Good.
Could family deductible after claim1 760, claim3 +740=1500, claim4 +1500=3000. Good.
Need think if specialist office visit could be subject to deductible/coinsurance if deductible not met? Claim 6 after deductible met anyway. PCP claim 2 before deductible; if office visit copay only, deductible remains 0. If instead copay plus deductible? Not likely. If primary care subject to deductible? Then claim2 would apply deductible min(190,1500,2240?) but also copay? Plan says copay; no. The harness likely expects copay only.
Potential nuance: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." Could mean if a service has a copay, the copay is paid and the allowed amount remainder maybe plan pays, no deductible. yes.
Need ensure no extra keys. Good.
But let's consider whether ending_oopm_a/b means accumulator out-of-pocket, not remaining. Initial table says "out-of-pocket 0.00". So ending accumulator is credits, not remaining. We output 5212 etc. Good.
Need final only JSON. Final no commentary. Ensure fenced code. Done.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 4,999 tokens
We need answer JSON only. Need solve claims sequentially under plan doc. Need report Claim 8 components and ending accumulators. Need be careful with embedded deductible, family, OOPM, copays. Need only output fenced JSON. Let's reason thoroughly.
Plan:
- Individual in-network deductible 1500, family 3000 embedded. Out-of-network not relevant (all in-network). Deductible credits accumulate single balance but thresholds differ OON; all IN.
- OOPM individual in-network 6000, family 12000. Once member reaches OOPM plan pays 100% allowed covered services remainder plan year.
- Coinsurance after deductible in-network 20% member / 80% plan.
- Primary care office visit 30 copay.
- Specialist office visit 60 copay.
- Urgent care 75, ER 400 etc not used.
- Copays do NOT credit deductible. Copays always credit OOPM.
- Preventive none.
- Cost share from allowed. Billed irrelevant.
- Adjudicate claims order. Each claim updates accumulators for member and family. Under embedded structure member's deductible satisfied by lesser of their individual remainder and family remainder. Family deductible also satisfied once total family credits reach family amount.
- Need ending accumulators as amounts accumulated? The keys ending_deductible_a etc likely YTD totals credited, not remaining. Initial accumulator table says deductible 0.00 out-of-pocket 0.00. So ending values are totals accumulated. Need confirm: "FAMILY ACCUMULATORS as of moment before Claim 1: deductible 0.00 out-of-pocket 0.00". Yes report ending accumulator totals. Deductible_applied for Claim 8 probably amount applied to deductible from that claim. Copay_amount, coinsurance_amount for claim. member_responsibility + plan_paid equals allowed.
Need process all claims.
Important: Embedded deductible mechanics: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." We need allocate deductible credits. Since family deductible 3000 = 2 * individual. Each member individual 1500. Family total credits accumulate. A member can satisfy individual deductible on own; family deductible satisfied once total family credits reach 3000. How does family deductible affect member after one member meets individual but family not met? Embedded: individual deductible can be satisfied on its own; once a member satisfies individual deductible, they get coinsurance (not full deductible) even if family deductible not met. Family deductible limits total amount applied across family? The phrase: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Hmm. Need interpret. Each claim's deductible amount is lesser of allowed (or remaining cost?) and member individual deductible remainder and family deductible remainder? "member's deductible is satisfied by the lesser of their individual remainder and the family remainder." If family remainder less than individual remainder, deductible applied limited by family remainder. But because family 3000 and individual each 1500, initially family remainder >= individual remainder until family remainder maybe less than individual if other member has used some. Need track.
Need consider copays: Do copays generate deductible? no. Do they move family deductible? no. They credit OOPM (member and family? "Copays always credit out-of-pocket maximum." Family OOPM probably total member OOPM credits, including copays, subject to family OOPM. Need update family OOPM with member cost share including copays. "A member's own accumulator and the family accumulator both move on every claim that generates cost share." Copay generates cost share, so OOPM moves, deductible not.
Need determine after OOPM reached: plan pays 100% allowed; member responsibility 0; no deductible/coinsurance/copay? If service has copay, once OOPM met, plan pays 100%, no copay? The doc: Once member reaches OOPM plan pays 100% of allowed amount for covered services remainder. So yes no copay. But family OOPM? Plan says Individual OOPM and Family OOPM. "Once a member reaches the out-of-pocket maximum" individual? Also family OOPM. Usually if family OOPM reached, all members get 100%. The doc: OOPM Individual... Family... Once a member reaches the out-of-pocket maximum the plan pays 100% of allowed amount for covered services for remainder plan year. Ambiguous if family total reaching family OOPM causes each member? We must infer. "out-of-pocket maximum (OOPM): ceiling on member cost share for plan year. Once reached, plan pays 100%..." For family embedded, likely family OOPM once total family credits reach 12000, plan pays 100 for all. But wording says a member reaches. Need handle. We might not reach family OOPM? Let's see likely yes maybe. Need track. Claims large: A has allowed 760, 2600, 14800, 1900; B has 190 PCP copay, 4100, specialist 210, 3300. Cost shares could exceed 12000 family maybe. Let's compute.
Claim 1 A imaging allowed 760, in-network, non-copay service. Deductible applies. Individual A deductible remainder 1500, family rem 3000. Deductible applied = min(760, 1500, 3000)=760. Member resp 760, plan 0. A deductible credit 760, A OOPM credit 760. Family deductible credit 760, family OOPM 760.
Claim 2 B PCP office visit allowed 190. Service has 30 copay. In-network primary care office visit 30 copay. Does deductible apply? Copay, not subject to deductible. Member resp 30, plan pays allowed - member = 160. Copay credits OOPM. B deductible credit 0; B OOPM 30. Family deductible unchanged 760; family OOPM 790. But note allowed amount 190, plan paid 160. Yes.
Claim 3 A ambulatory surgery allowed 2600. A individual deductible remainder 1500-760=740. Family deductible remainder 3000-760=2240. Deductible applied = min(allowed? 2600, individual remainder 740, family remainder 2240) = 740. Remaining allowed after deductible = 2600-740=1860. Coinsurance 20% = 372. Member resp = 740+372=1112. Plan paid = 2600-1112=1488. A deductible total 1500 (met). A OOPM adds 1112 -> 760+1112=1872. Family deductible adds 740 -> 1500. Family OOPM 790+1112=1902.
Need check if after individual deductible met but family not, coinsurance applies yes. Embedded: individual satisfies own deductible; plan pays coinsurance. Family deductible still remaining 1500. But the claim's deductible applied limited by family remainder, which was enough. Good.
Claim 4 B outpatient infusion allowed 4100, non-copay. B individual deductible remainder 1500. Family deductible remainder = 3000-1500=1500. Under embedded: deductible applied = min(4100, B individual rem 1500, family rem 1500) = 1500. Then remaining 2600; coinsurance 20% = 520. Member resp 2020. Plan paid 2080. B deductible total 1500 (met). B OOPM total 30+2020=2050. Family deductible total 3000 (met). Family OOPM 1902+2020=3922.
Now family deductible met. Both individual deductibles met. Good.
Claim 5 A inpatient allowed 14800. Deductible 0. Coinsurance 20% = 2960, unless A OOPM reached? A OOPM prior 1872, individual OOPM 6000, not met. But this claim will exceed. Need cost share subject to OOPM cap. Important: OOPM ceiling: once reached, plan pays 100% of allowed for remainder. For a claim that crosses OOPM threshold, member cost share should be limited to amount needed to reach OOPM. Since coinsurance 2960 would make A OOPM 4832 (<6000) actually wait 1872+2960=4832, still below 6000. So full coinsurance applies. Member resp 2960; plan paid 11840. A OOPM = 4832. Family OOPM = 3922+2960=6882. Deductibles unchanged.
Claim 6 B specialist office visit allowed 210. Specialist copay 60. B OOPM prior 2050, family OOPM 6882, neither met (individual <6000, family <12000). Copay 60. Plan paid 150. B OOPM = 2110. Family OOPM=6942. Deductible unchanged.
Claim 7 A outpatient rehab allowed 1900. A OOPM prior 4832, individual OOPM 6000, remaining OOPM 1168. No deductible. Normal coinsurance 20% = 380. But 380 less than remaining 1168, so full coinsurance. Member resp 380; plan paid 1520. A OOPM = 5212. Family OOPM = 6942+380=7322. Wait check 4832+380=5212, yes. Not met.
Claim 8 B outpatient procedure allowed 3300. Need adjudicate considering B individual OOPM 2110, family OOPM 7322. Deductibles met. Normal coinsurance 20% = 660. That would make B OOPM 2770 (<6000) and family OOPM 7982 (<12000), so no cap. Member resp 660, plan 2640, deductible applied 0, copay 0, coinsurance 660. Ending accumulators: A deductible 1500, A OOPM 5212; B deductible 1500, B OOPM 2770; family deductible 3000, family OOPM 7982. Need verify if family OOPM sums A + B? A 5212 + B 2770 = 7982 yes.
But is there any nuance: family OOPM embedded? Could family OOPM limit before individual? Usually family OOPM can be met by aggregate, and once family OOPM met, no cost share for any. Not reached. So claim 8 straightforward.
Need ensure all values two decimals? Output numbers can be with two decimals. JSON numbers maybe 660.00? JSON allows 660.00 but numbers not required strings. Could output as numeric with two decimals. Scoring plain. Better as numbers like 660.00? JSON number 660.00 okay. Some parsers parse as float; fine. Need include required keys only: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm. No extra. Need ensure values exactly two decimals? Could be 660.0 but task says plain number with two decimal places. JSON numeric 660.00 is valid? JSON grammar: number can have fraction with digits, 660.00 valid. We'll output with two decimals. But some JSON validators accept. Yes.
Need think if any alternative interpretation about copay plan paid: For copay visits, plan pays allowed minus copay? Yes. The allowed amount is contracted rate; member cost share copay; plan pays remainder allowed. If allowed less than copay? Not here. Copays credit OOPM. Deductible not.
Need ensure family deductible updates on copay? "Copays do NOT credit the deductible." So no. "A member's own accumulator and the family accumulator both move on every claim that generates cost share." Copay generates cost share but deductible accumulator doesn't move because copays don't credit deductible. OOPM moves.
Need consider Claim 2 primary care: Allowed 190, copay 30. Does plan pay 160 even though deductible not met? Yes, office visit copay not subject to deductible. The plan doc lists copays, not explicitly saying primary care copay applies before deductible, but standard: copay for office visit, deductible does not apply unless stated? Need examine. The plan doc: Member cost share: Coinsurance after deductible, in-network; Primary care office visit 30 copay; Specialist office visit 60 copay; etc. Deductible section: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." It doesn't explicitly say copays are not subject to deductible, but definition says copay flat per-service; deductible amount member pays at allowed rate before coinsurance begins. Copays do not apply to deductible. Usually copays apply even if deductible not met unless plan says otherwise. Since it lists separate copays and says copays don't credit deductible, likely yes. Need maybe if deductible applies to office visits before copay? The plan says primary care office visit 30 copay. No mention deductible. So copay only. Good.
Need consider "Outpatient imaging" maybe subject to deductible and coinsurance, no copay. yes.
Need consider "Emergency room waived if admission" not relevant.
Need consider "Inpatient admission" maybe no copay, deductible and coinsurance. yes.
Potential issue: Family deductible embedded. When B claim 4 occurs, family remainder 1500, B individual remainder 1500. Deductible applied 1500. Good.
Potential issue: "member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This may mean deductible applied on a claim is min(allowed, member individual remainder, family remainder). We used. If family deductible had been partially used by A, B could be limited if family remainder < individual remainder. Not happened? At claim 4 family remainder =1500 equal B individual. If claim 2 was B deductible service before A? But no. Good.
Potential issue: OOPM credit for deductible and coinsurance. Deductible amounts count toward OOPM? Glossary: OOPM ceiling on member cost share. Deductible is member cost share. In plan doc, OOPM not explicitly listing deductible, but standard and examples. "Copays always credit OOPM" implies deductible/coinsurance also credit. We used. Good.
Potential issue: Family OOPM and individual OOPM cap on claim: If B claim 8 caused family OOPM exceed but individual not? Not here. But need think if family OOPM cap could apply earlier? No.
Double-check arithmetic:
Claim1: allowed 760, deductible 760, member 760 plan0. accum A ded760 oop760; fam ded760 oop760.
Claim2: allowed190 copay30, plan160. B oop30; fam oop790.
Claim3: allowed2600. A ded rem740, fam ded rem2240. Ded740. Remainder1860*0.2=372. Member1112. Plan1488. A ded1500, A oop1872. Fam ded1500, fam oop1902.
Claim4: allowed4100. B ded rem1500, fam rem1500. Ded1500. Remainder2600*0.2=520. Member2020. Plan2080. B ded1500, B oop2050. Fam ded3000, fam oop3922.
Claim5: allowed14800. A oop prior1872. Coins 2960. Member2960 plan11840. A oop4832, fam6882.
Claim6: allowed210 specialist copay60 plan150. B oop2110 fam6942.
Claim7: allowed1900. A oop prior4832. Coins380 member380 plan1520. A oop5212 fam7322.
Claim8: allowed3300. B oop prior2110. Coins660 member660 plan2640. B oop2770 fam7982.
Check if plan paid for claim 8 = allowed 3300 - member 660 =2640. yes.
Could there be a family OOPM embedded individual? Family OOPM individual? The plan lists individual OOPM 6000, family 12000. It says once a member reaches OOPM plan pays 100. Does family OOPM also embed? It doesn't explicitly say family OOPM structure but likely embedded. Not relevant.
Potential alternative: Deductible accumulator reported as remaining, not credited? Initial table says deductible 0.00; if remaining it would be 1500. So definitely credited totals. Ending_family_deductible = total deductible credits 3000. Ending_oopm totals. Good.
Need output only JSON code block. Ensure no trailing commentary. Values two decimals. Could JSON numbers as 660.00. Some graders compare numeric maybe okay. If they require strings? The ground rules: dollar amount as plain number with two decimals, no currency. JSON value number. We'll output numbers with two decimals. However JSON spec doesn't preserve trailing zeros? It does as text, but parsed number same. The output text can be 660.00. Good.
Let's consider if "deductible_applied" for claim 8 should be amount applied to deductible (0.00) or member deductible credit? 0.00. Copay_amount 0.00, coinsurance_amount 660.00. member_responsibility = deductible_applied + copay + coinsurance = 660. plan_paid = 2640. Good.
Need no extra keys. Final JSON:
{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Double-check if any claim after OOPM? no.
Need maybe include all claims? No only claim 8 components and ending accumulators.
Let's think about possible nuance: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Could mean once family deductible has accumulated some, the amount of a member's claim subject to deductible is limited by family remainder, but if member individual met, no deductible. We did. But consider Claim 3 after A had 760, family remainder 2240, individual remainder 740. deductible applied 740. Good. If family remainder was smaller than individual, would limit, but not.
Potential issue: family deductible total should not exceed 3000. We have 3000. Good.
Potential issue: family OOPM total should include only in-network allowed cost share? yes all in-network.
Potential issue: For claim 5 inpatient admission, ER copay waived? No ER claim. Inpatient admission subject deductible and coinsurance. Yes.
Potential issue: For Claim 8 outpatient procedure, if B's individual deductible met, coinsurance 20%. yes.
Potential issue: Is specialist office visit copay subject to OOPM, but also if deductible not met? B deductible met before claim 6 anyway. If not, copay anyway.
Potential issue: Plan doc: "Coinsurance after deductible, in-network 20%" and office visit copays. Could outpatient rehabilitation or infusion have copay? No listed, so deductible/coinsurance.
Potential issue: Allowed amount for claim 2 190, copay 30, plan paid 160. This plan paid amount doesn't affect accumulators. OOPM only member. yes.
Need final answer only fenced JSON. Ensure no analysis in final. Done.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 Flash · Z.ai30.4s · 2,123 out | 27.9s · 3,315 out | 41.9s · 2,411 out
Reasoning · 1,968 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500.
- Individual deductible (in-network): 1500.00
- Family deductible: 3000.00
- Embedded structure.
- Individual OOPM (in-network): 6000.00
- Family OOPM: 12000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan.
- Copays: PCP 30, specialist 60, urgent care 75, ER 400 (waived if inpatient admission), generic retail 15.
- Copays do NOT credit the deductible; copays always credit the OOPM.
- Preventive: 100%, no cost share.
- Member cost share from allowed amount.
Services listed for claims 1–8: outpatient imaging, PCP office visit, ambulatory surgery, outpatient infusion, inpatient admission, specialist office visit, outpatient rehab, outpatient procedure. None of these match a copay-listed service except Claim 2 (primary care office visit → 30 copay) and Claim 6 (specialist office visit → 60 copay). The others (imaging, surgery, infusion, inpatient, rehab, outpatient procedure) have no copay listed — they'd be subject to deductible and coinsurance.
Let me adjudicate each claim.
Starting accumulators: all zero.
Claim 1 — 2026-01-06 — A — Outpatient imaging, in-network, allowed 760.00.
Not a copay service. Subject to deductible then coinsurance.
A's deductible: 0 → 760 applied to deductible. A individual deductible 1500, so A deductible now 760. Family deductible now 760.
Member responsibility: 760.00 (all deductible). Plan paid: 0.00.
OOPM: cost share counts toward OOPM. Deductible payments count toward OOPM? The plan says copays always credit OOPM; deductible amounts — standard practice: deductible payments count toward OOPM. The plan document doesn't explicitly say, but the OOPM is "the ceiling on member cost share for the plan year" per the glossary. So deductible + coinsurance + copays all count toward OOPM. A's OOPM: 760.00. Family OOPM: 760.00.
Claim 2 — 2026-01-22 — B — PCP office visit, in-network, allowed 190.00.
Copay 30.00. Copay does not credit deductible. Does copay apply regardless of deductible? Copay services typically not subject to deductible. So member responsibility 30.00, plan paid 160.00.
B deductible: 0 (no change). B OOPM: 30.00. Family OOPM: 760 + 30 = 790.00.
Family deductible stays 760.
Wait — under embedded structure, "a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Family deductible 3000, family credits 760, family remainder 2240. B individual remainder 1500. Lesser = 1500, but claim only has 30 copay which doesn't credit deductible anyway. So B deductible remains 0.
Claim 3 — 2026-02-11 — A — Ambulatory surgery, in-network, allowed 2600.00.
Subject to deductible. A's deductible: 760 → individual remainder 740. Family remainder: 3000 − 760 = 2240. Lesser = 740. So 740 applied to deductible. Remaining allowed after deductible: 2600 − 740 = 1860. Coinsurance 20% member: 372.00. Plan: 80% = 1488.00.
A deductible now 1500 (satisfied). A OOPM: 760 + 740 + 372 = 1872.00.
Family deductible: 760 + 740 = 1500. Family OOPM: 790 + 740 + 372 = 1902.00.
Claim 4 — 2026-03-04 — B — Outpatient infusion, in-network, allowed 4100.00.
Subject to deductible. B deductible: 0, individual remainder 1500. Family remainder: 3000 − 1500 = 1500. Lesser = 1500. So 1500 applied to deductible. B deductible now 1500 (satisfied). Remaining allowed: 4100 − 1500 = 2600. Coinsurance 20%: 520.00. Plan: 2080.00.
B OOPM: 30 + 1500 + 520 = 2050.00.
Family deductible: 1500 + 1500 = 3000 (satisfied). Family OOPM: 1902 + 1500 + 520 = 3922.00.
Claim 5 — 2026-04-18 — A — Inpatient admission, in-network, allowed 14800.00.
Not ER, so no ER copay waiver question. Inpatient admission: subject to deductible and coinsurance (no copay listed for inpatient). A's deductible already satisfied (1500). So coinsurance 20% of 14800 = 2960.00. Plan: 11840.00.
A OOPM: 1872 + 2960 = 4832.00. Under 6000, fine.
Family deductible stays 3000. Family OOPM: 3922 + 2960 = 6882.00.
Claim 6 — 2026-05-27 — B — Specialist office visit, in-network, allowed 210.00.
Copay 60.00. Member responsibility 60.00, plan paid 150.00.
B OOPM: 2050 + 60 = 2110.00. Family OOPM: 6882 + 60 = 6942.00.
Deductibles unchanged (copays don't credit).
Claim 7 — 2026-07-09 — A — Outpatient rehab, in-network, allowed 1900.00.
Deductible satisfied. Coinsurance 20% of 1900 = 380.00. Plan: 1520.00.
A OOPM: 4832 + 380 = 5212.00. Family OOPM: 6942 + 380 = 7322.00.
Claim 8 — 2026-09-15 — B — Outpatient procedure, in-network, allowed 3300.00.
Deductible satisfied (B at 1500, family at 3000). Coinsurance 20% of 3300 = 660.00. Plan: 80% = 2640.00.
Member responsibility 660.00. B OOPM: 2110 + 660 = 2770.00. Family OOPM: 7322 + 660 = 7982.00.
Ending accumulators:
- A deductible: 1500.00, A OOPM: 5212.00.
- B deductible: 1500.00, B OOPM: 2770.00.
- Family deductible: 3000.00, Family OOPM: 7982.00.
Check member_responsibility + plan_paid = allowed: 660 + 2640 = 3300. ✓
Claim 8 components:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00 (no copay for outpatient procedure)
- coinsurance_amount: 660.00
Output JSON with required keys only.
Let me double-check the OOPM treatment. The plan document says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." It doesn't explicitly state that deductible and coinsurance credit the OOPM, but the glossary says OOPM is "the ceiling on member cost share for the plan year," which implies all member cost share counts. Standard. So the numbers above hold.
Also double check embedded logic on Claim 4: family deductible 3000, credits so far 1500 (all from A). B's own accumulator 0. B's individual remainder 1500; family remainder 1500. Lesser = 1500. Allowed 4100: 1500 to deductible, 2600 remaining, 20% coinsurance = 520. B's individual deductible reached 1500 exactly, family reached 3000 exactly. Both satisfied. Good.
Claim 5: A deductible satisfied; family satisfied. Coinsurance only. 2960. A OOPM 4832 < 6000. Fine.
Claim 7: A OOPM 5212 < 6000. Fine.
Claim 8: B OOPM 2770 < 6000. Fine.
Everything consistent. Now the JSON.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,474 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500, plan year 2026.
- Individual in-network deductible: 1500.00
- Family in-network deductible: 3000.00
- Structure: EMBEDDED — individual satisfies individual deductible on their own; family deductible is also satisfied once total family credits reach family amount, whichever comes first.
- Individual in-network OOPM: 6000.00
- Family in-network OOPM: 12000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan.
- Copays do not credit deductible; copays always credit OOPM.
- Once a member reaches OOPM, plan pays 100% of allowed for covered services for remainder of year.
Starting accumulators: all zero.
Adjudicate in order.
Claim 1 — 2026-01-06 — A — Outpatient imaging, in-network. Allowed 760.00. No copay listed for imaging, so subject to deductible and coinsurance.
- A's deductible accumulator: 0.00. Individual deductible 1500.00.
- Under embedded structure: member's deductible is satisfied by the lesser of their individual remainder and the family remainder. Family deductible remainder = 3000.00.
- Deductible applied: min(760, 1500, 3000) = 760.00. A's deductible: 760.00. Family deductible: 760.00.
- No coinsurance yet (deductible not met). Member responsibility: 760.00. Plan paid: 0.00.
- OOPM: member responsibility counts toward OOPM (deductible payments count toward OOPM — standard; the plan says copays always credit OOPM, and OOPM ceiling on member cost share; deductible amounts are member cost share, so they credit OOPM). A's OOPM: 760.00. Family OOPM: 760.00.
Claim 2 — 2026-01-22 — B — Primary care office visit, in-network. Allowed 190.00. Copay 30.00.
- PCP visit: 30.00 copay. Does the copay apply regardless of deductible? Typically copay services are not subject to deductible. The plan lists copays separately; "Copays do NOT credit the deductible." So the visit is a flat 30.00 copay. Member responsibility: 30.00. Plan paid: 190.00 - 30.00 = 160.00.
- Deductible applied: 0.00. Copay credits OOPM: B OOPM 30.00; family OOPM 790.00.
- B deductible remains 0.00; family deductible 760.00.
Claim 3 — 2026-02-11 — A — Ambulatory surgery, in-network. Allowed 2600.00. Subject to deductible + coinsurance.
- A deductible: 760.00. Individual remainder: 1500 - 760 = 740.00. Family remainder: 3000 - 760 = 2240.00. Lesser = 740.00.
- Deductible applied: min(2600, 740) = 740.00. A deductible now 1500.00. Family deductible now 1500.00.
- Remaining allowed after deductible: 2600 - 740 = 1860.00. Coinsurance 20% member = 372.00. Plan 80% = 1488.00.
- Member responsibility: 740 + 372 = 1112.00. Plan paid: 1488.00. Check: 1112 + 1488 = 2600. ✓
- A OOPM: 760 + 1112 = 1872.00. Family OOPM: 760 + 30 + 1112 = 1902.00.
Wait — family OOPM: how does family OOPM accumulate? Family total OOPM is the sum of members' OOPM credits (embedded family OOPM typically works as: family reached when... hmm, embedded family OOPM: each member has individual OOPM; family OOPM is satisfied when total family contributions reach family amount). The harness says "Family total deductible ... out-of-pocket" accumulators. The family accumulator is the running sum of member cost-share credits. Let me treat family OOPM as sum of member OOPM credits, capped at 12000.
Actually, for embedded structures, family OOPM works like: each member's cost share counts toward both their individual OOPM and the family OOPM. When family OOPM reached, all members pay 100% covered... Actually under embedded family OOPM (ACA-style), each member is protected by individual OOPM; family OOPM is the max total. Let me just track: family OOPM accumulator = sum of all members' OOPM credits. If family OOPM reached (12000), plan pays 100% for everyone? The plan says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It's per-member. Also the family OOPM: 12000 in-network. Hmm, the plan lists Family (in-network) OOPM 12000.00 but doesn't explicitly say what happens when family reaches it. Standard: once family OOPM is reached, plan pays 100% for all family members. I'll assume standard.
Claim 4 — 2026-03-04 — B — Outpatient infusion, in-network. Allowed 4100.00. Subject to deductible + coinsurance.
- B deductible: 0.00. Individual remainder: 1500.00. Family remainder: 3000 - 1500 = 1500.00. Lesser = 1500.00.
- Deductible applied: min(4100, 1500) = 1500.00. B deductible: 1500.00 (satisfied). Family deductible: 1500 + 1500 = 3000.00 (family satisfied).
- Remaining: 4100 - 1500 = 2600.00. Coinsurance 20% = 520.00. Plan 80% = 2080.00.
- Member responsibility: 1500 + 520 = 2020.00. Plan paid: 2080.00. Check: 2020 + 2080 = 4100. ✓
- B OOPM: 30 + 2020 = 2050.00. Family OOPM: 1902 + 2020 = 3922.00.
Claim 5 — 2026-04-18 — A — Inpatient admission, in-network. Allowed 14800.00.
- A deductible: 1500 (satisfied). A OOPM: 1872.00. Not at OOPM (6000).
- Coinsurance 20%: 2960.00. Plan 80%: 11840.00.
- Member responsibility: 2960.00. Plan paid: 11840.00. Check: 2960 + 11840 = 14800. ✓
- A OOPM: 1872 + 2960 = 4832.00. Family OOPM: 3922 + 2960 = 6882.00.
- Deductible applied: 0.00.
Claim 6 — 2026-05-27 — B — Specialist office visit, in-network. Allowed 210.00. Copay 60.00.
- Specialist visit: 60.00 copay. Copays not subject to deductible/coinsurance. Member responsibility: 60.00. Plan paid: 150.00.
- B OOPM: 2050 + 60 = 2110.00. Family OOPM: 6882 + 60 = 6942.00.
- Deductible applied: 0.00 (copays don't credit deductible).
Claim 7 — 2026-07-09 — A — Outpatient rehabilitation, in-network. Allowed 1900.00.
- A deductible satisfied (1500). A OOPM: 4832.00, remainder to OOPM: 6000 - 4832 = 1168.00.
- Subject to coinsurance: 20% of 1900 = 380.00. Plan: 1520.00.
- Member responsibility: 380.00. Check: 380 + 1520 = 1900. ✓
- A OOPM: 4832 + 380 = 5212.00. Family OOPM: 6942 + 380 = 7322.00.
- Deductible applied: 0.00.
Claim 8 — 2026-09-15 — B — Outpatient procedure, in-network. Allowed 3300.00.
- B deductible: 1500 (satisfied). B OOPM: 2110.00, remainder: 6000 - 2110 = 3890.00. Not at OOPM.
- Coinsurance 20% of 3300 = 660.00. Plan: 2640.00.
- Member responsibility: 660.00. Check: 660 + 2640 = 3300. ✓
- Deductible applied: 0.00. Copay: 0.00. Coinsurance: 660.00.
Ending accumulators:
- A deductible: 1500.00; A OOPM: 5212.00.
- B deductible: 1500.00; B OOPM: 2110 + 660 = 2770.00.
- Family deductible: 3000.00; Family OOPM: 7322 + 660 = 7982.00.
Check family OOPM = A OOPM + B OOPM = 5212 + 2770 = 7982.00. ✓
Now, one nuance: the specialist visit copay — should the copay apply even before deductible is met? Typically yes for copay-based services; copays are not deductible-dependent unless the plan says so. The plan lists "Specialist office visit 60.00 copay" without a deductible qualifier. So 60.00 applies.
Another nuance: primary care visit — the copay is 30.00 flat, plan paid 160.00. Fine.
Another check on Claim 1: imaging — no copay listed, subject to deductible. Yes.
Embedded structure note: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." This means: member's cost share applies to deductible until either their individual deductible (1500) is met or family total (3000) is met. On Claim 4, B needs deductible; individual remainder 1500, family remainder 1500 — both equal 1500. Deductible applied 1500. B individual satisfied at exactly 1500; family satisfied at exactly 3000. Both met simultaneously. Fine.
OOPM treatment of deductible and coinsurance: they're member cost share, so they count. The plan says "Copays always credit the out-of-pocket maximum" — implying other cost share (deductible, coinsurance) also credits OOPM (standard). Yes.
Claim 8 components:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 660.00
Ending:
- ending_deductible_a: 1500.00
- ending_oopm_a: 5212.00
- ending_deductible_b: 1500.00
- ending_oopm_b: 2770.00
- ending_family_deductible: 3000.00
- ending_family_oopm: 7982.00
Output only the JSON block with these keys. No extra keys. Two decimal places, plain numbers.
Should numbers be strings or numbers? "Report every dollar amount as a plain number with two decimal places" — I'll emit as JSON numbers with two decimals, e.g., 660.00. JSON numbers: 660.00 is valid JSON (trailing zero allowed in JSON number syntax? JSON allows 660.00 — yes, JSON numbers can have fractional part with trailing zeros; 660.00 is valid). The examples show 1234.50. I'll use plain numbers.
Let me double-check claim 3 arithmetic: allowed 2600; A deductible remainder 740 (1500-760). Deductible applied 740. Remaining 1860. 20% = 372. Member 1112, plan 1488. ✓
Claim 4: allowed 4100; B remainder 1500 (individual) vs family remainder 3000-760(A credits) = 2240? Wait — family deductible credits at start of Claim 4: A contributed 760 + 740 = 1500. Family total = 1500. Family remainder = 3000 - 1500 = 1500. B individual remainder = 1500. Lesser = 1500. Applied 1500. B deductible = 1500 (met), family = 3000 (met). Remaining 2600, coinsurance 520. Member 2020, plan 2080. ✓
Claim 5: allowed 14800, deductible met, coinsurance 20% = 2960. ✓
Claim 7: allowed 1900, 20% = 380. A OOPM before: let's recompute A OOPM: Claim1 760 + Claim3 1112 + Claim5 2960 = 4832. +380 = 5212. ✓ Under 6000.
B OOPM: Claim2 30 + Claim4 2020 + Claim6 60 = 2110. Claim8 +660 = 2770. ✓
Family OOPM: 5212 + 2770 = 7982. ✓ Under 12000.
Family deductible 3000 (met at Claim 4). Ending 3000.
Final JSON.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,256 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500. Individual in-network deductible 1500.00, family 3000.00, EMBEDDED structure. OOPM individual in-network 6000.00, family 12000.00. Coinsurance after deductible in-network: 20% member / 80% plan. Copays for PCP 30, specialist 60, etc. Copays do NOT credit deductible, but DO credit OOPM.
Starting accumulators: all zero.
Claim 1 — A, outpatient imaging, in-network, allowed 760.00. No copay applies (not a listed copay service; imaging isn't preventive). So subject to deductible then coinsurance.
A's deductible remainder: 1500.00. Family deductible remainder: 3000.00. Under embedded structure: member deductible satisfied by the lesser of individual remainder and family remainder — both 1500 and 3000; lesser relevant constraint is individual 1500. Apply allowed 760 to deductible.
Deductible applied: 760.00. Member pays 760.00 (all deductible). Plan pays 0.00.
After Claim 1:
- A deductible: 760.00, A OOP: 760.00
- Family deductible: 760.00, family OOP: 760.00
Claim 2 — B, PCP office visit, in-network, allowed 190.00. PCP copay 30.00. Copays do not credit deductible, do credit OOPM. For office visits with a copay, is the copay the entire member share? The plan lists copays for those services; typical: member pays copay, plan pays allowed minus copay. Since copay applies regardless of deductible (copays don't apply to deductible... wait, "Deductible: the amount a member pays at the allowed rate before coinsurance begins. Copays do not apply to the deductible unless the plan document says so."). Hmm, the glossary says copays do not apply to the deductible. In this plan document: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." The plan lists copay for PCP visit. Standard interpretation: the copay applies to the service (flat amount), the rest is plan-paid. The deductible doesn't apply to copay services — the copay is the member cost share for the service. That's the typical design.
Member responsibility: 30.00. Plan paid: 190.00 - 30.00 = 160.00. Deductible applied: 0.00. Copay credits OOPM.
After Claim 2:
- B deductible: 0.00, B OOP: 30.00
- Family deductible: 760.00, family OOP: 790.00
Claim 3 — A, ambulatory surgery, in-network, allowed 2600.00. Subject to deductible + coinsurance.
A deductible remainder: 1500 - 760 = 740.00. Apply 740 to deductible. Remaining allowed: 2600 - 740 = 1860. Coinsurance 20% member: 372.00. Plan: 80% of 1860 = 1488.00.
Member responsibility: 740 + 372 = 1112.00. Plan paid: 1488.00. Check: 1112 + 1488 = 2600. ✓
After Claim 3:
- A deductible: 1500.00 (met), A OOP: 760 + 1112 = 1872.00
- Family deductible: 760 + 740 = 1500.00, family OOP: 790 + 1112 = 1902.00
Claim 4 — B, outpatient infusion, in-network, allowed 4100.00. Subject to deductible + coinsurance.
B deductible remainder: 1500.00. Family deductible remainder: 3000 - 1500 = 1500.00. Embedded: member's deductible satisfied by lesser of individual remainder (1500) and family remainder (1500) = 1500. Apply 1500 to deductible. Remaining: 4100 - 1500 = 2600. Coinsurance 20%: 520.00. Plan: 2080.00.
Member responsibility: 1500 + 520 = 2020.00. Plan paid: 2080.00. Sum: 4100 ✓.
After Claim 4:
- B deductible: 1500.00 (met), B OOP: 30 + 2020 = 2050.00
- Family deductible: 3000.00 (met), family OOP: 1902 + 2020 = 3922.00
Claim 5 — A, inpatient admission, in-network, allowed 14800.00. Deductible already met for A (1500) and family (3000). So coinsurance only: 20% of 14800 = 2960.00. Plan: 11840.00.
A OOP: 1872 + 2960 = 4832.00. Family OOP: 3922 + 2960 = 6882.00.
Claim 6 — B, specialist office visit, in-network, allowed 210.00. Specialist copay 60.00. Member: 60.00. Plan: 150.00.
B OOP: 2050 + 60 = 2110.00. Family OOP: 6882 + 60 = 6942.00.
Claim 7 — A, outpatient rehabilitation, in-network, allowed 1900.00. Deductibles met. Coinsurance 20%: 380.00. Plan: 1520.00.
A OOP: 4832 + 380 = 5212.00. Family OOP: 6942 + 380 = 7322.00.
Claim 8 — B, outpatient procedure, in-network, allowed 3300.00. Deductible met (B 1500, family 3000). Coinsurance 20%: 660.00. Plan: 2640.00.
Check OOPM: B OOP before claim 8: 2110.00. Individual OOPM 6000.00. Adding 660 → 2770.00, under 6000. Family OOP before: 7322.00; family OOPM 12000. Adding 660 → 7982.00, under 12000. So no OOPM cap kicks in.
Member responsibility: 660.00. Plan paid: 2640.00. Deductible applied: 0.00. Copay: 0.00. Coinsurance: 660.00.
Ending accumulators:
- A deductible: 1500.00, A OOPM: 5212.00 + 0 (claim 8 is B) = 5212.00
- B deductible: 1500.00, B OOPM: 2110 + 660 = 2770.00
- Family deductible: 3000.00, family OOPM: 7322 + 660 = 7982.00
Let me double-check the family OOPM: 760 (C1) + 30 (C2) + 1112 (C3) + 2020 (C4) + 2960 (C5) + 60 (C6) + 380 (C7) + 660 (C8) = let's sum: 760+30=790; +1112=1902; +2020=3922; +2960=6882; +60=6942; +380=7322; +660=7982. ✓
A OOP: 760+1112+2960+380 = 5212. ✓
B OOP: 30+2020+60+660 = 2770. ✓
Family deductible: 760 (C1) + 740 (C3) + 1500 (C4) = 3000. ✓
Note on embedded structure: the plan says "the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." So embedded. All good.
One nuance: for claim 2 and 6 (copay services), should the deductible also apply before the copay? The plan document lists copays for office visits; standard plan design: the copay applies regardless of deductible (and here copays don't credit deductible, meaning they're separate). The glossary says "Copays do not apply to the deductible unless the plan document says so." The plan document lists specific copays for these services, which I read as the member cost share being just the copay. That's the standard reading. So member responsibility = copay, plan pays remainder.
Required keys for the answer:
member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount,
ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b,
ending_family_deductible, ending_family_oopm
Values:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 660.00
- ending_deductible_a: 1500.00
- ending_oopm_a: 5212.00
- ending_deductible_b: 1500.00
- ending_oopm_b: 2770.00
- ending_family_deductible: 3000.00
- ending_family_oopm: 7982.00
The output contract says reply with exactly one fenced JSON code block and nothing else. The task says "Report the components for Claim 8, and the ending accumulators" — no prose field is requested, so just the JSON with the required keys. Format numbers as plain numbers with two decimals. In JSON, 660.00 is fine (JSON numbers can have trailing decimal). I'll write them as 660.00 etc.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Hunyuan 4 · Tencent460.6s · 13,255 out | 220.7s · 12,502 out | 253.9s · 14,078 out
Reasoning · 13,097 tokens
We need answer JSON only. Need carefully adjudicate claims sequentially per plan doc Bluebonnet PPO 1500. Need compute for each claim and accumulators. We need report components for Claim 8 (member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount) and ending accumulators for A and B, and family total after all claims? The prompt says "Report the components for Claim 8, and the ending accumulators for every member and for the family." And required keys include ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm. "Ending accumulators" means after adjudicating all claims (Claims 1-8). Components for Claim 8 are at time of Claim 8, after prior claims. Need compute.
Let's parse plan:
Plan year 2026.
Deductible: Individual in-network 1500. Family in-network 3000. Embedded: individual satisfies individual deductible on their own; family deductible is also satisfied once total family credits reach family amount, whichever comes first. Out-of-network individual 3000; in and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is threshold that balance is measured against when service is out-of-network. But all claims here are in-network except none out-of-network. All claims in-network (services in-network). So applicable deductible individual 1500 in-network. Need note family deductible 3000 embedded. Under embedded, member's deductible credit counts toward both the individual and family deductible. The member's deductible is satisfied when their individual deductible (1500) met, or when family deductible (3000) met total? Wait structure: EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first. Need interpret: In embedded family deductible, there is an individual deductible embedded within family deductible; each family member has an individual deductible amount (1500). The family deductible amount is 3000. For a given member, they satisfy deductible when either their individual deductible (1500) is met by their own claims/credits, OR the family deductible (3000) is met by combined family credits. Actually typical embedded: Each family member has an individual deductible ($1500). The family also has an aggregate family deductible ($3000). Under embedded, a member's deductible is considered satisfied once either (1) that member meets their own individual deductible ($1500), or (2) the family as a whole meets the family deductible ($3000) (even if that member hasn't personally met $1500). Also, no more than a certain number? The plan says "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Wait "the family deductible is also satisfied once total family credits reach the family amount" - maybe means the family deductible (3000) is satisfied when total family deductible credits reach 3000. Then all members have satisfied their deductible? Let's read: "Individual (in-network) 1500. Family (in-network) 3000. Structure EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Typically embedded means: "Individual deductible amount applies to each covered member. Family deductible amount is the maximum total deductible that must be met by the family. Under embedded, once a member meets their individual deductible, plan pays for that member even if family deductible not met. Once the family deductible is met, the deductible is considered met for all family members (even if some haven't met individual)." The phrase "whichever comes first" seems to qualify satisfying: For any member, the deductible is satisfied when either the member's individual deductible is met, or the family deductible is met (total credits reach family amount), whichever occurs first. Actually "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Let's parse: "the family deductible is also satisfied once total family credits reach the family amount" -> family deductible satisfied. "whichever comes first" maybe refers to for individual coverage? Let's think: Each member has individual deductible of 1500. Family deductible of 3000. Since embedded, a member's deductible can be satisfied either by meeting individual deductible 1500 or by the family meeting family deductible 3000, whichever comes first. Yes.
Thus before any claim, A ded 0, B ded 0, family ded 0, OOPM all 0.
Need track:
- Deductible credits: For in-network non-preventive services subject to deductible (not copay-only? Actually office visit copays do not credit deductible, but do credit OOPM. Specialist/primary/urgent/ER copays etc: The plan lists copays: Primary care office visit 30.00 copay, Specialist office visit 60.00 copay, Urgent care 75, ER 400 (waived if inpatient admission, then subject to deductible/coinsurance), Generic retail pharmacy 15. Copays do NOT credit the deductible. Copays always credit the OOPM. For services that are office visits, the member pays a flat copay instead of deductible/coinsurance? Need read plan: "Member cost share: Coinsurance after deductible, in-network ...; Primary care office visit ... 30 copay; Specialist office visit ... 60 copay; Urgent care ... 75 copay; Emergency room ... 400 copay, WAIVED if ... subject to deductible and coinsurance; Generic retail pharmacy ... 15 copay. Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." Preventive care paid at 100%, not subject to deductible/copay/coinsurance.
Thus for primary care office visit (Claim 2 for B), service is Primary care office visit, in-network. It has allowed 190.00. What is member responsibility? The plan says Primary care office visit 30.00 copay. Is that in lieu of deductible/coinsurance? Usually yes: office visit copay applies, not subject to deductible/coinsurance, member pays $30. Allowed amount is 190, but billed 351.50, allowed 190. For in-network, member responsibility for covered service with copay: member pays copay (30), plan pays allowed minus copay? Need verify "Basis of payment: Member cost share is calculated from the ALLOWED amount. Amounts billed above the allowed amount are not member's responsibility for in-network services." So if copay is $30, plan pays allowed amount minus member copay? Typically plan pays allowed minus copay (i.e., 190 - 30 = 160). Member responsibility = 30.00 (copay). Copay does not credit deductible (so deductible remains whatever), does credit OOPM (OOPM increases by 30). Need ensure member_responsibility plus plan_paid equals allowed amount: 30 + 160 = 190, yes.
Similarly Claim 6 specialist office visit for B: allowed 210, specialist copay 60, plan paid = 210 - 60 = 150, member resp=60, deductible_applied=0 (copay does not credit deductible), coinsurance=0, copay_amount=60. OOPM credit +60.
Claim 1: A outpatient imaging, in-network. Not listed as a copay service. It is diagnostic imaging? No copay listed. So it is subject to deductible and coinsurance (in-network 20% after deductible). Allowed 760. Need apply deductible first. At time of Claim 1, A individual deductible remaining 1500 (since in-network individual 1500). Family deductible total remaining 3000. Since embedded: A's deductible satisfied when A's individual credits reach 1500 OR family total credits reach 3000. At claim 1, no prior credits. Allowed 760. Deductible applied is the amount needed to satisfy? Since A hasn't met deductible, member pays deductible until individual deductible satisfied or family satisfied. The claim allowed 760, which is less than 1500 individual remainder. So entire 760 goes to deductible? Wait deductible is the amount member pays at allowed rate before coinsurance begins. For a claim subject to deductible and coinsurance, the member responsibility is: first satisfy remaining deductible (or claim allowed, whichever smaller), then coinsurance on remainder if deductible satisfied. If the claim allowed is less than remaining deductible, then member pays full allowed as deductible credit, plan pays 0 (since deductible not satisfied, no coinsurance yet). But need check: Does member pay the allowed amount entirely as deductible? Yes, deductible is amount member pays at allowed rate before coinsurance begins. If allowed 760 and deductible remaining 1500, member responsibility = 760 (deductible), plan paid = 0? Wait after deductible satisfied, plan pays. But here after paying 760 as deductible, remaining deductible is 740, coinsurance hasn't started. Plan pays 0 for this claim. Is that correct? In many plans, before deductible is met, member pays 100% of allowed amount (the negotiated rate), plan pays 0. Yes, because coinsurance is after deductible. So Claim1: member_responsibility = 760.00, plan_paid = 0.00, deductible_applied = 760.00, copay=0, coinsurance=0. Wait check: Allowed amount 760; billed 1406 but allowed 760, member responsibility is from allowed. Amounts above allowed not member responsibility. So member pays 760 (the allowed). This credits A deductible by 760, family deductible by 760? Under embedded, credits count toward member individual and family total? Yes, deductible credits accumulate to single member deductible balance and family total? The family total deductible is sum of family credits? Yes, family total deductible accumulator moves on claims that generate cost share subject to deductible. The prompt: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Wait the family accumulator in prompt is "Family total deductible" (starting 0). So each deductible dollar credited to member also credited to family total (since family total is total family credits). So after Claim1: A ded = 760 (individual balance? Actually accumulator: amount credited toward deductible, i.e., satisfied amount? Starting 0.00, after claim, A deductible accumulator = 760.00 (amount of deductible satisfied). Family total deductible = 760.00. OOPM: A OOPM? Does deductible payment credit OOPM? Out-of-pocket maximum: member cost share including deductible, coinsurance, copays (copays always credit OOPM; deductible and coinsurance also are member cost share; do they credit OOPM? Yes, OOPM is ceiling on member cost share for plan year. Deductible and coinsurance count toward OOPM. The plan document doesn't say deductible doesn't credit OOPM. Standard: Deductible, coinsurance, copays count toward OOPM. So A OOPM increases by member responsibility (760) because deductible payment is cost share. Wait check: The accumulator "out-of-pocket" for member: in family accumulators as of before claim: A out-of-pocket 0.00. That's OOPM accumulator (amount counted toward OOPM). Deductible payments count toward OOPM, so A OOPM becomes 760. Also family OOPM total becomes 760. Need verify if plan says "Copays always credit the out-of-pocket maximum." It doesn't say deductible doesn't credit OOPM. Standard OOPM includes deductible, coinsurance, copays. So yes.
But need be careful: The family OOPM is 12000 individual in-network, family 12000? Wait plan: Out-of-pocket maximum: Individual (in-network) 6000.00; Family (in-network) 12000.00; Individual (out-of-network) 12000.00. Embedding? It says "Once a member reaches the out-of-pocket maximum the plan pays 100%...". For OOPM, there is individual 6000 and family 12000. Typical embedded: each member has individual OOPM 6000; family OOPM 12000 aggregate. But the plan didn't explicitly say embedded for OOPM? It says "Individual (in-network) 6000; Family (in-network) 12000; Individual (out-of-network) 12000." It doesn't state structure for OOPM. But the general task rules: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." That rule specifically mentions deductible under embedded. For OOPM, structure? The plan document: It lists Individual and Family OOPM. It doesn't say EMBEDDED for OOPM. But typical Bluebonnet? Since deductible is embedded, OOPM likely also embedded? Wait the prompt family accumulators include member OOPM and family total OOPM. We need compute family OOPM total. The family OOPM maximum is 12000. Need know when family OOPM satisfied: total family OOPM credits reach 12000? And member OOPM satisfied when member's individual OOPM (6000) reached or family total OOPM (12000) reached? The plan says "Individual (in-network) 6000.00; Family (in-network) 12000.00; Individual (out-of-network) 12000.00. Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It does not explicitly state embedded for OOPM but lists individual and family. Typically for family plans, OOPM is embedded as well: each member has an individual OOPM ($6000) and family OOPM ($12000); under embedded, a member's OOPM is satisfied when either their individual OOPM is met, or family OOPM is met. However, the plan text for deductible explicitly says "EMBEDDED". For OOPM it doesn't, but the task rules mention "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." That's only for deductible. Wait it says: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." It doesn't mention OOPM. But the plan says "Structure ............ EMBEDDED" under Deductible section only. For OOPM, there is no structure line. But there is Individual and Family OOPM. How to treat family OOPM? The family accumulator (family total OOPM) is like total spent by family toward OOPM. If family total reaches 12000, then family OOPM met. Does that satisfy every member's OOPM? Usually yes: when family OOPM met, no member pays further cost share. The plan: "Family (in-network) 12000.00" under OOPM. It doesn't say embedded, but by listing family amount, it's an aggregate family OOPM. Since this is a family plan, there is a family OOPM. If total family OOPM credits reach 12000, the OOPM is satisfied for the family. Also each individual has 6000 individual OOPM; if a member individually reaches 6000, that member's OOPM is satisfied (embedded OOPM). Wait does the plan say embedded for OOPM? Actually the deductible section says "Structure ... EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." This means there is an embedded deductible. For OOPM, the section just lists individual and family amounts. It might be interpreted as: Individual OOPM 6000; Family OOPM 12000. Often family OOPM is aggregate, not embedded, unless stated. But the prompt family accumulators table includes "Family total out-of-pocket 0.00". That suggests family total OOPM accumulator. And required keys include ending_family_oopm. The family OOPM max is 12000. The family total OOPM accumulator is the sum of member OOPM credits? Yes. Under an aggregate family OOPM, the family OOPM is satisfied when total family credits reach 12000. But if there is also an individual OOPM of 6000, then a member's OOPM is satisfied when either their individual OOPM reaches 6000 (embedded individual) or the family total reaches 12000 (family aggregate)? Hmm.
Let's examine task rules: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This only explicitly defines how to satisfy deductible: lesser of individual remainder and family remainder. Wait "satisfied by the lesser of their individual remainder and the family remainder" means? Let's parse: Under embedded, a member's deductible is satisfied by the lesser of their individual remainder and the family remainder. That seems to say: When a claim occurs, the amount applied to the member's deductible is the lesser of (remaining individual deductible) and (remaining family deductible)? Or satisfaction? Actually: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Wait if individual remainder is 1500, family remainder is 3000, the lesser is 1500, so member must satisfy 1500? That matches individual deductible. If family remainder is 500 and individual remainder is 1500, the lesser is 500, so member's deductible is satisfied once 500 more is credited (because family deductible will be met with 500 more total family credits)? Let's think. Suppose family total deductible credits so far = 2500 (family remainder 500). A's individual deductible credits = 1000 (individual remainder 500). The lesser of individual remainder (500) and family remainder (500) is 500. So A needs 500 more to satisfy deductible. That matches both. Suppose family total = 2800 (family remainder 200), A individual = 1000 (individual remainder 500). Lesser is 200 (family remainder). So if A incurs a claim, only 200 of deductible is needed from A to satisfy? Actually because once family total credits reach 3000 (needs 200 more), the family deductible is satisfied, which satisfies A's deductible (family amount reached). So A's remaining deductible needed is 200, not 500. That is the "lesser of individual remainder and family remainder": the amount of further deductible credit required for this member to satisfy their deductible is the lesser of (1500 - A_ind_credit) and (3000 - fam_credit). Yes! This is the standard embedded calculation: member's deductible is satisfied when either they personally meet 1500, or family total meets 3000. Therefore, the remaining amount to satisfy the member's deductible is min(individual_remaining, family_remaining). And when crediting a claim, the deductible applied cannot exceed that min, because once that min is credited, deductible is satisfied for the member (and family maybe). Actually need compute per claim: The maximum deductible that can be applied for this member on this claim is the lesser of the member's individual remaining deductible and the family remaining deductible. Because if the member applies that amount, either their individual deductible is met (if individual remaining is smaller) or family total reaches 3000 (if family remaining is smaller). After that, deductible is satisfied for the member (and if family remaining was the lesser and hits zero, family deductible satisfied for all members). The rest of the allowed amount for that claim (if any) is subject to coinsurance (20% in-network). Also, if the member's deductible was already satisfied before the claim (i.e., individual credit >=1500 or family credit >=3000), then no deductible applies; entire allowed after? Wait if already satisfied, member pays coinsurance on entire allowed (no deductible). Good.
Thus we must track for each claim: member individual deductible credit (A_ded_credit, B_ded_credit) and family total deductible credit (fam_ded_credit). Individual deductible in-network threshold =1500. Family threshold=3000. Remaining individual = max(0, 1500 - member_credit). Remaining family = max(0, 3000 - fam_credit). The deductible that can be applied to json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 12,342 tokens
We need to adjudicate claims in order for family with two members A (subscriber) and B (spouse). Start accumulators: A deductible 0, oopm 0; B deductible 0, oopm 0; family deductible 0, family oopm 0.
Plan: Bluebonnet PPO 1500. Individual deductible in-network 1500, family 3000 embedded. Out-of-network individual 3000. In and out deductible credits accumulate to a SINGLE member deductible balance. The amount above (which? individual OON 3000? Or it says Out-of-network (individual) 3000.00; then "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network.") But all services here are in-network, so OON not relevant? All claims are in-network. So we only care in-network individual deductible 1500, family 3000 embedded.
OOP max: Individual in-network 6000, family in-network 12000, individual OON 12000. Once member reaches OOP max plan pays 100% allowed for remainder. Do copays and coinsurance and deductible credit OOPM? Yes, standard: Deductible, coinsurance, copays count toward OOPM? Actually OOPM is ceiling on member cost share. Deductible payments count toward OOPM (since they are member cost share). Copays always credit the OOPM. Coinsurance counts. Deductible credits count? The document says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." It doesn't explicitly say deductible credits OOPM, but OOPM definition: ceiling on member cost share. Deductible is member cost share (amount member pays at allowed rate before coinsurance). So deductible payments count toward OOPM. Also "Premiums and non-covered services never count toward it." So yes, deductible counts.
Structure: EMBEDDED — individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever comes first. Under embedded, a member's deductible is satisfied by the lesser of their individual remainder and the family remainder. Important: once a member satisfies their individual deductible (1500), they no longer pay deductible on subsequent claims, regardless of family remainder? Let's parse: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." And the family rules: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Wait that was in the Task Family rules: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Let's interpret carefully.
We have two members. Family deductible 3000 embedded. Individual deductible 1500. In an embedded family deductible, each family member has an individual deductible (1500) and there is a family maximum (3000). Typically: No individual can pay more than 1500 toward deductible. Once a member meets their 1500 individual deductible, they are considered to have met deductible for the year, and further services for that member are subject only to coinsurance/copay/OOPM, not deductible, even if family deductible not met. And once the total family deductible credits reach 3000, the family deductible is considered met for all members (i.e., everyone is considered to have met deductible), even if some individuals haven't personally paid 1500. The phrase "whichever comes first" means either an individual meets their own 1500 (then that individual stops paying deductible), or the family total credits reach 3000 (then all individuals stop paying deductible). The Task Family rule: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." So for a given claim, the amount of deductible that can be applied is limited by the lesser of (individual deductible remaining for that member) and (family deductible remaining). Because once family remainder is 0, family deductible satisfied, so no deductible applied for anyone. And once individual remainder is 0, that member pays no more deductible. Wait, "the lesser of their individual remainder and the family remainder"? Let's test: Suppose member individual remainder is 200, family remainder is 1000. Lesser is 200. So they can apply up to 200 deductible (i.e., they meet individual deductible). Suppose member individual remainder is 1000, family remainder is 200 (i.e., family total near 3000). Then lesser is 200, so the member can only have 200 of deductible applied (because family deductible will be met after 200 more family-wide credits). After that, family remainder is 0, so deductible satisfied for everyone (family deductible met). That matches typical embedded: family deductible is met when total family credits reach 3000; after that no one pays deductible. And an individual can't pay more than 1500 individually. So for each claim, the deductible_applied is min(individual remaining deductible for that member, family remaining deductible, allowed amount? Actually deductible applied is the amount of the allowed amount that goes to satisfying deductible, which is the portion of allowed up to the remaining deductible need. Since after deductible satisfied, coinsurance applies to remaining allowed (or copay for certain services). But some services have copays (office visits) and some are subject to deductible/coinsurance (outpatient imaging? Actually imaging in network: not listed as preventive, not office visit, so subject to deductible and coinsurance? Let's check: "Member cost share: Coinsurance after deductible, in-network 20% member / 80% plan. Primary care office visit 30.00 copay. Specialist office visit 60.00 copay. Urgent care 75.00 copay. Emergency room 400 copay ... Generic retail pharmacy 15 copay. Copays do NOT credit the deductible. Copays always credit the OOPM. Preventive care ... paid at 100% not subject to deductible coinsurance or copay."
So for services that are not office visits, ER, urgent care, pharmacy, preventive: e.g., outpatient imaging, ambulatory surgery, outpatient infusion, inpatient admission, outpatient rehabilitation, outpatient procedure: these are subject to deductible then coinsurance (20% in network) after deductible is satisfied. Are any of these preventive? No. So they follow: member pays all of allowed amount until deductible satisfied (up to applicable deductible limit), then pays 20% coinsurance on the rest. No copay.
For office visits (primary care, specialist): copay is 30 or 60. "Copays do NOT credit the deductible." So member pays flat copay, plan pays rest of allowed? Wait, for a primary care office visit in-network allowed 190, billed 351.50. Typically for a copay service, the member pays the copay (30) and the plan pays the allowed amount minus copay? Or plan pays allowed minus copay? The allowed amount is 190. The copay is 30. Since copays do not credit deductible, and the copay is the member's cost share for the visit. Does the plan pay allowed_amount - copay = 160? Yes, because "Member cost share is calculated from the ALLOWED amount... Copays do NOT credit the deductible. Copays always credit the OOPM." And for a covered service with a copay, the member responsibility is the copay (not the full allowed). The plan pays the remainder of the allowed amount (allowed - copay) or allowed - member_responsibility. Since member_responsibility = copay = 30, plan_paid = allowed - 30 = 160. Wait, does the plan pay allowed minus copay, or does the provider write off billed - allowed, and plan pays allowed - copay? Yes, in-network, allowed 190, billed 351.50, provider writes off 161.50. Member pays 30 copay. Plan pays 160. That matches: member_responsibility (30) + plan_paid (160) = allowed (190). Good.
For ER: copay 400 waived if admitted. Not in claims (no ER). Urgent care none. Pharmacy none.
So for non-copay services: member_responsibility = deductible_applied + coinsurance_amount. Plan_paid = allowed - member_responsibility (since in-network, member not responsible for billed above allowed). Equivalently plan pays 80% of the post-deductible amount, plus the deductible portion is paid by member, so plan pays allowed - deductible_applied - coinsurance = allowed - (deductible_applied + 0.20*(allowed - deductible_applied)) = 0.80*allowed - 0.80*deductible_applied? Wait let's derive:
Let A = allowed, D = deductible_applied (amount of A that goes to deductible, so D ≤ remaining deductible). After deductible satisfied for this claim's remaining amount R = A - D (if D < A), coinsurance member pays 20% of R = 0.20*(A - D). Plan pays 80% of R = 0.80*(A - D). Member total = D + 0.20*(A-D) = 0.20A + 0.80D. Plan total = 0.80*(A-D) = 0.80A - 0.80D. Sum = A. If D = A (allowed fully applied to deductible, i.e., remaining deductible ≥ A), then R=0, coinsurance 0, member pays A, plan pays 0. But that only happens if allowed ≤ remaining deductible. Since deductibles are 1500 individual, and allowed amounts are large (760, 2600, etc.), we will have partial D then coinsurance.
Wait, need to check order: Deductible applies first to the allowed amount. So if member hasn't met deductible, the first dollar(s) of the allowed amount go to deductible, until deductible is exhausted (limited by individual and family remainder). Then the remainder of that allowed amount is subject to coinsurance (20% member). So on a single claim, if the claim's allowed amount straddles the exhaustion of the deductible, part is deductible, part is coinsurance.
If the member has already met their individual deductible (or family met), then deductible_applied = 0 for the claim, and coinsurance = 20% of full allowed (since no deductible). Member responsibility = 0.20*A, plan = 0.80*A.
If service is a copay service (office visit), copay_amount = flat copay (30 or 60). Deductible_applied = 0 (copays do not credit deductible). Coinsurance_amount = 0. Member_responsibility = copay_amount. Plan_paid = allowed - copay.
Need to track accumulators:
- Member's deductible accumulator: increases by deductible_applied on claims. It cannot exceed the individual deductible threshold? Actually it's measured against the individual threshold (1500) and family threshold? The member's own deductible accumulator is the amount of deductible they have paid (credited). Under embedded, a member's deductible is satisfied when their individual accumulator reaches 1500 OR the family accumulator reaches 3000. The Task says: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." That is used to compute the max deductible_applied for a claim: min(individual_remaining, family_remaining). Where individual_remaining = 1500 - member_deductible_accumulator; family_remaining = 3000 - family_deductible_accumulator. Once member_deductible_accumulator reaches 1500, individual_remaining=0, so no more deductible for that member. Once family_deductible_accumulator reaches 3000, family_remaining=0, no more deductible for anyone.
- Member's OOPM accumulator: increases by member_responsibility (all cost share: deductible_applied + coinsurance + copay). Wait, does deductible_applied count toward OOPM? Yes, it's member cost share. Copays count. So OOPM accumulator increases by the member_responsibility for the claim (since member_responsibility includes deductible, coinsurance, copay). Actually OOPM accumulator = total member cost share paid YTD. So add member_responsibility.
- Family deductible accumulator: increases by deductible_applied on each claim (sum across members). It cannot exceed 3000? It will be capped at 3000? Actually family deductible credits reach family amount; once total family credits reach 3000, family deductible satisfied. The family accumulator should be the total credited to family deductible, i.e., sum of deductible_applied. Since no claim can push it beyond 3000 (because family_remaining limits deductible_applied), it will max at 3000.00.
- Family OOPM accumulator: increases by each member's member_responsibility (cost share) on claims. It cannot exceed 12000? Actually family OOPM is 12000. "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." The OOPM has individual in-network 6000, family in-network 12000, individual OON 12000. For embedded? It says "Individual (in-network) 6000, Family (in-network) 12000". Structure for OOPM? Not explicitly said embedded or aggregate, but given the pattern and typical plans, OOPM is usually embedded too? Wait, the deductible section explicitly says "Structure: EMBEDDED". The OOPM section does not state structure. But the task family rules say: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." That's specifically about deductible. For OOPM, they gave "Individual (in-network) 6000, Family (in-network) 12000, Individual (out-of-network) 12000. Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." The phrase "Once a member reaches the out-of-pocket maximum" suggests individual OOPM: each member has an individual OOPM of 6000 in-network. And there is a family OOPM 12000. Is the family OOPM embedded or aggregate? Usually family OOPM is also embedded: no individual pays more than 6000, and once family total reaches 12000, everyone is considered to have met OOPM. The task does not give a rule for OOPM structure except "Individual (in-network) 6000, Family (in-network) 12000". In the Deductible section they explicitly said EMBEDDED. For OOPM, they didn't repeat "Embedded". But the rule "Once a member reaches the out-of-pocket maximum the plan pays 100%..." indicates individual OOPM: when member's own OOPM accumulator reaches 6000, that member's cost share stops (plan pays 100%). What about family OOPM? "Out-of-pocket maximum: Individual (in-network) 6000, Family (in-network) 12000". Usually in an embedded family OOPM, the family OOPM is satisfied when the total family OOPM credits reach 12000, and then all members are considered to have met OOPM. And no individual pays more than 6000. The task asks for ending_family_oopm, so we need to track family OOPM accumulator: sum of member_responsibility (cost share) across members, capped at 12000? And individual OOPM accumulators capped at 6000? Wait, the task asks for ending_oopm_a and ending_oopm_b: these are the members' out-of-pocket accumulators. They should be the total cost share each member has paid, up to the individual OOPM (6000) or family? Actually if family OOPM is met, does everyone's individual OOPM accumulator stop at whatever they paid? The accumulators are the YTD amounts credited. If family OOPM is met at 12000 total, the plan pays 100% for remainder. The members' individual accumulators would be whatever they have paid so far (which could be less than 6000 if family total hit 12000 first). But the individual OOPM (6000) means no member can be required to pay more than 6000; once member's own accumulator hits 6000, they stop paying. Also if family total hits 12000, everyone is considered to have met OOPM, so they stop paying (and their accumulators are their totals, which sum to 12000? Actually if family is embedded, the sum of individual OOPM accumulators can equal 12000 when family OOPM is met, but individuals could be below 6000. For example, A pays 5000, B pays 7000? But B cannot exceed 6000 individually, so B would stop at 6000. So max sum is 12000 if two members each pay 6000. Since there are only two members, and individual max is 6000 each, the family max 12000 is exactly 2 * 6000. So family OOPM is effectively the sum of individual OOPM caps; once total reaches 12000, all have met. And individual accumulators cap at 6000 each. So we just track individual OOPM accumulators, capped at 6000, and family OOPM = sum of individual OOPM accumulators? But wait, the cost share that counts toward family OOPM is the total member_responsibility added. Since each member's responsibility adds to their own OOPM and to family OOPM. If a member is already at OOPM (6000), further claims for that member have member_responsibility = 0 (plan pays 100%), so no more added to family. If family OOPM reaches 12000 (sum of both members' OOPM = 12000), then both members are at OOPM? With two members each capped at 6000, if sum is 12000, both are at 6000. So yes.
But careful: Are the OOPM accumulators (ending_oopm_a, ending_oopm_b) the amounts counted toward OOPM (i.e., total member cost share paid), or the remaining? The task says "ending_oopm_a (for A (subscriber))". In the starting accumulators, they show "deductible 0.00 out-of-pocket 0.00". That's the accumulator (the amount credited YTD). So ending_oopm_a is the YTD out-of-pocket accumulator for A, i.e., total cost share A has paid (credited toward OOPM). It should be capped at 6000 if reached. Similarly deductible accumulator is amount credited toward deductible, capped at 1500 for individual (or family? Actually if family deductible met, individual accumulator might be less than 1500 but they are considered satisfied. The accumulator is the amount they actually paid toward deductible. The question: "ending_deductible_a" is the deductible accumulator for A, i.e., the amount of deductible A has credited. If family deductible is met before A individually reaches 1500, A's individual deductible accumulator would be whatever A paid (say 1000), but A is considered to have met deductible because family met. The accumulator (ending_deductible_a) should be the amount credited, which is 1000, not 1500. Because it's a running total of what they paid. The task says "ending_deductible_a" as an accumulator. Starting is 0. Each claim adds deductible_applied. So it's the actual credited amount, not the remaining. And family_deductible is total credited toward family deductible, capped at 3000.
Let's verify with the task example: "ending_deductible_a, ending_oopm_a (for A (subscriber))". Accumulator = running YTD total. So yes, amount credited.
Now we need to process Claims 1-8 and report components for Claim 8 and ending accumulators.
Let's list claims with details:
Start:
A: ded=0, oop=0
B: ded=0, oop=0
Fam: ded=0, oop=0 (family oopm accumulator? We'll track fam_oop = 0; but ending_family_oopm is the family out-of-pocket accumulator, sum of member responsibilities, capped at 12000? We'll track as sum of member_responsibility added, but cannot exceed 12000 total. Since there are only 2 members and individual caps 6000, sum will not exceed 12000 unless both hit 6000, which is 12000. So okay.)
Claim 1 — 2026-01-06 — A
Service: Outpatient imaging, in-network. Not a copay service, not preventive. Allowed = 760.00.
A's individual deductible remaining = 1500 - 0 = 1500.
Family deductible remaining = 3000 - 0 = 3000.
Max deductible_applied = min(1500, 3000) = 1500. But allowed is 760. So deductible_applied = 760 (entire allowed goes to deductible, since deductible not yet met and allowed < remaining deductible).
So D1 = 760.00.
After D=760, remaining allowed = 0. Coinsurance = 0.
Copay = 0.
Member_responsibility = 760.00.
Plan_paid = allowed - member_resp = 760 - 760 = 0.00.
Accumulators update:
A ded = 760.00. A oop = 760.00 (adds 760).
B unchanged.
Family ded = 760.00. Family oop = 760.00 (total cost share). Wait family oop adds A's member_responsibility 760.
Check A ded remaining = 1500 - 760 = 740.
Family ded remaining = 3000 - 760 = 2240.
Claim 2 — 2026-01-22 — B
Service: Primary care office visit, in-network. Allowed = 190.00. Copay = 30.00 (primjson{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 13,917 tokens
We need to adjudicate claims sequentially for Bluebonnet PPO 1500. Need to output components for Claim 8 (member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount) and ending accumulators: ending_deductible_a, ending_oopm_a; ending_deductible_b, ending_oopm_b; ending_family_deductible, ending_family_oopm.
We need parse plan. Family accumulators start at 0 for all: A ded 0, OOP 0; B ded 0, OOP 0; Family total ded 0, OOP 0.
Plan details:
Deductible: Individual in-network 1500.00, Family in-network 3000.00. Structure EMBEDDED — individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever comes first.
Out-of-network individual 3000; in and out of network credits accumulate to a SINGLE member deductible balance. Above is threshold measured when service is OON. All claims here are in-network. So we only use in-network deductible thresholds: individual 1500, family 3000. Embedded means each member's own deductible balance measured against individual 1500. Family deductible is satisfied once total family credits (sum of member deductible credits? under embedded structure, family deductible also satisfied once total family credits reach family amount) reach 3000, whichever comes first. Need interpret: Under embedded structure, an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach family amount, whichever comes first. This is a typical embedded deductible: family deductible is aggregate of all family members' deductible expenses; each individual has an embedded individual deductible. Once aggregate family deductible is met, plan pays for everyone? Wait typical: In an embedded deductible, the family deductible is the total family deductible; each family member has an individual deductible embedded within it. Once a member meets their individual deductible, plan starts paying for that member, even if family deductible not met. The family deductible is met when the total of all family members' applied deductible amounts reaches the family deductible amount. At that point, coinsurance (or plan payment) begins for all members? Actually after family deductible is met, all members are considered to have met their deductibles (the plan pays for all). But the plan document says: "Structure EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." It also says earlier: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Wait that's from harness rules: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Let's re-read harness family rules:
"Rules for the whole family:
- Adjudicate claims in the order listed. Each claim updates the accumulators the next claim is measured against, for the member AND for the family.
- A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder."
Wait "satisfied by the lesser of their individual remainder and the family remainder"? That seems to define how much deductible is applied to a claim: The amount of deductible a member must pay before coinsurance starts is limited by the lesser of (their individual deductible remaining) and (family deductible remaining). Actually "a member's deductible is satisfied by the lesser of their individual remainder and the family remainder" could mean: When calculating how much of a claim applies to deductible, the deductible applied is the lesser of the remaining individual deductible and the remaining family deductible? Let's parse carefully.
In standard embedded deductible: Each individual has an individual deductible amount (e.g., 1500). The family has a family deductible amount (e.g., 3000). Deductible expenses for each member count toward both their individual deductible and the family deductible. Once a member's individual deductible is met, that member's subsequent claims are subject to coinsurance (no deductible). Once the family deductible is met (total expenses across all members reach 3000), then all members are considered to have met deductible, and no further deductible applies to any member, even if some members haven't individually met their 1500.
But the harness says: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This seems slightly different: It suggests that the amount of deductible that must be satisfied (i.e., the threshold for that member?) is the lesser of their individual remaining deductible and the family remaining deductible. Wait "a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Maybe they mean: The deductible applied on a claim (the amount credited to deductible) is the lesser of: (1) the remaining amount needed to satisfy the member's individual deductible (individual remainder), and (2) the remaining amount needed to satisfy the family deductible (family remainder). Because any amount credited to the member's deductible also credits the family deductible. So the maximum deductible that can be applied on a claim (assuming no other cap) is the remaining amount to satisfy the family deductible, but also cannot exceed the member's individual remaining deductible (because once individual is met, no more deductible for that member; and after family met, no more deductible for anyone). Actually the deductible applied on a claim for a member is the amount of allowed that is allocated to deductible before coinsurance. That amount cannot exceed the member's remaining individual deductible (1500 minus what they've already credited), because once they hit 1500 individual, their deductible is satisfied and further claims have no deductible (they go to coinsurance). Also it cannot exceed the remaining family deductible (3000 minus family total credited), because once the family total hits 3000, family deductible is satisfied and no further deductible for anyone. Therefore the deductible applied = min(remaining individual deductible for that member, remaining family deductible, allowed amount). Since the allowed amount is usually larger. So "member's deductible is satisfied by the lesser of their individual remainder and the family remainder" = the deductible amount that can be applied is limited by the lesser of those two remainders. Yes.
Let's also note: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." So when deductible is applied, both member deductible accumulator and family deductible accumulator increase by the deductible applied amount.
Out-of-pocket maximum: Individual in-network 6000, Family in-network 12000. Individual out-of-network 12000. Once a member reaches OOP max, plan pays 100% of allowed for covered services remainder of year. Need compute OOP accumulators. What counts toward OOP? Deductible amounts, coinsurance amounts, copays. Copays always credit OOPM and do NOT credit deductible. Deductible amounts: do they count toward OOPM? Yes, generally deductible and coinsurance and copays count toward OOP maximum. Plan doc says: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't explicitly say deductible counts toward OOPM, but in standard plans, yes. Also the harness glossary: OOPM is ceiling on member cost share for plan year. Cost share includes deductible, coinsurance, copays. So all member responsibility (deductible, coinsurance, copay) counts toward OOPM. Need check: "Copays always credit the out-of-pocket maximum." And deductible? Not said but member cost share includes deductible. Let's verify: Deductible: amount member pays at allowed rate before coinsurance begins. So it's member cost share. OOP maximum: ceiling on member cost share. So deductible counts. So OOP accumulator increases by total member responsibility (deductible_applied + copay_amount + coinsurance_amount) on each claim. Family OOP accumulator increases by total family member cost share? The family OOP max is 12000. Under embedded? OOP maximum structure: Individual in-network 6000, Family in-network 12000. Is it embedded or aggregate? The plan says "Out-of-pocket maximum: Individual (in-network) 6000.00; Family (in-network) 12000.00; Individual (out-of-network) 12000.00; Once a member reaches the out-of-pocket maximum the plan pays 100%..." It does not explicitly say embedded or aggregate for OOPM. But harness family rules: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." That specifically mentions deductible under embedded. For OOPM, typical family OOP max may be embedded as well? But not specified. However, the plan lists Individual OOP max 6000 and Family OOP max 12000. In many plans, OOP max is embedded similarly: each individual has 6000 embedded, and family total is 12000. But the plan doesn't say "Structure EMBEDDED" for OOPM; only under Deductible section it says Structure EMBEDDED. Under OOPM it just says Individual 6000, Family 12000. Once a member reaches OOP max, plan pays 100% for that member. It doesn't say family OOP max works as aggregate or embedded. Need infer from typical and from harness? The harness rules: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." It doesn't mention OOPM structure. But we must track both member OOP accumulator and family OOP accumulator. The family OOP max is 12000. The question asks ending_oopm_a and ending_oopm_b (member OOP accumulators, I think, not remaining? "ending_oopm_a" means ending out-of-pocket accumulator for A? Or ending remaining OOP max? Let's read keys: ending_deductible_a, ending_oopm_a (for A (subscriber)), ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm. The starting accumulators given: "FAMILY ACCUMULATORS as of the moment before Claim 1: A (subscriber) deductible 0.00 out-of-pocket 0.00; B deductible 0.00 out-of-pocket 0.00; Family total deductible 0.00 out-of-pocket 0.00". They call them "out-of-pocket" accumulators (the amount accumulated toward OOPM, i.e., year-to-date OOP expenses). They are accumulators, not remaining. At start, out-of-pocket accumulator = 0.00. So ending_oopm_a is the ending accumulator (total member cost share credited to OOP for A) after all claims. Similarly ending_deductible_a is the total deductible credited (met) for A? Wait they call it "deductible" accumulator: starting deductible 0.00. So ending_deductible_a is the amount of deductible credits accumulated (i.e., how much of deductible has been satisfied/credited) for member A. It is not the remaining deductible. The accumulator is the running total of deductible credits. Yes: "Accumulator: the running year-to-date total of a member's deductible or OOPM." So ending_deductible_a is the total deductible amount credited to A's deductible (i.e., satisfied). It cannot exceed individual deductible 1500? Wait under embedded, a member's deductible accumulator can go up to their individual deductible 1500? Actually once individual remainder is 0, deductible is satisfied; the accumulator (credits) equals 1500 (if fully met). But could it exceed? No, because deductible applied cannot exceed remaining individual deductible. So ending_deductible_a max 1500. For B, max 1500. Family deductible accumulator is total credits across family; can go up to family deductible 3000 (since once family remainder is 0, family deductible satisfied and no more deductible applied to anyone, so family accumulator max 3000). Wait but if family accumulator reaches 3000, family deductible satisfied, and no more deductible applied, so family deductible accumulator stops at 3000. Under embedded, can family deductible accumulator exceed 3000? The rule: family deductible is also satisfied once total family credits reach family amount. After that, no more deductible credits. So family accumulator caps at 3000. Similarly, individual OOP accumulator caps at 6000? Actually once a member reaches their individual OOP max (6000), plan pays 100% for that member. But family OOP max is 12000. If family OOP accumulator reaches 12000, does that mean all members have reached OOP max? Or is it embedded? Need determine. But the plan doesn't say embedded for OOPM; it says "Individual (in-network) 6000.00; Family (in-network) 12000.00; Once a member reaches the out-of-pocket maximum the plan pays 100%..." This implies each member has an individual OOP max of 6000. Once THAT member reaches 6000, plan pays 100% for that member. The family OOP max of 12000 is the total family OOP accumulator? In many plans, the family OOP max is aggregate: once the family's total OOP reaches 12000, everyone is considered to have met OOP max. But if it's embedded, each member has embedded individual 6000 within family 12000. The document does not specify "embedded" for OOPM. However, the harness rules say: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." It only defines embedded for deductible. For OOPM, maybe the plan uses the same structure? Or maybe the family OOPM is aggregate: the family accumulator must reach 12000, but members have individual OOP max 6000; once a member's own accumulator reaches 6000, plan pays 100% for that member (individual OOP max reached). The family accumulator is just sum of member cost shares; if it hits 12000, then... does plan pay 100% for everyone? The plan says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It refers to "a member reaches the out-of-pocket maximum". Which maximum? The individual one (6000) or family? Usually a member reaches their individual OOP max. The family OOP max is a separate aggregate; once family total reaches 12000, all members are considered to have reached their OOP max. But the document doesn't explicitly state that. It just lists Family (in-network) 12000.00. It doesn't say "structure embedded". But maybe we should treat OOPM similarly to deductible? Wait the deductible section explicitly says "Structure EMBEDDED". The OOPM section does not. It says "Individual (in-network) 6000.00; Family (in-network) 12000.00; Individual (out-of-network) 12000.00; Once a member reaches the out-of-pocket maximum the plan pays 100%...". It says "the out-of-pocket maximum" singular. Which one? There are multiple: individual in-network, family in-network, individual out-of-network. For an in-network claim, the relevant OOP max is individual in-network 6000 or family in-network 12000. Since all claims are in-network, we use in-network OOP max. There is an individual OOP max 6000 and a family 12000. The phrase "Once a member reaches the out-of-pocket maximum" likely means once the member's accumulated OOP (member cost share) reaches the individual OOP max (6000), the plan pays 100% for that member. But what is the family OOP max for? In a family plan, there is a family OOP max; when the family's total OOP reaches 12000, the plan pays 100% for all family members. But if it's not embedded, it's aggregate: the family deductible/OOP? Wait for OOP max, many plans have embedded individual OOP max within family OOP max, meaning no member pays more than 6000, and total family OOP cannot exceed 12000. But the document didn't say embedded. However, the harness family rules say "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." That is specifically about deductible, not OOP. So for OOPM, maybe it's aggregate? Let's examine typical Bluebonnet PPO? Synthetic. It says: "Out-of-pocket maximum: Individual (in-network) 6000.00; Family (in-network) 12000.00; Individual (out-of-network) 12000.00; Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." There's no "structure" line. So we must apply as written: There is an individual OOP max of 6000 in-network. There is a family OOP max of 12000 in-network. Once a member reaches the out-of-pocket maximum (which one?) the plan pays 100%. If a member reaches their individual OOP max of 6000, they have reached "the out-of-pocket maximum" (the individual one). If the family reaches 12000, all members have reached the family OOP max. But does the document say family OOP max triggers 100% for all? It says "Once a member reaches the out-of-pocket maximum...". That sounds member-specific. The family OOP max might just be an aggregate cap: once family total reaches 12000, then every member is considered to have reached their OOP max? Not explicitly. But why list family OOP max if not? It must have an effect. Usually, the family OOP max is the total amount the family will pay in cost sharing; once met, plan pays 100% for all. So we need to apply both: track member OOP accumulator (credits toward individual 6000) and family OOP accumulator (total credits toward family 12000). When a member's OOP accumulator reaches 6000, that member's cost share is $0 (plan pays 100% of allowed) for subsequent claims. When the family OOP accumulator reaches 12000, all members have $0 cost share for subsequent claims (plan pays 100%). But is the family OOP accumulator capped at 12000? Yes, once it hits 12000, no more OOP credits. Similarly, member OOP accumulator capped at 6000 (or maybe family OOP max if embedded? Actually if a member reaches 6000 individual, they stop having cost share, but their OOP accumulator might stop at 6000; if family reaches 12000 later, the family accumulator stops at 12000). Need check: If family OOP max is aggregate (non-embedded), does an individual member's OOP accumulator stop when they individually reach 6000? The plan says individual OOP max is 6000. So once a member's own OOP accumulator hits 6000, they've met the individual max, plan pays 100% for them. So their OOP accumulator cannot go beyond 6000 (they won't have more cost share). The family accumulator continues to accumulate other members' cost share until it hits 12000. If family hits 12000, everyone's OOP max is met, but individual accumulators are already capped at 6000? Wait if family OOP max is 12000 and there are two members, each with individual 6000, then the sum of individual maxes is 12000. So family 12000 = 2 * 6000. This is exactly an embedded structure where family OOP = sum of individual OOPs (for two members). In this case, family OOP max is just the sum of the individual OOP maxes (since 2 members). Actually 2 * 6000 = 12000. So the family OOP max is not a separate aggregate lower than sum; it's exactly the sum of two individual maxes. That means the family OOP max will be reached only when both members have collectively hit 12000, which could happen if both hit 6000, or one hits 6000 and the other 6000, etc. Since there are two members, the family OOP max of 12000 is essentially the total of individual OOP mjson{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Flash · Alibaba113.6s · 6,705 out | 38.4s · 4,125 out | 128.7s · 7,049 out
Reasoning · 6,513 tokens
We need answer JSON only. Need analyze carefully.
We need adjudicate claims in order, update accumulators member and family. Plan: Bluebonnet PPO 1500. 2026.
Deductible individual in-network 1500, family in-network 3000, embedded. OON thresholds but all in-network. OOPM individual in-network 6000, family in-network 12000. Copays do not credit deductible, always credit OOPM. Coinsurance after deductible in-network 20/80. Services: outpatient imaging, primary care office visit, ambulatory surgery, outpatient infusion, inpatient admission, specialist office visit, outpatient rehab, outpatient procedure. No preventive? None specified preventive. Need apply copays: primary care office visit copay 30, specialist office visit copay 60. Others no copay, subject deductible/coinsurance. Billed ignored, allowed used. Need ensure member_responsibility + plan_paid = allowed for Claim 8. Report components for Claim 8 and ending accumulators after Claim 8.
Need be careful about OOPM stops cost share. Once member reaches individual OOPM 6000, plan pays 100% for covered services for remainder plan year. Family OOPM 12000? Once family? It says individual reaches, plan pays 100 for remainder. Need maybe family OOPM also caps aggregate; likely individual and family OOPM both. Need determine cost share components capped by remaining OOPM. Need calculate.
Family accumulators before Claim1 all zero.
Embedded deductible: individual threshold 1500, family threshold 3000. Deductible credits: for each deductible-applied service, member pays lesser of (allowed? until deductible?) Actually deductible applied until individual deductible satisfied or family deductible satisfied? Plan says EMBEDDED — individual satisfies individual deductible on their own; family deductible is also satisfied once total family credits reach family amount, whichever comes first. In network deductible accumulates single? It says Individual/Family. So for in-network, deductible threshold individual 1500; family 3000. Embedded: an individual deductible applies, but family deductible can be satisfied by total. For a member with own deductible remaining r_i, family remaining r_f. Claim deductible cost share = allowed amount up to lesser? Usually embedded deductible: each individual has $1500 deductible, but no more than $3000 for family. That means if family deductible has been met, all individuals deductible met? Or can family deductible satisfy individual? Need interpret: an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach family amount, whichever comes first. This wording might mean individual deductible threshold is min(1500, remaining family deductible) if family threshold lower due to other members? "whichever comes first" between individual satisfying own 1500 and family total reaching 3000. So yes, individual deductible can be satisfied by paying up to 1500 individually, or family deductible can be met once total credits reach 3000, at which point plan pays? But for subsequent claims for someone who hasn't individually met $1500? In typical embedded, individual deductible applies; if family deductible met, no further deductible for any member? But not exactly: embedded family deductible has individual limits and family cap. Once family cap met, deductible satisfied for all? The plan wording: "individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." It may mean deductible threshold for any member is lesser of their own remaining individual and remaining family? Let's analyze.
We have A and B. A deductibles Claim 1 760. B PCP copay doesn't deductible. A Claim3 surgery 2600 after copay? Let's see if Claim1 A 760: A ind rem 1500-760=740, family rem 3000-760=2240. Claim3 A allowed 2600: deductible applied = lesser(ind rem 740, family rem 2240)=740. Coins after deductible = 1860*20%=372. If family deductible not satisfied, no further deductible for A, A deductible met. This makes sense. If family total after claim3: 3000. A OOPM: 760+372=1132.
Then B infusion Claim4 4100: family deductible met, B ind deductible remaining? If embedded with family cap, once family deductible met, no deductible for B (individual deductible considered met? In typical family deductible, yes if family deductible met then no one owes deductible. But if B individually hasn't met 1500? Hmm typical embedded: no individual deductible exceeds family deductible, but family deductible is aggregate; once family deductible met, no further deductible. If individual hasn't met own deductible? In health insurance, if family deductible is met, everyone's deductible considered met even if one member incurred all. "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." That suggests A could satisfy individual; family could be satisfied collectively. Once family satisfied, cost share moves to coinsurance for all. For B infusion deductible_applied should be 0 if family deductible met; coinsurance 20% 4100=820; B OOPM 820. But B's individual deductible not met? Some might require B deductible threshold min(ind rem 1500, family rem 0) = 0 so no deductible. If family rem >0, B could pay deductible up to min(ind rem, family rem). Good.
Then A inpatient Claim5 14800: A deductible 0, coinsurance 20%=2960; A OOPM before 1132, remaining to individual OOPM 4868, so coinsurance capped? 2960 <4868, so full. A OOPM 4092. Family OOPM add 2960? B OOPM 820; family OOPM = 1132+820+2960? Claim1,3,4,5: A 760+372=1132, B 820 => 1952, A inpatient 2960 => 4912. Family total deductible 3000. OK.
Claim6 B specialist copay 60, deductible no, OOPM add 60. B OOPM 880; family 4972.
Claim7 A rehab 1900: A deductible 0; coins 380. A OOPM before 4092, remaining 1908, add 380 -> 4472. family 5352.
Claim8 B outpatient procedure 3300: B deductible? family deductible met so 0; coins 660. B OOPM before 880, remaining individual 5120, full 660. family before 5352, remaining family 6648, full. member responsibility 660, plan 2640. ending B deductible? What does ending_deductible_b mean: B's accumulator amount or amount applied to deductible? They likely want running cumulative deductible credits for member B. Before family all zero, B never had deductible credit because copays don't credit deductible and after family deductible met B has 0 deductible applied; however B's individual deductible might have been satisfied? Need report accumulator? Usually ending deductible accumulators are credits, not remaining. Need decide if ending_deductible_b should be 0.00 or 1500.00? The keys: ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b. They likely ask accumulators after claim 8. Family deductibles: A and B each? If ending_deductible is member's accumulator, credits accumulated toward deductible. A: Claim1 760 + Claim3 740 = 1500. B: 0? But family deductible is met due to A only? If B is considered to have satisfied deductible because family deductible met? Need parse: "Family accumulators: A deductible, B deductible, Family total deductible". So each member has deductible accumulator (credits). Family total is sum credits? Usually yes. Then B's deductible accumulator remains 0. But does that mean B still owes deductible if family total met? In typical embedded, the member accumulator may track their own payments; family accumulator aggregate. Once family total met, no one owes deductible even if member B accumulator 0. So ending_deductible_b = 0.00 seems likely. But some measure spec might set B's individual deductible met? Need inspect wording: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This from task family rules: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Important. It says own accumulator moves on every claim that generates cost share. But copays do not credit deductible; copays credit OOPM. Does "generates cost share" include deductible and coinsurance; copay? But plan says copays do not credit deductible. So own deductible accumulator moves only by deductible_applied. Family deductible accumulator moves by deductible_applied. Under embedded, a member's deductible is satisfied by lesser of individual remainder and family remainder. This suggests if family remainder is 0, member deductible satisfied for claim, but does their own accumulator move? They say member's own accumulator and family accumulator both move on every claim that generates cost share. But if claim generates coinsurance but no deductible after family deductible met, does member's own deductible accumulator move? No, no deductible applied. The family accumulator doesn't move deductible either. The rule about both move on every claim generating cost share may mean cost share in general moves OOPM accumulators and deductible only where deductible applied? Need not over-read.
For embedded "member's deductible is satisfied by the lesser of individual remainder and family remainder" meaning deductible_applied for member = min(allowed remaining? maybe). If family remainder 0, min(1500,0)=0 -> no deductible for B. B's accumulator remains 0. However "member's own accumulator ... move" maybe not if deductible_applied=0.
Need also consider if B's individual deductible can be deemed met by family deductible and thus B's ending deductible accumulator should be 1500? But the rule says member's own accumulator and family accumulator both move on every claim that generates cost share; under embedded deductible satisfied by lesser of individual and family remainder. This doesn't say own accumulator is forced to individual limit when family cap met. In standard claims, member deductible accumulator only includes member's deductible payments. But family deductible met by A payments does not increase B's member accumulator. Yet plan may say family deductible is also satisfied once total family credits reach family amount, whichever comes first. So B's deductible status is satisfied but accumulator could be 0. The requested "ending_deductible_b" maybe expected as accumulated deductible credits. We need infer from examples? None. The key names not "remaining". The initial family accumulators: A deductible 0, B deductible 0, Family total 0. Ending likely accumulated credits: A 1500, B 0, family total 3000. But if B's deductible satisfied by family, maybe B ending deductible 1500? Let's examine plan: "Individual (in-network) 1500. Family (in-network) 3000. Structure EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." If B has no deductible payments, individual B hasn't satisfied on their own. But family satisfied. So after family satisfied, plan pays coinsurance, no deductible for B. B's individual accumulator remains 0, but deductible status met due family. In many accumulators, "member deductible accumulator" tracks member payments; family accumulator tracks all payments. For reporting, ending_deductible_b could be 0.00; ending_family_deductible = 3000.00.
Need OOPM accumulators: include copays and deductible/coinsurance. Does allowed cost share include amounts not covered? no. Copay credits OOPM. Deductible payments and coinsurance payments credit OOPM. Claim 8 components: deductible_applied? We need maybe consider B's individual deductible before Claim8? B has specialist copay, infusion coinsurance after family deductible met, so B had no deductible credits. But family deductible met, so Claim8 deductible_applied=0, coinsurance_amount = min(660, remaining OOPM? B OOPM remaining 5120, family remaining? Need track family OOPM and individual). member_responsibility = coinsurance 660 + copay 0 + deductible 0 = 660. plan_paid = allowed 3300-660=2640. But need check if B individual OOPM before Claim8 maybe 880? Let's recalc all claims accurately including caps.
Need account for family deductible before A's Claim1:
Claim1 A imaging 760, no copay. Individual deductible remaining A 1500; family rem 3000; deductible_applied = min(760,1500,3000?) Actually allowed less than both. 760. Coins 0. Member 760, plan 0. A deductible=760, family deductible=760. A OOPM=760, family OOPM=760.
Claim2 B PCP in-network allowed 190. Service is primary care office visit; copay 30. Copay does not credit deductible; always credits OOPM. Does copay replace coinsurance/deductible? Yes. If copay service, no deductible/coinsurance. But if deductible? Primary care office visit has 30 copay. So B OOPM add 30. Family OOPM add 30. deductible B remains 0, family deductible 760. A unchanged.
Claim3 A ambulatory surgery 2600. Need deductible remaining A: max(1500-760=740); family remaining: max(3000-760=2240). Embedded deductible satisfied by lesser of individual remainder and family remainder. So deductible_applied = min(2600, 740, 2240)=740. Then after deductible, remaining allowed = 1860; coinsurance 20% = 372. Need consider A OOPM remaining before Claim3: 6000-760=5240, total cost share 740+372=1112 <5240; family OOPM remaining before: 12000-790? family OOPM before Claim3 = 760+30=790, remaining 11210. So full. Member 1112, plan 1488? 2600-1112=1488. A deductible after: 1500. family deductible: 1500? Actually family deductible total credits = 760+740=1500 (since Claim2 copay no). B deductible 0. A OOPM: 760+1112=1872. Wait earlier I thought A after claim3 1132 incorrectly because forgot A deductible 760 plus coins 372? No member responsibility includes deductible and coinsurance: 1112. OOPM credit includes deductible payments too? Deductible payments are out-of-pocket costs, yes credit OOPM. So A OOPM before Claim5 should be 760 + 1112 = 1872. I earlier had 1132 using only coins? Need redo. Important.
Need understand OOPM includes deductible and coinsurance and copay. yes. Let's recalc.
Claim4 B outpatient infusion 4100. Before: A deductible 1500, B deductible 0, family deductible credits 1500, family deductible threshold 3000, remaining family 1500. B individual remaining 1500. Embedded: deductible applied for B = min(4100, B indiv rem 1500, family rem 1500) = 1500? Wait because family deductible not met. Important! Earlier I assumed family met after Claim3, but it's only 1500. So Claim4 will meet family deductible with B 1500. Then coins for B = (4100-1500)*20% = 2600*20%=520. OOPM before Claim4: A 1872 + B copay 30 = 1902? B individual OOPM before 30. family OOPM 1902. For Claim4 cost share = 1500+520=2020. B individual OOPM remaining: 6000-30=5970, full. Family remaining: 12000-1902=10098, full. B deductible credits 1500; family deductible credits 3000. B OOPM 2050. family OOPM 3922. A unchanged.
Claim5 A inpatient 14800. A deductible already 1500. family deductible met. deductible_applied=0. Coins 20%=2960. OOPM before A=1872; remaining 4128, full 2960. family OOPM before=3922; remaining 8078, full. A OOPM=4832. family OOPM=6882.
Claim6 B specialist copay 60. B deductible already met? B deductible 1500. family met. Deductible none; coins? Specialist office visit copay 60. Does copay replace cost share; yes. OOPM add 60. B OOPM=2110. family=6942.
Claim7 A outpatient rehab 1900. A deductible met; coins 20%=380. OOPM before A=4832; remaining 1168, full 380. family before=6942, remaining=5058, full. A OOPM=5212. family=7322.
Claim8 B outpatient procedure 3300. B deductible met (1500) and family met. deductible_applied=0. Coins 20%=660. B OOPM before 2110; remaining 3890; family before 7322; remaining 4678; full. Member=660, plan=2640. B OOPM ending=2770. family OOPM ending=7982. Ending A OOPM=5212. Ending B OOPM=2770. Ending family OOPM? Sum A 5212 + B 2770 = 7982. yes.
Check all member_responsibility + plan_paid Claim8 = 3300. yes.
Need consider emergency room? not here. Preventive? not here. Out-of-network? not here. Copays always credit OOPM; Claim2 and Claim6. Claim2 allowed 190, copay 30; does plan pay 160. No deductible/coinsurance. Yes.
Need consider family deductible embedded: For Claim4, we applied B deductible 1500 because family remaining 1500 and individual remaining 1500. But Claim3 A deductible 740 and family total 1500; family not met. Then Claim4 B deductible 1500 meets both B individual and family total? Wait B individual threshold 1500 and family remaining 1500. Allowed 4100, deductible_applied min(4100,1500,1500)=1500. Good.
Need consider "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This matches.
Now need check OOPM cap possibly family OOPM cap could cap total cost share. We haven't reached. A individual 5212 < 6000; B individual 2770 <6000; family 7982 <12000. If not, no caps. Good.
Need ensure copays for office visits are applied even if deductible not met? Plan says primary care office visit 30 copay; copays do not credit deductible. Typically copay not subject to deductible. Yes.
Potential ambiguity: "Allowed amount" vs billed; use allowed.
Need decide values for ending_deductible_b: B's deductible accumulator is 1500.00 because he paid 1500 deductible in Claim4. Good. Not 0. A 1500. Family total deductible 3000. B's accumulator did move. Earlier I changed. So no issue.
Need think if Claim4 allowed after deductible and coins: 1500+520=2020, plan=2080? Wait allowed 4100, member 2020, plan 2080? But coinsurance plan pays 80% of remaining 2600 = 2080. Deductible plan pays 0. Total plan 2080. yes.
Need check Claim3 plan paid: allowed 2600, member 1112 (deductible 740 + coins 372), plan 1488 (80% of 1860). yes. Claim5 plan paid: allowed 14800, member 2960, plan 11840. Claim7 plan paid: 1900-380=1520. Claim1 plan 0; Claim2 plan 160; Claim6 plan 150? Allowed 210, copay 60, plan 150. Claim8 plan 2640.
Need maybe accumulate family total deductible: after Claim4 3000.00. Ending.
Need maybe "deductible_applied" for Claim8: 0.00. "coinsurance_amount": 660.00. "copay_amount": 0.00. "member_responsibility": 660.00. "plan_paid": 2640.00.
Need output exactly fenced JSON code block and nothing else. Include all required keys. Could order not matter. Use numbers as two decimals? JSON can have numbers like 660.00? JSON numbers 660.00 are valid? Yes number token can have fraction. It preserves? JSON parser may treat as 660.0. To be safe? They asked plain with two decimal places. In JSON, 660.00 is okay? It might be accepted but parsed. The output can have 0.00. Some JSON serializers output 660.0 or 660. But text can be 660.00. Use two decimals.
Need maybe no extra keys. The keys required:
member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount,
ending_deductible_a, ending_oopm_a,
ending_deductible_b, ending_oopm_b,
ending_family_deductible, ending_family_oopm
Need maybe use ending_family_oopm key exactly, not ending_family_OOPM. yes.
Double-check if family total accumulator for OOPM is sum of member OOPM including copays? yes.
Potential nuance: Out-of-pocket maximum: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." If member reaches individual OOPM. It doesn't explicitly say family OOPM triggers plan 100% for all; but OOPM includes family amount. Need cap by remaining family? We haven't needed. If family reachedjson{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 3,933 tokens
We need answer JSON only. Need solve adjudication. Need analyze carefully.
We have plan Bluebonnet PPO 1500. Family accumulators before claim1 all zero. Claims in order. Need report components for Claim 8 and ending accumulators for A, B, family.
Need apply rules:
- Allowed amount basis. Billed irrelevant except maybe out-of-network balance bill? All in-network, billed not member.
- Deductible: individual 1500 in-network, family 3000 embedded. Out-of-network individual 3000 but all in-network. Single member deductible balance threshold 1500 when in-network.
- Structure EMBEDDED — individual satisfies individual deductible on their own; family deductible also satisfied once total family credits reach family amount, whichever comes first. For deductible applied on a claim: Under embedded, member's own accumulator and family accumulator both move. Member's deductible is satisfied by lesser of their individual remainder and family remainder? The harness gloss: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This likely means each claim applies deductible up to min(remaining individual deductible, remaining family deductible), and both deductibles reduce by that amount. If family deductible already satisfied, member can still have individual deductible? Actually embedded: individual deductible satisfies on their own; family deductible also satisfied once total family credits reach family amount, whichever comes first. For a member who has not met individual but family already met due to other members? Typical embedded: family deductible can be met by any combination, and once family deductible met, plan pays coinsurance for all members even if individual not met. But wording says individual satisfies individual deductible on their own; family deductible also satisfied once total family credits reach family amount, whichever comes first. Need clarify. The instruction: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This suggests deductible applied = min(member remaining deductible threshold? individual deductible balance? family deductible balance?) and both deductibles credited by that amount. But if family remaining is smaller than member remaining, deductible applied limited by family remaining; after family deductible satisfied, no more deductible applied for family? For subsequent member claims, deductible applied might be 0 because family remainder 0, even if member individual not met. The phrase "member's deductible is satisfied by the lesser of their individual remainder and the family remainder" means to satisfy the member? Hmm.
Let's simulate.
Claims:
1 A inpatient imaging, in-network allowed 760. Not preventive, no copay (imaging subject deductible/coins). Deductible applied: min(A indiv remaining 1500, family remaining 3000) = 760. A deductible credit 760; family deductible credit 760. Then coinsurance 20% of allowed after deductible? For services subject deductible/coins, member pays deductible applied + 20% of (allowed - deductible_applied). If allowed fully under deductible: member 760; plan 0. OOPM credit = member responsibility 760.
2 B primary care office visit in-network allowed 190. Rule: Primary care copay 30. Copays do NOT credit deductible, always credit OOPM. Is copay in addition to deductible? Usually copay applies; deductible not met? Copay doesn't affect deductible. Plan pays allowed - copay = 160, member 30. OOPM B 30; family OOPM 30.
3 A ambulatory surgery in-network allowed 2600. Before: A deductible 760/1500 remaining 740; family deductible 760/3000 remaining 2240. Claim subject deductible/coins. Deductible applied: min(A remaining 740, family remaining 2240) = 740. A reaches individual deductible; family deductible credit to 1500. Remaining allowed after deductible = 1860. Coinsurance member 20% = 372. Member responsibility = 740+372=1112. Plan = 1488. OOPM A adds 1112 -> A OOPM 1872; family OOPM 1902. A deductible now 1500 satisfied. Family deductible 1500, remaining 1500.
4 B outpatient infusion allowed 4100. Before: B deductible 0/1500 remaining 1500; family deductible 1500/3000 remaining 1500. Deductible applied: min(B indiv remainder 1500, family remainder 1500)=1500. B deductible reaches 1500; family deductible reaches 3000 (satisfied). Remaining allowed 2600. Coinsurance 20% = 520. Member = 2020, plan=2080. OOPM B 2020 (copay prior 30 + 2020 = 2050? Let's accumulate: B OOPM after claim2 30; after claim4 +2020=2050). Family OOPM 30+2020=1920? Wait after claim3 family OOPM 1902; add 2020 = 3922. Need recalc. Let's maintain all accumulators.
Let's step in tables.
Initial all 0.
After Claim1:
A: ded=760, OOPM=760
B: ded=0, OOPM=0
Family: ded=760, OOPM=760
Claim2:
A: ded=760, OOPM=760
B: ded=0 (copay no ded), OOPM=30
Family: ded=760, OOPM=790? Yes family OOPM accumulates all member cost share. 760+30=790.
Claim3:
A: ded credit 740 -> 1500, OOPM credit 1112 -> 1872
B: unchanged ded 0 OOPM 30
Family: ded credit 740 -> 1500, OOPM credit 1112 -> 1902 (1872+30? yes)
Claim4:
B: ded credit 1500 -> 1500, OOPM credit 2020 -> 2050
A: unchanged 1500,1872
Family: ded credit 1500 -> 3000 satisfied, OOPM credit 2020 -> 3922.
5 A inpatient admission allowed 14800. Before: A ded met, B ded met, family ded met. So deductible applied 0. Coinsurance 20% = 2960. Need OOPM caps: individual in-network OOPM 6000; family 12000. A OOPM before 1872, plus 2960=4832 under 6000. Family OOPM before 3922, plus 2960=6882 under 12000. Plan pays 11840. Member=2960. A OOPM 4832, family 6882.
6 B specialist office visit allowed 210. Specialist copay 60. Copays don't credit deductible but credit OOPM. Deductible met already but copay. Member=60. Plan=150. B OOPM 2110. Family OOPM 6942. A unchanged 4832. Ded unchanged.
7 A outpatient rehabilitation allowed 1900. Ded met. Coinsurance 20% = 380. A OOPM before 4832, plus 380=5212 under 6000. Family 6942+380=7322. Plan 1520.
8 B outpatient procedure allowed 3300. Ded met all. Coinsurance 20%=660. Need consider OOPM caps? Before: B OOPM 2110; adding 660 = 2770 under B individual OOPM 6000. Family OOPM 7322 + 660 = 7982 under 12000. A OOPM 5212. So member = 660. Plan = 2640. Ded applied 0, copay amount 0, coinsurance amount 660? But if coinsurance capped? No.
Ending accumulators:
A: deductible 1500.00, OOPM 5212.00
B: deductible 1500.00, OOPM 2770.00
Family deductible 3000.00, family OOPM 7982.00.
Need ensure family OOPM includes all member responsibilities including copays. Yes. But possible subtlety: family deductible embedded and individual deductible for B after family deductible met? Claim4 B applies 1500 because min. OK.
Potential issue: copay services maybe also deductible if not met? Plan says primary care office visit copay; copays do not credit deductible. Usually copay is cost share in lieu of deductible/coinsurance. Claim2 B primary care: allowed 190, B deductible not met. Does the plan apply deductible or copay? For a copay benefit, member pays copay, plan pays remainder, deductible not credited. Yes.
Potential issue: Claim 8 components: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount. For Claim 8 B outpatient procedure in-network allowed 3300. No deductible; coinsurance = 20% allowed = 660; plan = 2640. member=660.
Need ensure "coinsurance_amount" maybe actual coinsurance paid by member after caps? yes. If OOPM cap would make plan pay all? not reached. For inpatient admission Claim5, is emergency room copay waived? Not relevant. Inpatient admission is not ER? "Inpatient admission" allowed 14800. Could be subject deductible/coins. Yes.
Potential issue: Out-of-network deductible accumulates to single member deductible balance but all in-network.
Potential issue: "Allowed amount" is 14800. No preventive. No balance.
Need output exactly JSON fenced code block. Use two decimals for all amounts? JSON numbers can be 660.00? JSON numbers don't preserve trailing zeros; they are numeric. Instruction says report dollar amounts as plain number with two decimal places. In JSON, to represent 660.00, could write 660.00 which is valid JSON? JSON numbers allow fraction digits, 660.00 is valid. Use strings? No, keys expected likely numeric. Need write 0.00 etc. Use 2 decimals. Good.
Need ensure required keys exactly:
member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount,
ending_deductible_a, ending_oopm_a (for A (subscriber))
ending_deductible_b, ending_oopm_b (for B (spouse))
ending_family_deductible, ending_family_oopm
Should include all. No extra keys. Values numeric.
Let's double-check all arithmetic with alternative interpretations.
Alternative: For embedded deductible, individual deductible is satisfied by lesser of individual remainder and family remainder? We used that. But if family deductible can be met independently and then member individual deductible not required, yes. Claim4 B applies only 1500 because family remainder 1500. Good.
Alternative: Family deductible is not a separate "remainder" that limits individual deductible on each claim? Some embedded: family deductible is aggregate of individual deductibles; a member's deductible applies up to their individual, family accumulates too; even after family deductible satisfied, individual not yet met might still owe deductible? Wait typical: If individual deductible not met but family deductible is met, plan pays at coinsurance? The phrase: "EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." "whichever comes first" suggests individual can meet first, or family can meet first. If family meets first, maybe individual deductible no longer applies. The harness rule explicitly says under embedded a member's deductible is satisfied by lesser of their individual remainder and family remainder. This supports capping at family remainder.
Need consider after Claim3 A: A reaches individual deductible, family deductible 1500. Claim4 B applies 1500 deductible, meets both. Fine.
What about OOPM: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services..." This applies per member. But family OOPM? If family reaches, maybe plan pays 100% for family? Here not reached. But when calculating each claim, need check individual OOPM cap for claim before adding. Not needed except if cap would truncate coinsurance. None cap reached. But what about B's claim 4 OOPM becomes 2050, family 3922. no cap.
Potential issue: Copays always credit OOPM. For Claim2 B, OOPM 30; for claim6 B OOPM 2110. Yes.
Potential issue: Does deductible applied count toward OOPM? Yes member responsibility includes deductible. Plan says OOPM member cost share; deductible, coins, copays. Yes.
Let's test if OOPM family might include only in-network? all.
Potential issue: Claim5 A inpatient admission: allowed 14800, A OOPM before 1872, coinsurance 2960. If individual OOPM 6000, not cap. If the service after deductible: member 2960. Plan 11840. OOPM A 4832. Then Claim7: 380, OOPM 5212. If OOPM cap reached? no. If there were family OOPM cap? 7322; no.
Need maybe consider Claim7 after Claim5: A allowed 1900; if A OOPM near cap, coinsurance capped to OOPM remaining = 6000-4832=1168, 380 under. no.
Potential issue: Claim8: B OOPM before after claim7: 30+2020+60=2110? Let's recalc B OOPM: claim2 30, claim4 2020 => 2050, claim6 60 => 2110, claim8 660 => 2770. Yes.
Family OOPM: 760 +30+1112+2020+2960+60+380+660 = sum? 760+30=790; +1112=1902; +2020=3922; +2960=6882; +60=6942; +380=7322; +660=7982. OK.
Family deductible: 760+740+1500=3000. OK.
A deductible 1500, B deductible 1500.
Need perhaps "copay_amount" for Claim 8: 0.00. "coinsurance_amount": 660.00.
Need output only fenced JSON. Ensure no extra text.
Let's consider if allowed amount minus billed? no.
Potential hidden gotchas:
- Preventive care not relevant.
- ER waived not relevant.
- Outpatient procedure in-network maybe outpatient surgery? Subject deductible/coins unless specified procedure? Claim 4 infusion no copay, claim8 procedure no copay. Yes.
- "Outpatient imaging" maybe not preventive.
What about Claim1: allowed 760 below deductible 1500. But A family? yes.
What about Claim3: after deductible applied 740, member pays 740 + 20% of 2600? Some might incorrectly do 20% of full allowed, but basis after deductible. Need ensure: Coinsurance after deductible = percentage of allowed amount after deductible satisfied. Usually member pays deductible portion plus coinsurance on allowed after deductible. So our method. Good.
What about deductible_applied reported for Claim 8 maybe 0.00.
Should numbers be exactly with 2 decimal places as JSON numbers: 660.00, 2640.00, 0.00. JSON parsers accept trailing zeros? Yes. Could use 0.00. Some systems may parse to float; ok.
Need final only code block. Since requested exactly one fenced JSON code block and nothing else. Use ```json.
Let's produce.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 6,857 tokens
We need solve claims sequentially. Need final JSON only. Need analyze carefully.
We have Bluebonnet PPO 1500 embedded deductible. Plan year 2026. Claims all in-network? Yes all say in-network. No preventive except maybe imaging? Service Outpatient imaging in-network, not stated preventive. PC office visit has copay. Specialist copay. Other services subject deductible/coinsurance. Copays do not credit deductible but credit OOPM. Need member_responsibility + plan_paid = allowed for Claim 8. Report ending accumulators for members and family.
Need adjudicate order.
Accumulators before Claim 1 all zero.
Key concepts:
Individual deductible threshold: 1500 for in-network, embedded. Family deductible threshold: 3000. A member's deductible is satisfied by lesser of individual remainder and family remainder? Plan says embedded: individual satisfies individual deductible on their own; family deductible satisfied once total family credits reach family amount, whichever comes first. Rule family: A member's own accumulator and family accumulator both move on every claim that generates cost share. Under embedded structure a member's deductible is satisfied by the lesser of their individual remainder and family remainder.
Thus for each claim, if not copay only, deductible applied = min(remaining allowed? Actually deductible applied = lesser of member remaining individual deductible and family remaining deductible and allowed amount subject to deductible? Need after applying deductible then coinsurance on remainder. Need track deductibles.
In-network coinsurance after deductible 20% member /80% plan. But if copay service: PC office visit 30 copay, specialist 60 copay, urgent 75, ER 400, generic 15. For PC/specialist office visits, cost share is copay, not deductible/coinsurance? Yes Member cost share lists copay for primary care office visit. It doesn't say they apply deductible; likely only copay and copays credit OOPM only, not deductible. If copay exceeds allowed? Need maybe member responsibility min(copay, allowed)? Usually copay not exceed allowed; here allowed > copay.
Inpatient admission: likely subject to deductible and coinsurance, not ER copay? Claim 5 Inpatient admission, not ER visit. So deductible/coinsurance.
Need determine whether any OOPM caps apply before claims? Individual OOPM 6000, family 12000. Likely all member cost share counts to OOPM. Need apply if member/family reaches OOPM, plan pays 100% covered services thereafter for that member/family? Wording: Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for remainder of plan year. Family OOPM also? Usually family aggregate caps when total family reaches family OOPM. Need apply for claims after either individual or family OOPM. Family OOPM 12000. Need see if reached before Claim 8. likely not? Need compute.
Let's simulate.
All amounts allowed. Claim 1 A imaging in-network allowed 760. Not copay. Deductible applies. Member A ind rem 1500, family rem 3000, allowed 760. Deductible applied = min(760,1500,3000)=760. Member responsibility 760. Coinsurance 0. A deductible credit 760, family deductible 760. A OOPM credit 760, family OOPM 760. Plan paid 0.
Claim 2 B PC office visit allowed 190, copay 30. Copay only? Does deductible not apply. Member responsibility 30. B deductible unchanged. B OOPM 30, family OOPM 790. Copay does not credit deductible. Plan paid 160? For a copay, member pays 30, plan pays remaining allowed 160. Should report? Claim 8 only but accumulators. Yes.
Claim 3 A ambulatory surgery allowed 2600. A deductible currently 760, rem 740. Family deductible 760, rem 2240. Need apply deductible = min(2600, A rem 740, family rem 2240) = 740. Then remaining allowed subject to coinsurance 1860. A reaches individual deductible (0 rem). Coinsurance member 20% of 1860 = 372. Member total = 740 + 372 = 1112. A deductible: total credit 1500. Family deductible adds 740 => 1500. A OOPM adds 1112 => 1872. Family OOPM adds 1112 => 1902? Wait family OOPM after Claim2 was 790. Add 1112 => 1902. Plan paid = allowed - member = 1488? 2600 - 1112 = 1488 (80% of 1860? 1488 yes). Good.
Claim 4 B infusion allowed 4100. B deductible 0, rem 1500. Family deductible currently 1500, rem 1500. Deductible applied = min(4100, 1500,1500) =1500. After deductible, remaining 2600. B coinsurance 20%=520. Member total 2020. B deductible 1500. Family deductible total 3000 (satisfied). B OOPM: before 30, add 2020 =2050. Family OOPM before 1902, add 2020 =3922. Plan paid 2080. Note family deductible now fully satisfied. Future claims after Claim 4? No deductible.
Claim 5 A inpatient admission allowed 14800. Deductibles satisfied (A 1500, B 1500, family 3000). Coinsurance applies: 20% member = 2960. Check OOPM? A OOPM before 1872, individual cap 6000. Claim allowed 14800; coinsurance 2960 would bring A OOPM to 4832 <6000. Family OOPM before 3922 + 2960 =6882 <12000. But need possibly cap member responsibility to OOPM remaining before applying all coinsurance. Not reached. Member = 2960. A OOPM 4832, family 6882. Plan paid 11840.
Claim 6 B specialist office visit allowed 210, copay 60. Deductible not apply. OOPM cap? B OOPM 2050, family 6882, far from caps. Member 60. B OOPM 2110. Family OOPM 6942. Plan paid 150.
Claim 7 A rehab allowed 1900. Deductibles satisfied. Coinsurance 20%=380. But check individual OOPM cap: A OOPM 4832 + 380 = 5212 <6000. Family 6942+380=7322. Member 380. A OOPM 5212, family 7322. Plan paid 1520.
Claim 8 B procedure allowed 3300. Deductibles satisfied (both). OOPM caps? B OOPM 2110; family 7322. Individual OOPM 6000, family 12000. Without cap member coinsurance = 660. B OOPM would 2770, family 7982, not capped. Plan paid 2640. Claim 8: deductible_applied 0, copay_amount? For Claim 8 service Outpatient procedure in-network, no specified copay. So copay_amount likely 0. coinsurance_amount = member_responsibility = 660. member_responsibility 660. plan_paid 2640. Ending accumulators same as before Claim 8 + claim amounts: A deductible 1500, A OOPM 5212. B deductible 1500, B OOPM 2770. Family deductible 3000, family OOPM 7982.
But need double-check if copays count to family OOPM and individual OOPM yes. Also whether deductible applies to office visits? Usually copay exempt from deductible. Copays don't credit deductible, so Claim 2 and Claim 6 no deductible. But if deductible not met, does a PC visit have copay or deductible? Plan lists primary care copay, likely copay applies regardless, not subject to deductible. They say copays do NOT credit deductible, implying copay services are not deductible. If office visits subject to deductible, no separate copay. So correct.
Need verify if Claim 1 outpatient imaging could be preventive? Not indicated. Some imaging may be preventive? Service says Outpatient imaging, not preventive; policy only in-network preventive services required to be covered without cost share. We don't have service code or preventive designation. So not preventive. Could "ambulatory surgery" include inpatient? No. Inpatient admission separate. No ER.
Potential nuance: embedded deductible and family deductible: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This might be read differently: For each claim, deductible applied = min(remaining allowed, individual remaining, family remaining). But once family deductible is met, member may still have individual deductible? The phrase "individual satisfies individual deductible on their own; family deductible is also satisfied once total family credits reach family amount, whichever comes first." This could mean if family deductible is satisfied first, individual deductible not necessarily met? Actually embedded usually each individual has own deductible up to family; once family deductible met, individual deductible may or may not be met? Let's parse: Individual deductible $1500, family $3000 embedded. Structure: an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first. That seems both thresholds must be met? "whichever comes first" ambiguous: individual deductible can be satisfied on their own; family deductible satisfied once total family credits reach family amount, whichever comes first? Usually embedded: individual deductible applies per person until they meet $1500; family deductible applies across family until total meets $3000; a person's deductible is satisfied when either their individual deductible met or family deductible met? Wait in embedded structure, if family deductible is met but individual hasn't met individual deductible, is that individual exempt? In many plans: individual deductible is met by each individual or when family deductible is met? Actually "embedded" can mean each member has individual deductible and family deductible; once family deductible met, all members' deductibles are met, even if individual didn't. But the sentence "individual satisfies the individual deductible on their own; family deductible is also satisfied once total family credits reach the family amount, whichever comes first" suggests a member's deductible is satisfied by lesser of individual remainder and family remainder, i.e. if family deductible remaining less than individual, they only pay to family remaining, then deductible met due to family threshold. But our simulation used min of member remaining and family remaining for each claim. Did this satisfy that? For Claim 4, B had 1500 individual rem, family rem 1500 -> applied 1500, both met simultaneously. If Claim 4 B had only 1000 family rem left but B had 1500 individual rem, would apply 1000 and B deductible considered met? The phrase "satisfied by lesser of their individual remainder and family remainder" yes. Our results unaffected except maybe Claim 4 where simultaneous.
Need see if any member's deductible was met by family before individual? Claim 4 B: family rem 1500 exactly; B individual rem 1500. So no nuance. Claim 3 A: family rem 2240 > individual rem 740. A met individual. Claim 4 B met both. Fine.
But need consider family deductible tracking vs individual deductible tracking for accumulators. We have family total deductible 3000 after Claim4. B deductible 1500.
Potential issue: When family deductible met, do future claims for A/B still have deductible? no. Good.
Potential issue: Claim 2 PC visit in-network allowed 190 copay 30. If copay is subject to OOPM only, yes. But does the plan pay allowed minus copay? yes.
Potential issue: Out-of-pocket maximum cap calculation: The OOPM applies to each member? "Once a member reaches the out-of-pocket maximum the plan pays 100% of allowed amount for covered services for remainder." There is family OOPM too but not explicitly says family once reached? It lists family OOPM; standard family cap. Need possibly apply family aggregate cap: if family OOPM reached, plan pays 100 for all? Could affect? Not reached here. Individual A reaches maybe close? Claim 8 not. So fine.
Potential issue: The final answer only asks Claim 8 components and ending accumulators, not per claim. We can output JSON with those keys. Need values plain numbers two decimals? As JSON numbers can be 660.00 but JSON numbers don't preserve trailing zeros? Output JSON may have 660.0? The contract says money as plain number with two decimal places. In JSON, 660.00 is valid number. Should output exactly with two decimals maybe as numbers 660.00, 0.00. In code block, JSON can contain 660.00 (valid). Use no quotes. Need include all keys exactly.
Let's recalc all claims with table to be safe.
Start:
A ded 0 OOP 0
B ded 0 OOP 0
Fam ded 0 OOP 0
C1 A allowed 760, no copay, ded applies. Ind rem A 1500, fam rem 3000. Ded applied min(760,1500,3000)=760. coins allowed left 0. Member 760, plan 0. A ded 760, fam ded 760. OOP: A 760, fam 760.
C2 B allowed 190, copay 30. Ded applied 0? Since copay service no deductible. Member 30, plan 160. B OOP 30, fam 790. B ded 0, fam 760.
C3 A allowed 2600. Ded applied: A rem 1500-760=740; fam rem 3000-760=2240; min(2600,740,2240)=740. Remaining 1860; coins member 372. total 1112. A ded 1500, fam ded 1500. A OOP 760+1112=1872, fam OOP 790+1112=1902. Plan 1488.
C4 B allowed 4100. Ded applied: B rem 1500; fam rem 3000-1500=1500; min(4100,1500,1500)=1500. remaining 2600; coins 520; total 2020. B ded 1500; fam ded 3000. B OOP 30+2020=2050; fam 1902+2020=3922. Plan 2080.
C5 A allowed 14800. Ded applied 0. coins before cap? Member would 2960. Check OOP remaining individual A 6000-1872=4128; if coinsurance 2960, within. Family remaining 12000-3922=8078, within. So member 2960. A OOP 4832, fam 6882. Plan 11840.
C6 B allowed 210. copay 60. OOP B 2050+60=2110, fam 6942. Ded unchanged.
C7 A allowed 1900. coins 380. Check individual OOP remaining 6000-4832=1168; 380 within. Family remaining 12000-6882=5118; within. A OOP 5212; fam 7322. Plan 1520.
C8 B allowed 3300. coins 660. Check individual B OOP remaining 6000-2110=3890; 660 within. Family remaining 12000-7322=4678; 660 within. Ending B OOP 2770; fam 7982. Plan 2640.
Now: If OOPM is aggregate and family OOPM cap applies per family, but individual OOPM maybe cap on each individual. We used both. Fine.
Need consider if claim 8 allowed 3300, deductible satisfied, coinsurance 20% of allowed = 660. yes.
Need consider if Claim 8 is outpatient procedure; any ER/inpatient? No.
Potential nuance: "Inpatient admission" maybe subject to ER copay waived if visit results in inpatient admission. But claim itself is inpatient admission, not ER. In-network allowed. We did coinsurance. Good.
Need think about the "first rule that decided something" not asked. Just numbers.
Potential issue: "member_responsibility plus plan_paid equals allowed amount of claim being reported, on every item that asks for both." Claim 8 member 660 + plan 2640=3300. Good.
Potential issue: Need output keys exactly. Maybe no extra keys. Use JSON block.
Need maybe values should be strings? The contract says numbers plain? "Money in US dollars. Report every dollar amount as a plain number with two decimal places..." In JSON, a number with two decimals is okay. Some parsers preserve as number. We'll output 660.00 etc. For zero, 0.00. For ending accumulators maybe also two decimals. JSON numbers with trailing zeros valid. Example:
{
"member_responsibility": 660.00,
...
}
This may be parsed but some JSON serializers strip trailing zeros? We manually include. Need ensure valid JSON. Trailing zeros after decimal okay: 660.00. Need no thousands separators.
Let's consider if any copay amount for Claim8? It says outpatient procedure, in-network. No copay listed. Could be "specialist office visit"? No. So copay_amount 0.00.
Could "deductible_applied" for Claim8 refer to amount that credits deductible? 0.00. Good.
Could coinsurance_amount for claim with deductible applied? Claim8 no deductible, 660.00.
Need maybe plan paid for Claim8 should reflect family OOPM cap? not reached.
Double-check family OOPM after Claim7: 7322. But if Claim5 inpatient admission: maybe ER copay waived and visit subject to deductible/coinsurance. If inpatient admission claim could include facility and professional? Allowed 14800, coinsurance. no cap. Good.
Could there be any requirement that deductible credits for copays if allowed less than copay? Not relevant.
Potential ambiguity: "Out-of-network (individual) 3000. In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." All claims in-network. Good.
Need maybe apply OOPM in order of claim: if member's OOPM would be exceeded during coinsurance calculation, reduce member responsibility to OOPM remaining. Not triggered. But check A OOPM after C5: 4832, remaining 1168. C7 allowed 1900, coins 380 less than remaining. If allowed had larger. Fine.
Need maybe family deductible: after Claim4 3000. But individual B deductible 1500, A 1500. Ending_deductible_a is likely A's deductible accumulator (credits, not remaining). Yes ending_deductible_a: 1500.00. Ending_deductible_b: 1500.00. Family deductible: 3000.00. OOPM accumulators: A 5212.00, B 2770.00, family 7982.00. Good.
Could "ending_deductible_a" mean remaining deductible after all claims? Usually accumulator = running year-to-date total. Task says family accumulators as of before claim. ending accumulators: likely total credited. So output credited. If they wanted remaining, they'd say remaining. Good.
Let's think whether copays should increase family OOPM and member OOPM but not member/family deductible accumulators. yes.
Let's maybe create a detailed ledger to be certain.
Ledger:
Before C1:
A ded0 B0 fam0; A oop0 B0 fam0.
C1 A ded 760; A oop 760; fam ded 760; fam oop 760; plan0.
C2 B oop 30; fam oop790; B ded0; fam ded760; plan160.
C3 A ded applied 740; coins372. A oop total 760+740+372=1872. fam ded 1500; fam oop 1902. A ded 1500.
C4 B ded applied1500; coins520. B oop 2050. fam ded 3000; fam oop 3922. B ded 1500.
C5 A coins 2960. A oop 4832. fam oop 6882.
C6 B copay60. B oop2110. fam oop6942.
C7 A coins380. A oop5212. fam oop7322.
C8 B coins660. B oop2770. fam oop7982.
Family oop after claim8 = sum member oop = 5212+2770 = 7982. yes because no other family members. Good.
Need maybe if the family OOP max is aggregate, and the member OOP max embedded? They list individual and family OOPM. Standard embedded individual OOPM? The plan: Individual OOPM 6000; Family 12000. It says once a member reaches OOPM plan pays 100. There's individual cap. If family cap reached, presumably all? Not reached.
Potential issue: Some claims may be "covered without cost share" preventive. Claim 1 outpatient imaging: If imaging can be screening mammography/colonoscopy? Not specified. We cannot assume preventive. The policy says in-network preventive services required to be covered without cost share are paid at 100%. It doesn't say all imaging is preventive. The service just "Outpatient imaging". Since no preventive indicator, treat non-preventive. Good.
Potential issue: Claim 4 outpatient infusion: maybe specialty drug? Not listed copay; treat coinsurance/deductible. Good.
Potential issue: Primary care office visit: Could be subject to deductible until met and then copay? Many plans apply copay before deductible. But the plan says copays do not credit deductible. It doesn't explicitly say copay services bypass deductible. However "Member cost share: Coinsurance after deductible... Primary care office visit copay" Usually copay applies regardless. Need infer: If it were subject to deductible, the copay would be in addition or instead? The phrase "Copays do NOT credit the deductible" suggests copay claims don't add deductible but still maybe copay only? If no deductible credit, how would deductible ever be met by PC visits? It wouldn't. That's normal. If deductible not met, do you pay copay or deductible? The cost share for PC visit is copay; not coinsurance. So yes.
Could Claim 2 allowed 190, copay 30; the "deductible_applied" not reported but if the visit is subject to deductible? If subject to deductible, member might pay deductible? But then why copay? Let's test alternative: If office visits apply deductible first but copay does not credit deductible. Could mean member pays deductible until satisfied and then copay? That is rare and not described. The plan says primary care office visit - 30.00 copay. That is the member cost share. So no deductible.
Need check "Coinsurance after deductible, in-network" only applies to services after deductible. But if a service has a copay, do we still have coinsurance? No, member cost share is copay. So claim 2,6 plan paid allowed-copay. Good.
Potential issue: Emergency room copjson{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K2.6 · Moonshot448.1s · 10,609 out | 269.3s · 13,673 out | 166.2s · 10,172 out
Reasoning · 10,458 tokens
We need to adjudicate claims 1 through 8 in order, updating accumulators for A, B, and family. Then for Claim 8, report member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount. Also report ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm.
We need to be careful with embedded deductible structure and in-network/out-of-network. All services are in-network.
Plan details:
- Deductible: Individual in-network: 1500.00. Family in-network: 3000.00. Structure: EMBEDDED.
- Out-of-pocket maximum (OOPM): Individual in-network: 6000.00. Family in-network: 12000.00.
- Coinsurance after deductible: in-network: 20% member / 80% plan.
- Copays: Primary care office visit: 30.00 copay. Specialist office visit: 60.00 copay. Urgent care: 75.00. Emergency room: 400.00 (waived if inpatient admission). Generic retail pharmacy: 15.00.
- Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum.
- Preventive care: 100% no cost share. Not relevant here.
- Basis: cost share from allowed amount.
Embedded deductible: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first."
- Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder.
- A member's own accumulator and the family accumulator both move on every claim that generates cost share.
We need to track deductible credits (i.e., amounts applied to deductible) and OOPM credits. Note: The prompt says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." So for services with copays, the copay amount credits OOPM but does not credit deductible. Also, the allowed amount might be higher than copay; typically for a copay service, the member pays the copay and the plan pays the rest (allowed amount minus copay), unless there is deductible/coinsurance interplay. Usually copay is a flat fee and no deductible applies. The plan says "Primary care office visit ........................ 30.00 copay", "Specialist office visit ........................ 60.00 copay". So these are copay services, not subject to deductible. We need to check if there is any other nuance: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." So for Claim 2 (primary care office visit), B pays 30.00 copay. The plan pays allowed amount minus 30.00 = 160.00? Wait allowed amount is 190.00. However, does the copay amount count toward OOPM? Yes. So B's OOPM increases by 30.00. B's deductible is unchanged. Family OOPM increases by 30.00. Family deductible unchanged.
Similarly Claim 6 (specialist office visit): B pays 60.00 copay. Plan pays 150.00. OOPM goes up.
Now for non-copay services: Outpatient imaging, ambulatory surgery, outpatient infusion, inpatient admission, outpatient rehabilitation, outpatient procedure. These are subject to deductible and then coinsurance (20% member). We must track accumulators.
Let's define:
For each claim that generates cost share (i.e., not preventive and not fully covered), we need to decide how much goes to deductible, how much to coinsurance, etc.
Accumulators:
- Individual deductible accumulators: amount satisfied so far.
- Family deductible accumulator: total satisfied so far across family.
- Individual OOPM accumulator: total member cost share (deductible + coinsurance + copays) so far.
- Family OOPM accumulator: total member cost share across family.
The plan says: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." So for each claim, both the member's individual accumulators and family accumulators increase by the same amount (the member's responsibility for that claim), except maybe for deductible credits? Actually, the deductible applied is part of the member's responsibility. Let's parse carefully.
The plan says: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This implies that when determining how much of a claim is applied to a member's deductible, you compare the remaining individual deductible and remaining family deductible, and the amount applied to the member's deductible is limited by the lesser of those two remainders. But since the family deductible is the sum of individuals? Actually family deductible is 3000, individual is 1500. Embedded means each individual has their own 1500 deductible, and the family has a 3000 deductible. If A satisfies 1500, A's deductible is met regardless of family. If A and B together satisfy 3000 family total, the family deductible is met even if one hasn't met individual.
But how to calculate deductible applied for a claim? Let's think. In an embedded deductible, typically the plan pays once either the individual deductible is met OR the family deductible is met. The family deductible acts as a cap. For each member, their claims apply to their individual deductible, but if the family deductible is already met, the individual is considered met too? Or vice versa? The prompt says: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Also: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." That is the key rule.
Interpretation: At any point, a member's remaining deductible = min(individual_remaining, family_remaining). Because the family remainder is the amount left before the family deductible is satisfied. So if family remainder is less than individual remainder, the member's deductible is effectively limited by the family remainder. This means if the family deductible is almost met, a member might only have a small amount left before their deductible is considered satisfied (because the family is about to be satisfied). Once family deductible is satisfied, all members are considered to have met their deductible.
So algorithm: For a member's claim subject to deductible, determine:
- individual_remainder = individual_deductible_amount - individual_deductible_satisfied
- family_remainder = family_deductible_amount - family_deductible_satisfied
- member_effective_remaining_deductible = min(individual_remainder, family_remainder)
- deductible_applied = min(allowed_amount, member_effective_remaining_deductible) ??? Not exactly. Actually, the claim's cost share is calculated as: First, deductible is applied up to the member's effective remaining deductible. Then coinsurance applies to the remaining allowed amount. However, we need to consider OOPM caps.
But wait: OOPM also has individual and family levels. Similar logic? The plan says: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." Also family OOPM is 12000. It doesn't explicitly say "embedded" for OOPM, but the family OOPM exists. The prompt says: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." So both move. For OOPM, does the family OOPM act similarly to family deductible? Typically, in embedded OOPM, once the family OOPM is reached, all members are covered 100%. The plan document does not explicitly define OOPM structure (embedded vs. aggregate). But it says "A member's own accumulator and the family accumulator both move on every claim that generates cost share." And earlier: "Out-of-pocket maximum: Individual (in-network) 6000.00, Family (in-network) 12000.00." It doesn't say embedded or aggregate for OOPM. However, the prompt's general rule says: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." That only mentions deductible. For OOPM, we need to consider if the family OOPM is embedded or aggregate? Usually family OOPM is aggregate: once the family total reaches 12000, all members are covered 100%. But the prompt doesn't explicitly say. However, the plan document says: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It mentions "a member reaches" the individual OOPM. It also lists family OOPM. The general rule: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." So family OOPM accumulates sum of all members' responsibilities. The question is: does the family OOPM have a "lesser of" rule like deductible? The document does not specify an embedded structure for OOPM. It only says for deductible: "Structure: EMBEDDED". It doesn't say "Embedded OOPM". So maybe OOPM is not embedded; the individual OOPM is per member, and the family OOPM is an aggregate cap? Actually typical plans: Embedded OOPM means each individual has their own OOPM, and the family OOPM is a cap; whichever is reached first stops cost sharing for that member (if individual reached) or all members (if family reached). But the prompt does not define OOPM structure. It only defines deductible structure. However, the general rule for the task says: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This specifically calls out deductible. So for OOPM, we might just track individual and family separately, but the plan says "Once a member reaches the out-of-pocket maximum the plan pays 100%...". It does not say "or the family OOPM". But family OOPM is listed. Usually, the family OOPM is an aggregate; once the family total reaches 12000, all members have 100% coverage for the rest of the year, even if individual hasn't reached 6000. But the plan document does not state that explicitly. Hmm.
Let's read the plan document carefully:
"Out-of-pocket maximum
Individual (in-network) ................ 6000.00
Family (in-network) .................... 12000.00
Individual (out-of-network) ............ 12000.00
Once a member reaches the out-of-pocket maximum the plan pays 100% of the
allowed amount for covered services for the remainder of the plan year."
It does not mention family OOPM triggering 100% for all members. But the family OOPM is listed. In many plans, family OOPM works such that once the family total reaches the family limit, all members are considered to have met their OOPM. The prompt's general rule: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." This implies the family accumulator is a running total. But does it act as a cap? The prompt does not give a specific rule for OOPM structure. However, the required keys include ending_family_oopm, so we need to calculate it. For adjudicating claims, we need to know when to stop charging the member. The plan says: "Once a member reaches the out-of-pocket maximum the plan pays 100%...". So the stopping condition is based on the member's individual OOPM. But what about family OOPM? Since it's listed, maybe it's an aggregate limit: once family OOPM is reached, all members are covered. But the plan does not say that. This is ambiguous. However, the task says: "Where the supplied material does not settle the question, say so through the answer format rather than assuming a resolution." But the answer format does not have a field for ambiguity; it requires numeric values. Hmm. The task says: "If a task asks for a list, emit a JSON array even when it has one element or none." But here we must provide numbers. So we must assume something. Let's re-read the prompt: "Where the supplied material does not settle the question, say so through the answer format rather than assuming a resolution." The answer format for this task is a JSON with specific keys. How to say insufficient info? Perhaps by using null? But the instructions say: "Use JSON null, not the string 'null', for a value you are told to leave empty." It doesn't say we can use null for uncertain values unless told. The task says: "Where an item offers an 'insufficient information' or 'pend' answer, that answer is correct when the material genuinely does not settle the question and wrong when it does. It is not a safe default." But this task does not have an explicit field for that. So we must adjudicate based on the document.
Given typical plan design, family OOPM is an aggregate cap. But the document does not explicitly say that reaching family OOPM stops cost sharing for all members. However, it lists family OOPM, so it must have some effect. Usually in PPO plans, OOPM can be embedded or aggregate. Since the deductible is explicitly embedded, the OOPM might be embedded too? Actually many ACA plans have embedded OOPM. But the document only labels deductible as embedded. It does not label OOPM. In the absence of explicit rule, we might assume that OOPM works similarly to deductible: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." This could mean that the family OOPM is just a sum, and the plan pays 100% for a member when either the individual OOPM is reached or the family OOPM is reached? But the text says "Once a member reaches the out-of-pocket maximum..." singular. It doesn't mention family. But why track family OOPM then? Perhaps for the ending accumulator. But we need to decide how it affects adjudication.
Let's check the general rules again: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This explicitly only applies to deductible. For OOPM, maybe there is no "lesser of" rule; the individual OOPM is the only one that matters for stopping cost sharing for that member. The family OOPM is just tracked but does not trigger anything? That seems odd but possible. Or maybe the family OOPM is a separate cap: once the family total OOPM reaches 12000, no further cost sharing for any member. But not stated.
Let's consider if any claims will get close to OOPM. We have 8 claims. Let's calculate rough totals.
Claim 1: A imaging, allowed 760. Deductible applied? A's ind ded remainder = 1500, family ded remainder = 3000. Lesser = 1500. So deductible applied = 760 (since <1500). Member responsibility = 760. No coinsurance because deductible not met yet? Actually after applying 760, A's ind ded satisfied = 760, family = 760. Remaining ded for A = 740. Claim 1: member pays 760, plan pays 0. OOPM: A = 760, family = 760.
Claim 2: B primary care copay = 30. Member pays 30. Plan pays 160. Deductible: 0. OOPM: B = 30, family = 790.
Claim 3: A ambulatory surgery, allowed 2600. A's ind ded remainder = 740 (1500-760). Family ded remainder = 3000-760 = 2240. Lesser = 740. So deductible applied = 740. That satisfies A's individual deductible. Family ded becomes 760+740 = 1500. Remaining allowed after deductible: 2600 - 740 = 1860. Coinsurance: member pays 20% of 1860 = 372.00. Plan pays 80% = 1488.00. Member responsibility total = 740 + 372 = 1112.00. Plan paid = 1488.00. OOPM: A increases by 1112 (total A OOPM = 760 + 1112 = 1872). Family OOPM increases by 1112 (total family OOPM = 790 + 1112 = 1902). Check: family ded now 1500.
Claim 4: B outpatient infusion, allowed 4100. B's ind ded remainder = 1500 (B hasn't used any deductible yet). Family ded remainder = 3000 - 1500 = 1500. Lesser = 1500. So B's effective remaining deductible = 1500. Deductible applied = min(4100, 1500) = 1500. This satisfies B's individual deductible, and also satisfies the family deductible (family ded was 1500, now +1500 = 3000). So family deductible is now met. Remaining allowed = 4100 - 1500 = 2600. Coinsurance: member pays 20% of 2600 = 520.00. Plan pays 2080.00. Member responsibility total = 1500 + 520 = 2020. OOPM: B = 30 + 2020 = 2050. Family OOPM = 1902 + 2020 = 3922.
Now family deductible is satisfied. For future claims, for any member, individual deductible remainder might still be >0? Let's see. A has satisfied 760+740 = 1500, so A's individual deductible is satisfied. B has satisfied 1500, so B's individual deductible is satisfied. So both individuals have met their deductibles. Actually after Claim 4, B's individual deductible is met. A's was already met after Claim 3. So all individual deductibles are met. Family is met. So for Claims 5-8, deductible applied = 0. Coinsurance applies to full allowed amount (unless OOPM reached).
Claim 5: A inpatient admission, allowed 14800. No deductible. Coinsurance = 20% of 14800 = 2960.00. Plan pays 11840.00. Member responsibility = 2960. Check OOPM: A's OOPM before = 1872. After adding 2960 = 4832. Family OOPM before = 3922. After adding 2960 = 6882.
Claim 6: B specialist office visit, allowed 210. Copay = 60.00. Member pays 60. Plan pays 150. OOPM: B before = 2050. After = 2110. Family OOPM = 6882 + 60 = 6942.
Claim 7: A outpatient rehabilitation, allowed 1900. No deductible. Coinsurance = 20% of 1900 = 380. Member pays 380. Plan pays 1520. OOPM: A before = 4832. After = 5212. Family OOPM = 6942 + 380 = 7322.
Claim 8: B outpatient procedure, allowed 3300. No deductible. Coinsurance = 20% of 3300 = 660. Member pays 660. Plan pays 2640. But we must check OOPM limits. B's OOPM before claim 8 = 2110. After adding 660 = 2770. Well below 6000. Family OOPM = 7322 + 660 = 7982. Well below 12000. So no OOPM cap issues.
Thus Claim 8: deductible_applied = 0.00, copay_amount = 0.00, coinsurance_amount = 660.00, member_responsibility = 660.00, plan_paid = 2640.00.
Ending accumulators:
A deductible: satisfied 1500.00. So ending_deductible_a = 1500.00? Or is the accumulator the amount satisfied or the remaining? The glossary says "Accumulator: the running year-to-date total of a member's deductible or OOPM." So accumulator is the total amount credited/applied so far. So ending_deductible_a = 1500.00. Similarly ending_deductible_b = 1500.00. Family deductible = 3000.00.
Ending OOPM A = total member responsibility for A across all claims:
Claim 1: 760.00
Claim 3: 1112.00
Claim 5: 2960.00
Claim 7: 380.00
Total A OOPM = 760 + 1112 + 2960 + 380 = 5212.00.
Ending OOPM B = total member responsibility for B:
Claim 2: 30.00
Claim 4: 2020.00
Claim 6: 60.00
Claim 8: 660.00
Total B OOPM = 30 + 2020 + 60 + 660 = 2770.00.
Family OOPM = 5212 + 2770 = 7982.00. Let's verify by summing all responsibilities:
760 + 30 + 1112 + 2020 + 2960 + 60 + 380 + 660 = 7982. Yes.
Wait, check Claim 3: member responsibility 1112.00. Let's recalc:
Allowed 2600. Deductible applied = 740 (to bring A's individual ded from 760 to 1500). Family ded from 760 to 1500. Then remaining 1860. Coinsurance = 20% * 1860 = 372. So total member = 740 + 372 = 1112. Plan = 80% * 1860 = 1488. But is there any OOPM cap applied during claim 3? No, OOPM was far.
Claim 4: allowed 4100. B's individual remainder = 1500. Family remainder = 3000 - (760+740) = 1500. Lesser = 1500. Deductible applied = 1500. Remaining = 2600. Coinsurance = 520. Member = 2020. Plan = 2080. Yes.
Claim 5: allowed 14800. No ded. Coinsurance = 2960. Member = 2960. Plan = 11840.
Claim 7: allowed 1900. Coinsurance = 380. Member = 380. Plan = 1520.
Everything seems fine.
But wait: For Claim 1, is outpatient imaging subject to deductible and coinsurance? Yes. It's not a copay service. So member pays allowed amount up to deductible. Since A had 0 ded satisfied, and individual remainder 1500, family remainder 3000, lesser = 1500. So deductible applied = min(760, 1500) = 760. No coinsurance becajson{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
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"ok": true,
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},
{
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"got": 2640,
"ok": true,
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},
{
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"want": 0,
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},
{
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"want": 0,
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},
{
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{
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"want": 3000,
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},
{
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"want": 7982,
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{
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"want": 1500,
"got": 1500,
"ok": true,
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},
{
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"want": 5212,
"got": 5212,
"ok": true,
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},
{
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"want": 1500,
"got": 1500,
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{
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"got": 2770,
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}
],
"fabricated": false,
"abstained": false
}Reasoning · 12,874 tokens
We need to adjudicate claims 1 through 8 in order, updating accumulators (deductible and out-of-pocket maximum) for each member and family. At the end, report components for Claim 8 (member responsibility, plan paid, deductible applied, copay amount, coinsurance amount) and the ending accumulators for A, B, and family.
Plan details:
- Plan year 2026.
- Deductible: Individual in-network $1500, Family in-network $3000. Structure: EMBEDDED. Individual satisfies individual deductible on their own; family deductible is also satisfied once total family credits reach the family amount, whichever comes first.
- In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network. (But all claims here are in-network, so we just use individual in-network threshold 1500 and family 3000.)
- Out-of-pocket maximum: Individual in-network $6000, Family in-network $12000. Once a member reaches OOPM, plan pays 100% of allowed amount for covered services for remainder of plan year.
- Member cost share:
- Coinsurance after deductible, in-network: 20% member / 80% plan.
- Primary care office visit: $30 copay.
- Specialist office visit: $60 copay.
- Urgent care: $75 copay.
- Emergency room: $400 copay, waived if results in inpatient admission (then subject to deductible and coinsurance).
- Generic retail pharmacy: $15 copay.
- Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum.
- Preventive care: 100% paid, no cost share. (Not relevant here.)
- Basis: cost share from allowed amount.
We need to process claims 1-7 to get accumulators before claim 8, then adjudicate claim 8.
Let's denote:
- For each member: deductible accumulator (amount credited toward deductible so far) and OOPM accumulator (amount credited toward OOPM so far).
- Family deductible accumulator: sum of individual deductible credits? The plan says "Embedded — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." The family total deductible accumulator is the total of the family members' deductible credits? Since all claims are in-network, and in-network/out-of-network accumulate to a single member balance, but family total would be sum of individual credits. "Family total deductible 0.00" initially. As claims are processed, the family deductible accumulates the amounts applied to deductible for each member. Similarly, family OOPM accumulates the member OOPM amounts (actual cost share paid). Note: The plan says "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance." So each member has one deductible balance. The family deductible is satisfied when total family deductible credits reach $3000. Since it's embedded, each individual can satisfy their own $1500, and the family can be satisfied by total $3000. The family deductible accumulator likely tracks the sum of individual deductible accumulators (or maybe the total credited toward family). Under embedded, for an individual, the deductible is satisfied by the lesser of their individual remainder and the family remainder. But the instructions say: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder."
This is a bit tricky. Let's parse the instructions carefully: "Adjudicate claims in the order listed. Each claim updates the accumulators the next claim is measured against, for the member AND for the family." Also: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder."
So for each claim, when determining how much deductible applies, we consider:
- The member's individual deductible remaining: individual_deductible_amount - member_deductible_accumulator.
- The family deductible remaining: family_deductible_amount - family_deductible_accumulator.
- The amount that can be applied to deductible is the lesser of these two remainders. Actually, the member's cost share is determined by how much of the allowed amount falls within the deductible. The deductible applied is the portion of the allowed amount that goes toward satisfying the deductible. For an embedded deductible, the member's deductible is satisfied by the lesser of their individual remainder and the family remainder. This means the deductible applied to a claim for a member is limited by both the member's remaining individual deductible and the family's remaining deductible. So the deductible applied = min(allowed amount, member_remaining_individual, family_remaining). Wait: The allowed amount is the total cost. The portion that goes to deductible can't exceed the allowed amount. Also, if the member has already satisfied their individual deductible (remainder 0), but family hasn't, do they still pay coinsurance? Under embedded, an individual satisfies the individual deductible on their own. So once the individual deductible is met, that member stops paying deductible, even if family hasn't been met? Actually, embedded means each person has their own deductible embedded within the family deductible. Usually, if an individual meets their individual deductible, they start coinsurance, regardless of family deductible. If the family deductible is met before any individual, then all family members are considered to have met the deductible. So the member's deductible is satisfied by the lesser of their individual remainder and the family remainder. So the remaining deductible for the member is min(individual remaining, family remaining). Once either is exhausted for that member, they move to coinsurance.
But the instructions say: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." That is, for each claim, the amount applied to the member's deductible is limited by whichever is smaller: the amount needed to meet the individual deductible, or the amount needed to meet the family deductible. After that, coinsurance applies. Let's think of it as: effective remaining deductible for the member = min(ind_deductible - member_accum, family_deductible - family_accum). But the family accumulator is the sum of all members' deductible credits? Let's see.
We need to decide how the family deductible accumulator works. It likely increases by the amount of deductible applied on each claim. So family_deductible_accum = sum of all deductible_applied across all members. But the plan says "Family total deductible ...". The initial family total is 0.00. After each claim, family deductible accumulator will increase by the deductible applied for that claim. However, if family deductible is met (>=3000), then for any subsequent claim, the family remainder is 0, so no more deductible can be applied (the lesser of individual remainder and family remainder would be 0). But that contradicts the idea that each individual still has their own deductible if family is already met? Wait, if family is met, then all family members have met the deductible. Usually, under embedded deductible, if the family deductible is met first (by combined medical expenses of family members), then all family members are considered to have met their deductible. If an individual meets their own first, they are done, but others still need to meet theirs or chip in to family. If the family total reaches 3000 before any individual reaches 1500, then everyone is done.
The instructions: "The amount above is the threshold that balance is measured against when the service is out-of-network." But for in-network, the structure is embedded. The phrasing: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." So we need to track:
- Member A deductible accumulator: amount credited toward A's $1500.
- Member B deductible accumulator: amount credited toward B's $1500.
- Family deductible accumulator: total family credits toward $3000.
How does a claim generate deductible credit? For non-copay, non-preventive claims: the allowed amount first goes to deductible (subject to OOPM and limits). Actually, the plan says "Coinsurance after deductible". So the sequence for a typical claim is: Allowed amount -> deductible applied -> then coinsurance on remainder. Also OOPM applies: member cost share cannot exceed remaining OOPM. Once OOPM is met, plan pays 100%.
We need to also handle copays: Copays are flat amounts, not subject to deductible, but they credit OOPM.
Let's process each claim.
We need to track:
- A: ded_acc (deductible accumulator), oopm_acc (out-of-pocket accumulator)
- B: ded_acc, oopm_acc
- Family: fam_ded_acc, fam_oopm_acc
Initial:
A ded = 0, A oop = 0
B ded = 0, B oop = 0
Family ded = 0, Family oop = 0
Plan limits:
Individual ded limit = 1500
Family ded limit = 3000
Individual oop limit = 6000
Family oop limit = 12000
Coinsurance in-network: member 20%, plan 80%.
Copays:
Primary care: 30
Specialist: 60
Urgent care: 75
ER: 400 (waived if inpatient)
Generic pharmacy: 15
Copays do not credit deductible. Copays always credit OOPM.
Now, Claim 1: 2026-01-06, A, Outpatient imaging, in-network, allowed 760.00.
This is not a copay service. It's subject to deductible and coinsurance.
Allowed amount = 760.
A's individual remaining deductible = 1500 - 0 = 1500.
Family remaining deductible = 3000 - 0 = 3000.
Effective remaining deductible for A = min(1500, 3000) = 1500.
So deductible applied to this claim = min(allowed, effective remaining) = min(760, 1500) = 760.
After deductible, remaining allowed = 760 - 760 = 0.
Coinsurance on remainder = 20% of 0 = 0.
Member responsibility = deductible + coinsurance = 760 + 0 = 760.
Plan paid = allowed - member responsibility = 0.
Does OOPM apply? Member responsibility 760. But need to check OOPM cap. A's remaining OOPM = 6000 - 0 = 6000. Family remaining OOPM = 12000 - 0 = 12000. Effective remaining OOPM? The instructions mention OOPM accumulators, but how does family OOPM work? Usually, embedded OOPM: individual OOPM embedded in family OOPM. Once an individual hits 6000, their cost share ends. Once family hits 12000, cost share ends for all. The instructions: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't explicitly mention family OOPM behavior, but the plan says "Family (in-network) 12000.00". And we are asked to report ending_family_oopm. So we need to accumulate family OOPM. Likely family OOPM accumulates the sum of member OOPM accumulators? Or maybe the total member cost share? However, the instructions: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." So both move. The family OOPM accumulator likely increases by the member's cost share amount (or at least the portion that counts toward OOPM). The question is: does family OOPM have an embedded structure similar to deductible? The plan says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't say the family OOPM triggers earlier. But the requested keys include ending_family_oopm. So we must track it. Typically, family OOPM is the sum of each member's OOPM contributions, and once the family total hits 12000, all members are capped. But with embedded OOPM, usually individual OOPM is checked first. Let's see if any member will reach near 6000. Let's calculate.
But first, we need to be clear about how family OOPM works in this synthetic harness. The prompt says: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." That suggests that family accumulators (ded and oop) are incremented by the same amount as the member's applied deductible and member responsibility? Or perhaps family ded accum is sum of all deductible_applied? Probably yes: fam_ded_acc += deductible_applied. fam_oop_acc += member_responsibility (since cost share counts toward OOPM). But is family OOPM capped differently? It says "Family (in-network) 12000.00". Usually, if family OOPM is reached, all members are considered to have met their OOPM. But if an individual reaches 6000, they stop paying cost share regardless. For the purpose of this calculation, we need to know if family OOPM can cause a member to stop paying cost share even if their individual OOPM is not met. The plan says "Once a member reaches the out-of-pocket maximum the plan pays 100%..." It doesn't explicitly say family OOPM caps individual cost share. But standard ACA plans have both individual and family OOPMs; an individual cannot be charged more than the individual OOPM, and the family cannot be charged more than the family OOPM. Under embedded OOPM, if the family OOPM is met, all members are considered to have met their OOPM. But the plan document here says: "Out-of-pocket maximum: Individual (in-network) 6000.00; Family (in-network) 12000.00; Individual (out-of-network) 12000.00. Once a member reaches the out-of-pocket maximum the plan pays 100%..." It does not explicitly mention family OOPM satisfaction. However, the existence of a family OOPM implies it matters. The instructions say to track ending_family_oopm. We need to decide how to apply it. The phrase "A member's own accumulator and the family accumulator both move on every claim that generates cost share" suggests we track family total. But does the family OOPM limit member cost share? Usually, yes: if the family OOPM is reached, then the plan pays 100% for all members. But the plan document text doesn't say that explicitly. However, the glossary defines OOPM as "the ceiling on member cost share for the plan year." Since the family OOPM is listed, it is a ceiling on the total family cost share. Under an embedded structure, similar to deductible, the member's OOPM is satisfied by the lesser of individual remainder and family remainder. The instructions about embedded deductible say: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." They didn't say the same for OOPM, but likely it's analogous. Actually, the instructions only mention that specific rule for deductible. For OOPM, maybe we only check individual OOPM, and family OOPM is just the sum. But the problem asks for ending_family_oopm.
Let's look at the requested keys: ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm. So family ded and oop are totals. Usually family deductible is sum of individual deductibles applied (capped at family limit?). But the instructions for embedded deductible say "a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Let's think about how to compute deductible_applied for each claim in a way consistent with that. We need to track the family deductible accumulator. The family deductible accumulator probably is the total amount credited toward the family deductible. So if A has $760 credited, family ded accumulator becomes $760. Then for B's claim, the family remaining deductible is 3000 - 760 = 2240. B's individual remaining is 1500. Effective remaining for B = min(1500, 2240) = 1500. So B can apply up to 1500. That makes sense: embedded.
If family ded accumulator reaches 3000, then no family member can have more deductible applied, because the family remainder is 0. So min(..., 0) = 0. That aligns with "family deductible is satisfied once total family credits reach the family amount". If family reaches 3000, everyone is satisfied.
So we track:
- fam_ded_acc: total of all deductible_applied amounts so far.
But wait: If a member's deductible is satisfied by the lesser of individual remainder and family remainder, the deductible_applied for a claim is limited by both. The deductible_applied is the amount that actually counts toward the deductible. But does the family accumulator increase by the full deductible_applied? Yes, because that's the amount credited toward family deductible.
Now about OOPM: For each claim, the member's cost share (deductible_applied + coinsurance + copay) counts toward OOPM. The family's OOPM accumulator likely increases by the member's cost share. But does the family OOPM cap the individual in the same way? The plan document doesn't say explicitly for OOPM, but the instructions say "A member's own accumulator and the family accumulator both move on every claim that generates cost share." It doesn't say the family accumulator limits the member. However, for consistency, maybe we should treat OOPM similar to deductible: the amount a member can be charged is limited by the lesser of their individual remaining OOPM and the family remaining OOPM. If the family OOPM is reached, the member's cost share would be capped. But the prompt's plan text says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It does not say "once the family reaches..." But the existence of family OOPM suggests it might. Let's check typical ACA plan: The family OOPM can be met before all individuals meet theirs, and then all members are capped. But some plans have aggregate OOPM where family must be met in full. With embedded OOPM, each individual can meet their own, and the family can be met by sum. Once family is met, all are capped. However, the instructions only mention embedded for deductible. Let's re-read the prompt: "Structure .............................. EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." It specifically calls out embedded for deductible. For OOPM, it just lists individual and family amounts. It does not say "embedded" for OOPM. So perhaps OOPM is not embedded; it's just the standard rule: individual OOPM applies per member, and family OOPM is a separate cap that applies to the whole family, but the prompt doesn't specify how they interact. However, in many plans, the family OOPM is also embedded (i.e., if family total hits 12000, everyone is done). But since the plan document doesn't explicitly say that, and the instructions say "Where the supplied material does not settle the question, say so through the answer format rather than assuming a resolution." But the answer format requires numbers for ending_family_oopm. So maybe it's just the sum of the members' OOPM accumulators, capped at 12000? But if it's just a sum, does it affect anything? If the document doesn't say it affects adjudication, maybe we just compute it as the sum of member responsibilities (or OOPM contributions), but it doesn't cap anything. Let's see the claims: will any member reach 6000? Let's see.
Claim 1: A pays 760.
Claim 2: B primary care copay 30.
Claim 3: A surgery allowed 2600.
Claim 4: B infusion allowed 4100.
Claim 5: A inpatient allowed 14800.
Claim 6: B specialist copay 60.
Claim 7: A rehab allowed 1900.
Claim 8: B outpatient procedure allowed 3300.
These are large. A's costs will be high. Let's compute carefully.
But before that, we need to decide OOPM application. The plan says: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't mention family OOPM limiting members. But the family OOPM is lijson{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 10,021 tokens
We need to adjudicate claims 1 through 7 sequentially, updating accumulators (deductible and OOPM) for each member and family. Then for Claim 8, compute the member responsibility components (deductible applied, copay amount, coinsurance amount) and member_responsibility and plan_paid. Also report ending accumulators for A, B, family after Claim 8.
Let's parse plan details:
Plan: Bluebonnet PPO 1500.
Plan year 2026-01-01 to 2026-12-31.
Deductible:
- Individual in-network: 1500.00
- Family in-network: 3000.00
- Structure: EMBEDDED — individual satisfies individual deductible on their own; family deductible is also satisfied once total family credits reach the family amount, whichever comes first.
- Out-of-network individual: 3000.00.
- In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network. (All claims are in-network, so we can ignore OON thresholds.)
OOPM:
- Individual in-network: 6000.00
- Family in-network: 12000.00
- Individual out-of-network: 12000.00.
- Once a member reaches the OOPM, plan pays 100% of allowed amount for covered services for remainder of plan year.
Member cost share:
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Coinsurance after deductible, out-of-network: 40% member / 60% plan
- Primary care office visit: 30.00 copay
- Specialist office visit: 60.00 copay
- Urgent care: 75.00 copay
- Emergency room: 400.00 copay, waived if visit results in inpatient admission, in subject to deductible and coinsurance
- Generic retail pharmacy: 15.00 copay
- Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum.
Preventive care: In-network preventive services required to be covered without cost share are paid at 100% and not subject to deductible, coinsurance, copay. None of the claims appear to be preventive.
Basis of payment: Allowed amount governs cost share.
We need to adjudicate each claim in order.
Initial accumulators (before Claim 1):
A: deductible 0.00, OOPM 0.00
B: deductible 0.00, OOPM 0.00
Family: deductible 0.00, OOPM 0.00
Terminology: Deductible applied: amount of the allowed amount applied to deductible (i.e., the amount the member pays toward deductible on this claim). Copay amount: flat copay if applicable. Coinsurance amount: member share of remaining allowed amount after deductible.
Member responsibility = deductible_applied + copay_amount + coinsurance_amount. But note that for services with copay, generally deductible is not applied (though plan says copays do not credit deductible, but also for office visits the copay is the cost share; does deductible apply before copay? Typically office visit copays are not subject to deductible. The plan says "Primary care office visit 30.00 copay", "Specialist office visit 60.00 copay". It does not explicitly say they are exempt from deductible, but the general structure is that copays are a flat per-service amount. Usually copays are not subject to deductible; the plan says "Copays do NOT credit the deductible." That indicates the member pays the copay and it doesn't reduce the deductible balance, but does it mean that deductible does not apply to the service? In most plan designs, a copay is the member's cost share for that service, and deductible is waived. But we must be careful. The plan document says: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." It doesn't say the deductible is waived, but in practice if a service has a copay, the member pays the copay instead of deductible/coinsurance. Since the plan lists specific copay amounts for specific services, we should apply the copay as the member responsibility for those services, and no deductible is applied. We need to confirm if any deductible is applied for those services. The plan document does not say "deductible waived for office visits", but the instruction for cost share lists those services with copays. Typically the copay is the member cost share, and the plan pays the rest (allowed amount minus copay). However, there is a nuance: sometimes the deductible applies first, then the copay is paid? No, that doesn't make sense for a copay. A copay is a fixed amount per service. Usually copays are separate from deductible. The plan says "Copays do NOT credit the deductible." That means the copay amount does not get added to the deductible accumulator. But does the allowed amount get applied to deductible? The service may be subject to deductible first if not exempt. But the plan lists "Primary care office visit ........................ 30.00 copay". This suggests the member pays 30.00 copay. If the deductible applied to the service, then the member would pay the allowed amount up to the deductible, but that would conflict with the stated copay. In standard adjudication, a copay is the member's cost share for a service that bypasses deductible. So for Claim 2 (Primary care office visit) and Claim 6 (Specialist office visit), member responsibility = copay amount = 30.00 or 60.00. Deductible_applied = 0.00. Coinsurance_amount = 0.00. Plan pays allowed amount minus copay.
For other services (imaging, surgery, infusion, inpatient admission, outpatient rehabilitation, outpatient procedure), they are subject to deductible and then coinsurance (20% member after deductible). There are no copays listed for those. So we apply deductible first, then 20% coinsurance on the remaining allowed amount. However, we must consider if the member has already met their deductible or OOPM.
Also need to consider family embedded deductible. Under embedded structure:
- Each individual has their own individual deductible (1500.00). Once a member's charges reach 1500.00, their individual deductible is satisfied.
- Additionally, the family deductible (3000.00) is satisfied once total family credits reach 3000.00, whichever comes first.
- Under embedded structure, a member's deductible is satisfied by the lesser of their individual remainder and the family remainder. Actually, the plan says: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Wait, that's from the "Rules for the whole family" bullet: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Let's parse that.
The rule says: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder."
This is a bit tricky. Let's restate: For a given claim, the amount applied to a member's deductible is limited by both the individual remaining deductible and the family remaining deductible. The member cannot pay more than their individual remainder, and also cannot pay more than the family remainder. But wait, under embedded deductible, usually if a member reaches their individual deductible, they are done even if the family hasn't reached the family total. And if the family total is reached, all members are done even if some haven't reached individual. The rule "satisfied by the lesser of their individual remainder and the family remainder" suggests that when computing how much of a claim is applied to deductible for a given member, we compare individual remaining deductible and family remaining deductible, and the cap is the lesser of the two. But is that correct?
Think: Family deductible is 3000. Family accumulator starts at 0. For embedded, each member has their own 1500. If A pays 1500, A's individual ded is met. Family ded now has 1500 credited. B still has individual remaining 1500. Family remaining is 3000 - 1500 = 1500. So for B's next claim, the lesser of B's individual remainder (1500) and family remainder (1500) is 1500. So B can pay up to 1500. If B pays 1500, family ded is met (3000 total). That's consistent.
If A had only paid 1000 (family ded 1000). B's individual remainder = 1500, family remainder = 2000. Lesser = 1500. So B could pay up to 1500. After B pays 1500, family total = 2500. A still has individual remainder 500. Family remainder now 500. So A's next claim would be capped by lesser of 500 and 500 = 500. That makes sense: family ded is 3000, and A and B together need to reach 3000. Since embedded, no single member can be required to pay more than 1500, but if family total is close to 3000, the remaining family amount could be less than the individual remainder, limiting the deductible applied.
Actually, under embedded deductible, the family deductible is a separate limit. If the family total hits 3000 before any individual hits 1500 (e.g., 4 members each pay 750), then all members satisfy deductible. In that scenario, for the first member, individual remainder = 1500, family remainder = 3000, lesser = 1500, but they only pay 750? Wait, the claim amount determines how much is applied. If the claim allowed is 750, and both individual and family have enough remaining, then 750 is applied. For the next member, family remainder = 2250, individual remainder = 1500, lesser = 1500, claim allowed 750, so 750 applied. Third member: family remainder = 1500, individual remainder = 1500, claim allowed 750, 750 applied. Fourth member: family remainder = 750, individual remainder = 1500, lesser = 750. So if the fourth member has a claim of 1000, only 750 is applied to deductible (the family remainder), and the rest is coinsurance. So yes, the deductible applied is limited by both the individual remaining and the family remaining. That matches the rule.
But we need to be careful: The rule states "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." That likely means the amount that can be applied to deductible for a member is the lesser of the two remainders. Once individual remainder reaches 0, that member's deductible is satisfied. Once family remainder reaches 0, all members' deductibles are satisfied.
Similarly for OOPM: The family OOPM is 12000, individual is 6000. Under embedded OOPM? The plan says OOPM individual and family amounts. Usually OOPM is also embedded: once a member reaches individual OOPM, they are done; or once family reaches family OOPM, all done. The prompt says: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." This is about individual OOPM. It doesn't explicitly mention family OOPM trigger, but family OOPM is common. However, the rules for the whole family bullet says: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." And we need to track family OOPM. Let's see how family OOPM typically works: embedded means if any member hits individual OOPM (6000), that member has no more cost share. If the family total OOPM hits 12000, then all members are done for the year, even if some haven't hit 6000. The prompt doesn't explicitly state the family OOPM mechanics beyond listing it. But the accumulator instructions require reporting ending_family_oopm. We need to decide when family OOPM caps cost share.
The rules for the whole family: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." This only mentions deductible. For OOPM, it does not mention "lesser of" but says both move. In typical embedded OOPM, the same logic applies: a member's cost share counts toward both individual and family OOPM until individual is met; after that, that member's cost share stops (0). But if family OOPM is met before individual, does that member stop paying? In many plans, yes, but the prompt is ambiguous. However, since they ask for ending_family_oopm and ending_family_deductible, we need to track family OOPM. Usually family OOPM works like family deductible: once the family total reaches the family OOPM, no member has cost share for the rest of the year. The prompt says "Once a member reaches the out-of-pocket maximum the plan pays 100%..." but doesn't say about family OOPM. But the accumulator instructions mention family OOPM. We'll assume family OOPM caps cost share for all members once reached, similar to deductible. Or at least we track it. Let's read carefully: "Out-of-pocket maximum... Individual (in-network) 6000.00, Family (in-network) 12000.00... Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't say "once the family reaches the family OOPM". But the task requires ending_family_oopm. In standard operations, you would track it. However, without explicit rule that family OOPM triggers 100% for all, we might only use individual OOPM to cap cost share per member. But family OOPM would still accumulate. Let's think about typical health plan design: ACA requires individual OOPM; family OOPM is an aggregate cap such that once the family reaches it, all family members are considered to have met their OOPM. But the prompt does not explicitly state that. However, the instruction "A member's own accumulator and the family accumulator both move on every claim that generates cost share" implies we track both. It doesn't say family OOPM stops cost share. But the question: "Report the components for Claim 8, and the ending accumulators for every member and for the family." So we need to report the numbers.
Given the lack of explicit rule, we should compute cost share based on individual OOPM only (since that's the only rule stated about capping). But we must also update family OOPM. If family OOPM reaches 12000 before an individual reaches 6000, does that cap them? The safe approach given the prompt's lack of explicit capping rule for family OOPM is to assume that the family OOPM does not cap cost share except perhaps by implication. However, the "Rules for the whole family" say "A member's own accumulator and the family accumulator both move on every claim that generates cost share." It doesn't say family OOPM acts as a cap. So we will only cap member cost share when individual OOPM is reached.
Wait, but what about the embedded deductible rule? It explicitly says "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." That implies family deductible does act as a cap for how much deductible a member can pay. So family deductible is definitely a cap. There's no similar language for OOPM. So for OOPM, we track both, but only individual OOPM caps cost share. Family OOPM is informational.
Let's verify with typical plan designs: Usually family OOPM is also embedded: individual OOPM caps individual, family OOPM caps family. But since the prompt didn't explicitly state that, and the "Rules for the whole family" only mention deductible embedded logic, we follow exactly what's given. So OOPM capping is per individual only.
But let's double-check the prompt: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." This is clearly individual trigger. Family OOPM is listed but no trigger language. So we will only use individual OOPM for capping cost share. However, we should be mindful: if family OOPM is reached, does it matter? Probably not for this set of claims because total charges may not reach 12000. Let's calculate.
Now let's adjudicate each claim.
Claim 1: 2026-01-06, A (subscriber). Service: Outpatient imaging, in-network. Allowed = 760.00.
No copay applies. Deductible and coinsurance apply.
A's individual deductible remaining: 1500.00 - 0 = 1500.00.
Family deductible remaining: 3000.00 - 0 = 3000.00.
Lesser of individual and family remainder: min(1500, 3000) = 1500.00.
Allowed amount = 760.00. Since 760 <= 1500, the full allowed amount is applied to deductible.
Deductible_applied = 760.00.
Coinsurance base = allowed - deductible_applied = 0.00.
Coinsurance_amount = 0.00 * 20% = 0.00.
Copay_amount = 0.00.
Member responsibility = 760.00.
Plan paid = allowed - member responsibility = 760.00 - 760.00 = 0.00.
Update accumulators:
A deductible: 0 + 760 = 760.00.
A OOPM: cost share = 760.00. OOPM new = 760.00. (Since deductible counts toward OOPM.)
Family deductible: 0 + 760 = 760.00.
Family OOPM: 0 + 760 = 760.00.
Check OOPM cap: A's OOPM is 760, well below 6000. So no cap.
After Claim 1:
A: ded=760.00, oop=760.00
B: ded=0.00, oop=0.00
Family: ded=760.00, oop=760.00
Claim 2: 2026-01-22, B (spouse). Service: Primary care office visit, in-network. Allowed = 190.00.
Primary care office visit has a copay of 30.00. Copays do not credit deductible. Copays credit OOPM.
So for this claim:
Copay_amount = 30.00.
Deductible_applied = 0.00 (copay services are not subject to deductible).
Coinsurance_amount = 0.00 (copay instead of coinsurance).
Member responsibility = 30.00.
Plan paid = allowed - member responsibility = 190.00 - 30.00 = 160.00.
Update accumulators:
B OOPM: 0 + 30 = 30.00.
B deductible: unchanged = 0.00 (copay doesn't credit deductible).
Family OOPM: 760 + 30 = 790.00.
Family deductible: unchanged = 760.00.
After Claim 2:
A: ded=760.00, oop=760.00
B: ded=0.00, oop=30.00
Family: ded=760.00, oop=790.00
Claim 3: 2026-02-11, A (subscriber). Service: Ambulatory surgery, in-network. Allowed = 2600.00.
No copay. Subject to deductible and coinsurance.
A individual deductible remaining: 1500 - 760 = 740.00.
Family deductible remaining: 3000 - 760 = 2240.00.
Lesser = min(740, 2240) = 740.00.
Allowed amount = 2600.00.
Deductible_applied = min(allowed, lesser) = min(2600, 740) = 740.00.
Remaining after deductible = 2600 - 740 = 1860.00.
Coinsurance_amount = 20% of 1860 = 372.00.
Member responsibility = 740 + 372 = 1112.00.
Plan paid = 2600 - 1112 = 1488.00.
Now, does the member's OOPM cap apply? Before this claim, A's OOPM = 760.00. After adding cost share 1112, new OOPM = 760 + 1112 = 1872.00. This is below 6000, so no cap. (If it exceeded, we'd need to adjust.)
Update accumulators:
A deductible: 760 + 740 = 1500.00 (A's individual deductible now met).
A OOPM: 760 + 1112 = 1872.00.
Family deductible: 760 + 740 = 1500.00.
Family OOPM: 790 + 1112 = 1902.00.
After Claim 3:
A: ded=1500.00, oop=1872.00
B: ded=0.00, oop=30.00
Family: ded=1500.00, oop=1902.00
Claim 4: 2026-03-04, B (spouse). Service: Outpatient infusion, in-network. Allowed = 4100.00.
Subject to deductible and coinsurance.
B individual deductible remaining: 1500 - 0 = 1500.00.
Family deductible remaining: 3000 - 1500 = 1500.00.
Lesser = min(1500, 1500) = 1500.00.
Allowed = 4100.00.
Deductible_applied = min(4100, 1500) = 1500.00.
Remaining after deductible = 4100 - 1500 = 2600.00.
Coinsurance = 20% of 2600 = 520.00.
Member responsibility = 1500 + 520 = 2020.00.
Check OOPM cap: Before claim, B's OOPM = 30.00. Adding 2020 would make 2050.00, which is below 6000. So no cap.
Update accumulators:
B deductible: 0 + 1500 = 1500.00 (B's individual deductible now met).
B OOPM: 30 + 2020 = 2050.00.
Family deductible: 1500 + 1500 = 3000.00 (family deductible now met).
Family OOPM: 1902 + 2020 = 3922.00.
After Claim 4:
A: ded=1500.00, oop=1872.00
B: ded=1500.00, oop=2050.00
Family: ded=3000.00, oop=3922.00
Claim 5: 2026-04-18, A (subscriber). Service: Inpatient admission, in-network. Allowed = 14800.00.
Subject to deductible and coinsurance.
Since A's individual deductible is already met (1500.00), and family deductible is met (3000.00), no deductible applies.
Deductible_applied = 0.00.
Remaining = 14800.00.
Coinsurance = 20% of 14800 = 296json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Pro · DeepSeek43.2s · 2,168 out | 38.7s · 2,759 out | 47.8s · 2,462 out
Reasoning · 2,015 tokens
We are given a synthetic plan: Bluebonnet PPO 1500. We need to adjudicate claims in order. We have family accumulators starting at 0 for everything. The plan has embedded deductible: individual in-network $1500, family $3000. Copays: primary care $30, specialist $60, etc. Coinsurance after deductible: 20% in-network. Copays don't credit deductible but do credit OOPM. Out-of-pocket max individual in-network $6000, family $12000.
We need to process each claim, update accumulators for A, B, and family. Then for Claim 8 we report member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount. And ending accumulators for A, B, family.
Let's go through each claim.
Claim 1: A, outpatient imaging, in-network, allowed 760.00. No copay (imaging is not office visit; it's subject to deductible and coinsurance). A's deductible starts at 0. So deductible applies: A's deductible remaining = 1500. Allowed 760 < 1500, so entire amount goes to deductible. Member responsibility = 760. Plan paid = 0. Deductible applied = 760. Copay = 0, coinsurance = 0. Accumulators after claim 1:
A: deductible = 760, OOPM = 760.
B: deductible = 0, OOPM = 0.
Family: deductible = 760 (total credits), OOPM = 760.
Claim 2: B, primary care office visit, in-network, allowed 190. Primary care office visit has $30 copay. Copays do not credit deductible, so deductible is not affected. Copay applies. So member responsibility = 30 (copay). Plan paid = 190 - 30 = 160. Deductible applied = 0. Copay amount = 30. Coinsurance = 0. Accumulators: B's deductible stays 0, OOPM increases by 30 (since copay counts toward OOPM). B OOPM now 30. Family deductible unchanged 760, family OOPM becomes 760+30=790. A unchanged.
Claim 3: A, ambulatory surgery, in-network, allowed 2600. This is subject to deductible/coinsurance. A's current deductible remaining: starting deductible 1500 - already met 760 = 740 remaining. So first 740 goes to deductible, remainder 2600-740=1860 subject to coinsurance 20%. So member responsibility = 740 + 20% of 1860 = 740 + 372.00 = 1112.00. Plan paid = 2600 - 1112 = 1488.00 (check: 740 + (80% of 1860) = 740 + 1488 = 2228? Wait, plan paid should be the rest: 1860 * 0.8 = 1488, so total plan paid 1488, member 740+372=1112, sum 2600. Yes). Deductible applied = 740. Copay = 0, coinsurance amount = 372.00. Update accumulators:
A: deductible becomes 760+740=1500 (max individual in-network deductible met). OOPM: previous 760 + 1112 = 1872. (OOPM counts deductible and coinsurance).
Family: deductible total credits: previous 760 + 740 = 1500? Actually, family deductible credits accumulate from all members' deductible payments. Claim 1 gave 760, claim 3 gave 740, total 1500. So family deductible now 1500 (not yet 3000). Family OOPM: previous 790 + 1112 = 1902.
B unchanged: deductible 0, OOPM 30.
Claim 4: B, outpatient infusion, in-network, allowed 4100. Subject to deductible/coinsurance. B's individual deductible is 1500, currently 0 used. So B will need to meet deductible first. Since family deductible is currently 1500 (of 3000), and structure is embedded: B's deductible is satisfied by the lesser of their individual remainder and family remainder. Family remainder = 3000 - 1500 = 1500. B's individual remainder = 1500 - 0 = 1500. So B needs to meet 1500. So first 1500 goes to deductible. Then remaining 4100-1500=2600 subject to 20% coinsurance. Member responsibility = 1500 + 0.2*2600 = 1500 + 520 = 2020. Plan paid = 4100 - 2020 = 2080. Deductible applied = 1500. Copay=0, coinsurance=520.
Update:
B: deductible now 1500 (individual met). OOPM: previous 30 + 2020 = 2050.
Family: deductible credits: 1500 (from claims 1,3) + 1500 = 3000, so family deductible met (reaches 3000). Family OOPM: previous 1902 + 2020 = 3922.
A unchanged: deductible 1500 (met), OOPM 1872.
Claim 5: A, inpatient admission, in-network, allowed 14800. A's deductible already met (1500). So coinsurance applies: 20% of 14800 = 2960. However, check OOPM: A's current OOPM is 1872, individual OOPM max 6000. So member responsibility will be 2960, but need to see if OOPM cap limits. Total OOPM after this would be 1872+2960 = 4832, under 6000. So full coinsurance applies. So member responsibility = 2960. Plan paid = 14800 - 2960 = 11840. Deductible applied = 0 (deductible already met). Copay=0, coinsurance=2960.
Update accumulators:
A: OOPM becomes 1872+2960=4832. Deductible remains 1500.
Family: OOPM: previous 3922 + 2960 = 6882. Deductible already met (3000).
B unchanged: deductible 1500, OOPM 2050.
Claim 6: B, specialist office visit, in-network, allowed 210. Specialist visit has $60 copay. Copay does not credit deductible. Since B's deductible already met (but doesn't matter for copay), copay applies. So member responsibility = 60 copay. Plan paid = 210-60=150. Deductible=0, copay=60, coinsurance=0.
Update:
B: OOPM was 2050, add 60 = 2110. Deductible still 1500.
Family OOPM: 6882 + 60 = 6942.
A unchanged.
Claim 7: A, outpatient rehabilitation, in-network, allowed 1900. A's deductible met, coinsurance 20% = 380. A's OOPM currently 4832. Adding 380 would reach 5212, still under 6000. So member responsibility = 380, plan paid = 1520. Deductible=0, copay=0, coinsurance=380.
Update:
A OOPM: 4832+380=5212.
Family OOPM: 6942+380=7322.
B unchanged.
Claim 8: B, outpatient procedure, in-network, allowed 3300. B's deductible met (1500). So coinsurance applies: 20% of 3300 = 660. But need to check OOPM limits. B's current OOPM: 2110. Individual OOPM max 6000. Adding 660 gives 2770, under 6000. So full coinsurance. No deductible applied because already met. So:
member_responsibility = 660.00
plan_paid = 3300 - 660 = 2640.00
deductible_applied = 0.00
copay_amount = 0.00
coinsurance_amount = 660.00
Now ending accumulators after Claim 8:
For A: ending_deductible_a = 1500.00 (still met), ending_oopm_a = 5212.00 (unchanged from claim 8, since A not involved)
For B: ending_deductible_b = 1500.00 (unchanged), ending_oopm_b = 2110 + 660 = 2770.00.
Family: ending_family_deductible = 3000.00 (already met), ending_family_oopm = previous 7322 + 660 = 7982.00.
Double-check family OOPM: Claim1 760, Claim2 30, Claim3 1112, Claim4 2020, Claim5 2960, Claim6 60, Claim7 380, Claim8 660. Sum: 760+30=790, +1112=1902, +2020=3922, +2960=6882, +60=6942, +380=7322, +660=7982. Yes.
So final answer.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,606 tokens
We are asked to adjudicate claims for a family with two members: A (subscriber) and B (spouse), under the Bluebonnet PPO 1500 plan. All claims are in-network. The deductibles are embedded: individual $1500, family $3000. Copays do not credit deductible, but do credit OOPM. Coinsurance is 20% after deductible. OOPM individual $6000, family $12000. Preventive care not relevant here; no copay waiver for ER admission.
We have already adjudicated claims 1 through 7 before claim 8. So we need to simulate the accumulator updates from claim 1 to claim 7, then adjudicate claim 8 and give ending accumulators for each member and family after claim 8.
Let's list claims with details:
Claim 1: A, outpatient imaging, in-network, allowed $760.00. No copay mentioned; this is likely a service subject to deductible/coinsurance (not primary care, specialist, urgent care, ER, pharmacy, preventive). So it's subject to deductible then 20% coinsurance. Starting accumulators all zero. A's individual deductible $1500, family $3000. Since deductible is embedded, A's deductible remainder is $1500. Allowed $760 < $1500, so entire amount applies to deductible. So member responsibility = $760, plan paid = $0. Deductible applied: $760. Copay: 0, Coinsurance: 0. Accumulators after claim 1: A deductible = 760, OOPM = 760; family deductible = 760, family OOPM = 760. B deductible 0, OOPM 0.
Claim 2: B, primary care office visit, in-network, allowed $190. Copay for primary care office visit: $30 copay. Copays do not apply to deductible, but credit OOPM. So member responsibility = $30 copay. Plan paid = allowed - copay = $190 - $30 = $160. (Assuming copay is the member's only cost-share; no deductible applies because copay service is not subject to deductible). So B's deductible stays at 0, OOPM increases by $30 to 30. Family deductible unchanged (still 760), family OOPM becomes 760+30 = 790. B deductible 0, OOPM 30.
Claim 3: A, ambulatory surgery, allowed $2600, in-network. Subject to deductible/coinsurance. A currently has deductible accumulated $760, so remaining individual deductible = $1500 - 760 = $740. Family deductible accumulated 760, remaining family deductible = 3000 - 760 = 2240. Under embedded, A's effective remaining deductible is min(individual remainder, family remainder) = min(740,2240)=740. So first $740 of this claim goes to deductible. Then the remaining $2600 - 740 = $1860 is subject to 20% coinsurance. Coinsurance amount = 20% of 1860 = $372.00. So total member responsibility = 740 deductible + 372 coinsurance = $1112.00. Plan paid = allowed - member = 2600 - 1112 = $1488. Deductible applied this claim: 740 (to A). Copay 0, coinsurance 372. Accumulator updates: A deductible becomes 760+740=1500 (satisfied). A OOPM becomes 760 (from prior) + 1112 = 1872. Family deductible: prior 760 + 740 = 1500. Family OOPM: 790 (prior) + 1112 = 1902. B unchanged (ded 0, OOPM 30).
Claim 4: B, outpatient infusion, allowed $4100, in-network. B currently deductible 0, OOPM 30. B individual deductible $1500. Family deductible accumulated 1500, remaining 1500 (since family 3000 - 1500 = 1500). B's individual remaining deductible = 1500, family remaining 1500, so min=1500. So first $1500 of claim goes to deductible. Remaining amount = 4100 - 1500 = $2600, coinsurance 20% = $520. Member responsibility = 1500 + 520 = $2020. Plan paid = 4100 - 2020 = $2080. B deductible now 0+1500 = 1500 (individual satisfied). Family deductible becomes 1500+1500=3000 (family satisfied now). Family OOPM prior 1902 + 2020 = 3922. B OOPM prior 30 + 2020 = 2050. A OOPM unchanged 1872. A deductible still 1500 (satisfied). Note: After this claim, family deductible is satisfied (3000). So for any future claims, no more deductible will be applied; only coinsurance until OOPM.
Claim 5: A, inpatient admission, allowed $14800, in-network. At this point, both A and family deductibles are satisfied. So claim goes straight to coinsurance 20%. So coinsurance amount = 20% of 14800 = $2960.00. Member responsibility = $2960. Plan paid = 14800 - 2960 = $11840. Accumulator updates: A OOPM prior 1872 + 2960 = 4832. Family OOPM prior 3922 + 2960 = 6882. B OOPM 2050 unchanged. Deductibles all remain satisfied (1500 for A, 3000 family). B deductible 1500.
Claim 6: B, specialist office visit, allowed $210, in-network. Specialist office visit copay is $60. Copay applies, does not credit deductible, credits OOPM. Since deducible is already satisfied, no deductible, and copay replaces coinsurance? Typically, for office visits with copay, the copay is the member cost-share regardless of deductible. So member pays $60 copay. Plan pays allowed - copay = 210 - 60 = $150. So member responsibility = 60. B OOPM prior 2050 + 60 = 2110. Family OOPM prior 6882 + 60 = 6942. A OOPM 4832 unchanged. No change to deductibles.
Claim 7: A, outpatient rehabilitation, allowed $1900, in-network. This service is not a listed copay service (primary, specialist, urgent care, ER, pharmacy) so likely subject to deductible/coinsurance. But deducible already satisfied (A individual 1500, family 3000 met). So coinsurance 20% = 0.20*1900 = 380. Member responsibility = 380. Plan paid = 1900 - 380 = 1520. A OOPM: 4832 + 380 = 5212. Family OOPM: 6942 + 380 = 7322. B OOPM 2110 unchanged. Deductibles still satisfied.
Now Claim 8: B, outpatient procedure, allowed $3300, in-network. Not a copay service, so subject to coinsurance after deductible, but both B and family deductibles are already satisfied. So 20% coinsurance = 0.20 * 3300 = 660.00. Member responsibility = $660.00. Plan paid = 3300 - 660 = $2640.00. No deductible applied this claim because deductible already met. Copay 0, coinsurance 660.
Now we need to compute ending accumulators after claim 8:
A's deductibles: still satisfied at 1500.00 ending_deductible_a = 1500.00
A's OOPM: prior 5212 + 0 (claim 8 is for B, so A OOPM unchanged) = 5212.00 ending_oopm_a = 5212.00
B's deductibles: satisfied at 1500.00 ending_deductible_b = 1500.00
B's OOPM: prior 2110 + 660 (claim8) = 2770.00 ending_oopm_b = 2770.00
Family deductible: satisfied at 3000.00 ending_family_deductible = 3000.00
Family OOPM: prior 7322 + 660 = 7982.00 ending_family_oopm = 7982.00
Now we report claim 8 components: member_responsibility = 660.00, plan_paid = 2640.00, deductible_applied = 0.00, copay_amount = 0.00, coinsurance_amount = 660.00.
Also ensure all numbers to two decimals.
Check: Sum of member_responsibility + plan_paid = 660+2640=3300, which equals allowed amount. Good.
Let's double-check the accumulations to ensure no mistakes.
First, compute manually:
Initial: all 0.
Claim1 A: allowed 760. A ded remaining 1500 > 760, so all to ded. A ded=760, OOPM=760. Family ded=760, OOPM=760. B 0.
Claim2 B: PCP copay $30. B OOPM=30, family OOPM=760+30=790. B ded=0.
Claim3 A: allowed 2600. A ded remaining =1500-760=740. Family ded remaining=3000-760=2240, so applied ded = 740. After that, A ded met (1500). Coinsurance on 2600-740=1860 *20%=372. A pays 740+372=1112, OOPM becomes 760+1112=1872. Family ded becomes 760+740=1500, family OOPM=790+1112=1902. B unchanged.
Claim4 B: allowed 4100. B ded remaining=1500, family ded remaining=3000-1500=1500, so ded 1500. Coinsurance on 4100-1500=2600 *20%=520. B pays 1500+520=2020, OOPM=30+2020=2050. Family ded becomes 1500+1500=3000 (met), family OOPM=1902+2020=3922. A OOPM 1872.
Claim5 A: allowed 14800. Deductibles met, so coinsurance 20% = 2960. A pays 2960, OOPM=1872+2960=4832. Family OOPM=3922+2960=6882. B OOPM 2050.
Claim6 B: specialist copay $60. B pays 60, OOPM=2050+60=2110. Family OOPM=6882+60=6942. No ded changes.
Claim7 A: allowed 1900. Coinsurance 20% = 380. A OOPM=4832+380=5212. Family OOPM=6942+380=7322. B OOPM 2110.
Claim8 B: allowed 3300. Coinsurance 20% = 660. B OOPM=2110+660=2770. Family OOPM=7322+660=7982. A OOPM 5212.
All consistent.
Now output JSON with keys: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm.
Note: deductible_applied is the amount of deductible applied to THIS claim. Since this claim didn't apply deductible (already met), it's 0.00. copay_amount is 0.00 because no copay for this service type. coinsurance_amount is 660.00.
All good.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,309 tokens
We need to adjudicate claims in order. Plan: Bluebonnet PPO 1500. Deductible: individual in-network: 1500, family in-network: 3000, embedded. OOPM: individual in-network: 6000, family in-network: 12000. Coinsurance: after deductible, 20% member, 80% plan. Copays: PCP $30, specialist $60, urgent care $75, ER $400 waived if inpatient. Preventive care 100%. Copays don't credit deductible, credit OOPM.
Accumulators before Claim 1: all zero.
Claim 1: A, outpatient imaging, in-network, allowed $760. No copay (imaging not office visit). So subject to deductible and coinsurance. A's deductible: 0, so apply to deductible. Deductible remainder: individual 1500, family 3000. So $760 goes to deductible. A's deductible becomes $760, family deductible $760. A pays $760 (since deductible). No coinsurance yet. OOPM: A OOPM $760, family OOPM $760. Plan pays $0 (since all to deductible). Actually, member responsibility = deductible amount. Member_responsibility = 760.00, plan_paid = 0.00, deductible_applied = 760.00, copay = 0, coinsurance = 0. Accumulators after: A deductible: 760.00, OOPM: 760.00; B unchanged; family deductible: 760.00, OOPM: 760.00.
Claim 2: B, PCP visit, in-network, allowed $190. PCP copay is $30. Copay does not credit deductible, credits OOPM. So B pays $30 copay. No deductible accumulation. Plan pays allowed minus copay? Plan pays amount after copay? The plan document says: "Member cost share is calculated from the allowed amount." For copays, it's a flat fee, so member pays copay, plan pays the rest of allowed? Typically, for a PCP visit with copay, the allowed amount is the contracted rate, and the plan pays the balance after the copay. So plan_paid = 190 - 30 = 160.00. But does the copay apply before deductible? Yes, copay services are not subject to deductible. Coinsurance doesn't apply. So member_responsibility = 30.00, plan_paid = 160.00. Deductible applied = 0, copay_amount = 30.00, coinsurance = 0. Accumulators: B deductible stays 0, B OOPM becomes 30. Family deductible stays 760.00, family OOPM becomes 760+30 = 790.00. No change to A.
Claim 3: A, ambulatory surgery, in-network, allowed $2600. No copay mentioned, so likely subject to deductible and coinsurance. A's current deductible balance: A has $760 accumulated, so remaining individual deductible = 1500 - 760 = 740. Family deductible: 3000 - 760 = 2240 remaining. So A will apply up to $740 to deductible, then coinsurance on the rest. Claim allowed: $2600. First $740 goes to deductible, A pays that. Remaining $2600 - 740 = $1860. Then coinsurance: 20% member = 0.20 * 1860 = $372.00. Plan pays 80% = $1488.00. Total A responsibility: 740 + 372 = $1112.00. Plan pays $1488.00. Deductible applied: $740. Coinsurance amount: $372.00. No copay. So member_responsibility: 1112.00, plan_paid: 1488.00. Accumulators update: A deductible now 760+740 = 1500 (satisfied individual). A OOPM: previous 760 + 1112 = 1872.00. Family deductible: previous 760 + 740 = 1500 (still less than 3000). Family OOPM: previous 790 + 1112 = 1902.00? Wait, Claim 2 was B, family OOPM was 790. Claim 3 A adds $1112 to OOPM, so family OOPM becomes 790 + 1112 = 1902.00. But note: family OOPM tracks sum of all OOP spending across family. B's OOPM: 30, A's OOPM: 1872, total family OOPM = 1902. Check: 760+30+1112 = 1902. Yes.
Claim 4: B, outpatient infusion, in-network, allowed $4100. B's deductible: currently 0. Individual deductible for B is $1500. Family deductible: currently 1500, so remaining family deductible = 3000 - 1500 = 1500. B will apply deductible until either B's individual deductible is met (1500) or family deductible is met (3000). Since family remaining is 1500, and B needs 1500, B's individual and family both will be satisfied with $1500. So B will first meet deductible. Allowed $4100. Apply $1500 to deductible (since both individual and family have 1500 remaining). Then remaining $4100 - 1500 = 2600. Then coinsurance 20% member = 0.20 * 2600 = $520.00. Plan pays 80% = $2080.00. Member responsibility: 1500 + 520 = $2020.00. Plan pays $2080.00. Deductible applied: 1500, coinsurance: 520. No copay. Accumulators: B deductible now 1500 (satisfied). B OOPM: previous 30 + 2020 = 2050. Family deductible: previous 1500 + 1500 = 3000 (satisfied). Family OOPM: previous 1902 + 2020 = 3922. Update family OOPM.
Claim 5: A, inpatient admission, in-network, allowed $14800. A has already satisfied individual deductible (1500), family deductible is now satisfied (3000). So coinsurance applies only. A's OOPM individual: 6000. Current A OOPM: 1872. So remaining OOPM: 6000 - 1872 = 4128.00. So A will pay coinsurance until OOPM reached. Coinsurance is 20% of allowed amount. So 20% of $14800 = $2960.00. That's less than $4128, so A pays $2960. Then A's OOPM becomes 1872+2960=4832, still below 6000. Plan pays 80% = 11840.00. Member responsibility: 2960.00, plan paid: 11840.00. Deductible applied: 0, copay: 0, coinsurance: 2960.00. Accumulators: A deductible unchanged 1500, A OOPM: 4832. Family OOPM: previous 3922 + 2960 = 6882. Family OOPM max 12000, so fine.
Claim 6: B, specialist office visit, in-network, allowed $210. Specialist copay $60. B already satisfied deductible, OOPM: 2050 (individual OOPM limit 6000). Copay applies. Copay is flat, does not credit deductible, but credits OOPM. So B pays $60. Plan pays allowed - copay = $210 - $60 = $150.00. Member responsibility: $60. Deductible: 0, copay: 60, coinsurance: 0. Accumulators: B OOPM becomes 2050+60=2110. Family OOPM: 6882+60=6942.
Claim 7: A, outpatient rehabilitation, in-network, allowed $1900. A deductible already met, OOPM is 4832 (individual max 6000, remaining 1168). Coinsurance 20% = 0.20*1900 = $380.00. That's less than OOPM remaining, so A pays $380. Plan pays $1520. Member responsibility: $380.00, plan paid: $1520.00. Deductible: 0, coinsurance: 380.00. Accumulators: A OOPM: 4832+380=5212. Family OOPM: 6942+380=7322.
Claim 8: B, outpatient procedure, in-network, allowed $3300. B deductible already met, OOPM: 2110, individual OOPM max 6000, remaining 3890. Coinsurance: 20% of 3300 = $660.00. This is less than remaining OOPM, so B pays $660. Plan pays 80% = $2640.00. Member responsibility: $660.00, plan paid: $2640.00. Deductible applied: 0, copay: 0, coinsurance: 660.00.
Now compute ending accumulators after Claim 8.
A: deductible: 1500 (unchanged from after claim 3), OOPM: 5212 (from after Claim 7) — Claim 8 doesn't affect A.
B: deductible: 1500 (unchanged from after claim 4), OOPM: after Claim 8: 2110 + 660 = 2770.
Family deductible: already met at 3000 (after claim 4), so ending family deductible: 3000.00
Family OOPM: after claim 7: 7322, claim 8 adds 660, so 7322+660=7982.00.
Check: Family OOPM sum of individual OOPM: A 5212 + B 2770 = 7982. Okay.
So for Claim 8: member_responsibility: 660.00, plan_paid: 2640.00, deductible_applied: 0.00, copay_amount: 0.00, coinsurance_amount: 660.00.
Ending accumulators:
ending_deductible_a: 1500.00
ending_oopm_a: 5212.00
ending_deductible_b: 1500.00
ending_oopm_b: 2770.00
ending_family_deductible: 3000.00
ending_family_oopm: 7982.00
Now JSON.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Luna · OpenAI9.8s · 670 out | 34.7s · 516 out | 4.3s · 558 out
json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"member_responsibility":"660.00","plan_paid":"2640.00","deductible_applied":"0.00","copay_amount":"0.00","coinsurance_amount":"660.00","ending_deductible_a":"1500.00","ending_oopm_a":"5212.00","ending_deductible_b":"1500.00","ending_oopm_b":"2770.00","ending_family_deductible":"3000.00","ending_family_oopm":"7982.00"}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Flash · DeepSeek266.6s · 10,004 out | 37.0s · 1,772 out | 93.6s · 5,614 out
Reasoning · 9,855 tokens
We need answer JSON exact keys. Need process adjudication in order claims 1-8, member responsibility etc for Claim 8, ending accumulators. Need apply plan, deductibles, OOPM. Need understand rules. Need calculate.
We have plan: In-network only? all claims in-network. Deductible individual $1500, family $3000, embedded: individual satisfies own deductible; family deductible satisfied when total family credits reach $3000, whichever first. OOPM individual $6000, family $12000, embedded? OOPM individual and family? Once member reaches? Need calculate. Copays: primary care office visit $30 copay, specialist office visit $60, urgent care $75, ER $400 waived if inpatient; generic retail $15. Outpatient imaging, ambulatory surgery, outpatient infusion, inpatient admission, outpatient rehab, outpatient procedure? No copay listed? They are subject to deductible and coinsurance presumably? For services with listed copay maybe no deductible? Need adjudicate. Need apply copay? Need understand plan: Coinsurance after deductible: in-network 20% member / 80% plan. Copays do NOT credit deductible. Copays always credit OOPM. Service-specific copays: Primary care office visit has $30 copay, likely not subject to deductible/coinsurance? "Member cost share: Coinsurance after deductible, in-network 20%; Primary care office visit 30.00 copay" So a PCP visit is copay only? It says Copays do NOT credit deductible, credit OOPM. Specialist office visit copay $60. Other services not listed with copay likely subject to deductible then coinsurance 20%. Need process each claim.
Need maintain family deductible and individual deductible? Family deductible embedded. Important order and accumulators. For each allowed amount, first apply deductible? For services subject to deductible and coinsurance: member pays deductible remaining until deductible satisfied; then coinsurance on remaining allowed (20%); plan pays rest. Copays are flat and no deductible. Copay counts toward OOPM but not deductible.
Need handle family deductible vs individual deductibles. Embedded individual $1500/family $3000. Each member has own individual deductible, but any allowed amount/deductible credits? Let's interpret: In-network and out-of-network deductible credits accumulate to a single member deductible balance for each member? There is individual deductible, family deductible. For claims, deductible applied to member is counted toward that member's individual deductible and toward family deductible. Once a member satisfies individual, further services for that member bypass individual deductible but family deductible may still not be fully satisfied? "Embedded — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach family amount, whichever comes first." So if one member meets individual, then for that member no more individual deductible; but family deductible still may need total family credits. When family total reaches $3000, family deductible satisfied, then no deductible applies to any member? Usually with embedded, after individual deductible met, their remaining claims still count toward family deductible until family deductible met; once family deductible met, all family members no longer pay deductible? Need be careful: A plan with embedded individual/family deductible: There is family deductible that applies to all family members, but embedded individual deductible means once an individual satisfies their own deductible, they are considered deductible satisfied even if family deductible not met? Actually "embedded" means each individual has own deductible; family deductible is maximum for family. For a family of 2, each individual OOP? Let's parse wording: Deductible individual 1500, family 3000, embedded — an individual satisfies individual deductible on their own; family deductible also satisfied once total family credits reach family amount, whichever comes first. This likely means: Each individual has $1500 deductible. Family deductible is $3000 aggregate. If a member incurs covered services, their allowed amounts count toward their individual and family. The individual's deductible obligation stops when either their individual $1500 or family $3000 reached. For a given claim, once family deductible fully satisfied, maybe no further deductibles for anyone. But until family deductible met, an individual who has met their individual deductible doesn't pay deductible on subsequent claims? Yes "individual satisfies individual deductible on their own" means no more deductible for that member, even though family deductible not met? But total family credits continue accumulating? Hmm "family deductible is also satisfied once total family credits reach family amount" independently. In embedded deductible, each member has individual deductible; once member reaches it, their own deductible satisfied and no longer subject to deductible; family deductible is an aggregate cap, but because individual embedded, it may remain? Example family deductible $3000, individual $1500. A has claims $1500, B no claims. A no longer pays deductible on subsequent claims, family deductible still not met? But family deductible doesn't impose additional deductible on A because A's deductible satisfied? What about B later has claim: B hasn't satisfied individual deductible; is B subject to deductible until B reaches $1500 or family deductible total reaches $3000? Likely yes. But if A has additional $1500, total family credits reach $3000, then family deductible satisfied; B no longer deductible. So need track individual remaining deductibles and family remaining. When family deductible satisfied, individual deductibles no longer relevant for anyone; no deductible on subsequent services. But until family satisfied, each member's deductible applies only until individual satisfied? Need decide.
Need process claims with allowed amounts and service copays.
Let's list claims:
1 Jan 6 A: Outpatient imaging, allowed 760. Subject to deductible/coinsurance (not copay). Initial ded accum A=0, family=0. Deductible applied? A individual remaining $1500, family remaining $3000. Since allowed 760 less than remaining? apply 760 to deductible. Member responsibility deductible applied = 760; remaining allowed after deductible = 0; coinsurance = 0; plan paid 0? Actually if allowed fully consumed by deductible, plan pays 0. Accumulators: A deductible 760, family deductible 760. OOPM? Deductible counts toward OOPM? Typically yes deductible counts toward OOPM. Need include in OOPM. Member responsibility includes deductible, counts toward OOPM. New A OOPM=760, family OOPM=760. Plan paid maybe allowed - member responsibility = 0. But total allowed 760 = member responsibility 760 + plan paid 0. Fine.
Need maybe copay amounts per claim if no copay.
2 Jan 22 B: Primary care office visit, allowed 190. Service has PCP copay $30, not subject to deductible/coinsurance? If copay applies, member responsibility = $30, plan pays 160. Copay does not credit deductible, so B deduct remains 0; family deduct remains 760. OOPM: B increases by 30, family by 30? OOPM includes copays. B OOPM=30, family OOPM=790. But need consider allowed amount? Plan paid allowed - copay =160. Deductible applied 0, copay amount 30, coinsurance 0.
Question: If PCP visit subject to deductible then copay? Plan says copays do NOT credit deductible, so no deductible. OK.
3 Feb 11 A: Ambulatory surgery, allowed 2600. At that time accumulators before claim: A deduct=760, OOPM=760; B OOPM=30; family deduct=760, family OOPM=790. A individual remaining deductible 1500-760=740. Family remaining deductible 3000-760=2240. Service subject to ded/coins. Deductible applies to A: min(remaining individual 740, family remaining 2240, allowed 2600) = 740. Ded applied = 740. Remaining allowed = 2600 - 740 = 1860. Now A individual deductible satisfied, family deductible not satisfied (family total 1500, remaining 1500). Since A's individual deductible satisfied, no more deductible for A on remaining allowed? Coinsurance 20% on 1860 = 372. Plan pays 1488. Member responsibility = 740+372=1112. A OOPM increases by 1112? Deductible 740 counts OOPM, coins 372 counts OOPM. A OOPM = 760 +1112 =1872. Family OOPM = 790 +1112 =1902? Plus no B. Also B OOPM=30, family includes B 30, A 1872 = A OOPM + B OOPM = 1902. OK. Family deduct = 1500 (A 760 + 740 from claim 3 = 1500). Family remaining 1500. A deduct 1500. B deduct 0. Important: A's additional allowed amount 1860 should not count toward family deductible? Since after A individual satisfied but family not satisfied, does the remaining allowed (1860) count toward family deductible? Wait family deductible "total family credits" likely includes all deductible-eligible allowed amounts up to deductible? Need distinguish "deductible applied" vs "credits". In a family deductible, family deductible is satisfied once family members' applied deductible (and maybe copays? no) total reaches family amount. In our processing, after A individual satisfied, for remaining 1860 we did not apply any deductible to member, so did it contribute to family deductible? Family total remained 1500. But if family deductible hasn't been met, should additional covered expenses by A count toward family deductible and potentially satisfy family deductible even though A no longer pays? Actually if A has met individual deductible, and family deductible not met, then subsequent A expenses are subject to coinsurance only (no deductible) but do they accumulate toward family deductible? The phrase "family deductible is also satisfied once total family credits reach family amount" perhaps "credits" are amounts applied to deductible, not all allowed. If no deductible applied (because member's individual satisfied), then no family credit? Hmm but total family credits include the amounts applied to individual deductibles. If no amount applied to A, doesn't count. Another interpretation: The family deductible is aggregate of allowed amounts for all members until $3000, but each individual's deductible is embedded so once an individual meets own, their remaining allowed amounts still count toward family deductible while family deductible not met? Let's investigate typical "embedded deductible": Family has family deductible; each individual embedded deductible. Under HDHP, for family coverage with embedded individual deductible, once an individual meets their embedded individual deductible, the plan begins cost-sharing for that individual even if family deductible not met. However, expenses incurred by that individual continue to accumulate toward family deductible, and once family deductible is met, all members are considered deductible satisfied. So yes, A's remaining allowed 1860 should count towards family deductible (without member paying deductible on it? It counts toward meeting family deductible, but if family deductible eventually met, did previous A after individual not pay? Could be "deductible applied" could be 0 for A but family deductible accumulators increase? Need define in output: ending_deductible_a A's individual deductible? likely amount credited to A's deductible (until individual max) =1500. ending_family_deductible likely total family deductible credits including all member deductible credits? If A's claim remaining allowed counted, family deductible might become satisfied at claim 3: family total would be 760 + 2600 =3360, exceeding 3000, so family deductible satisfied during claim 3. Then what about the coinsurance calculation for claim 3? If family deductible is satisfied during the same claim, once family deductible reached, the remainder of allowed amount after deductible is subject to coinsurance. But if A had no individual deductible remaining after first 740, and family deductible remaining 1500, then maybe before coinsurance, family deductible needs to be satisfied: A's remaining allowed 1860 applied toward family deductible until family total reaches 3000. But if those amounts count toward family deductible, do they reduce member responsibility? Let's think.
Plan: "deductible: Individual 1500; Family 3000; Embedded — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." The "family deductible" is cap on deductible for family. Under embedded, you don't apply family deductible until individual deductibles? But for family plan, if one member has high expenses, once individual deductible met, no more deductible for that member; family deductible may still be met by other members. If a single member has expenses > family deductible? In family deductible, max deductible for one individual is individual? Wait with embedded family, individual deductible is $1500; family max $3000. If one member has $2600 claim, deductible applied: first $1500 to individual deductible. Since individual satisfied, for the remaining $1100? Should family deductible then apply? The family deductible is $3000, but not yet met (total family credits may still be $1500). Does the individual continue to pay deductible beyond $1500 toward family? Typically no; embedded deductible means individual's max deductible is $1500, not family max. So remaining $1100 is subject to coinsurance, not deductible. But family deductible accumulation might include? Hmm if it included remaining $1100, then family deductible could be met by single individual without them paying it, which contradicts "family deductible is also satisfied once total family credits reach family amount" maybe yes, if total family credits are applied deductible amounts, not all allowed. Another example: Family of 2, embedded individual $1500, family $3000. A has $3000 medical. Plan pays: A pays first $1500 deductible, then coinsurance on remaining $1500. Family deductible not necessarily met? If the family deductible counts all A's allowed, then family deductible met; B no deductible. But is that true for embedded? I think yes? Actually embedded individual deductible in family HDHP: Family deductible is $3000; embedded individual deductibles are $1500 per individual. A with $3000 claim: $1500 individual deductible applies; after that coinsurance begins for A even though family deductible not met. The family deductible is not considered met by A's claim? The family deductible still has $1500 left; but A's expenses after individual deductible are not applied to deductible, so family deductible maybe remains? I'm uncertain. Need infer from plan wording "total family credits reach the family amount" likely "credits" represent deductible contributions by all covered individuals. Since A contributed $1500, family credits=1500, not met. B later contributes $1500, family credits=3000, family met. So with A alone, family not met, even though A has $3000 claim; B later may still have individual deductible? I think this is common embedded: family deductible is aggregate of individual deductible contributions; after one individual reaches own deductible, their later expenses do not count toward family deductible. That prevents one member from "satisfying" family deductible beyond individual, ensuring other member still has deductible? Let's recall actual: In embedded deductible, each individual has an individual deductible embedded in the family deductible; family deductible is max. Once one individual meets their own deductible, their covered expenses are subject to cost sharing, and they continue to accumulate toward the family deductible? Wait "continue to accumulate toward the family deductible" is common? Let's look mental: Many plans: "Embedded deductibles: Each individual has an individual deductible. The family deductible is maximum. Once an individual meets their individual deductible, that individual no longer has to meet the family deductible, but the family deductible can be met by a combination of all individual's expenses." I think once individual met, their expenses count toward family deductible? Let's google memory: "Embedded" means each individual has his own deductible; if one person meets individual deductible, plan starts paying for that person before family deductible is met. However, once family deductible is met by any combination of covered individuals' expenses, the plan pays for everyone. Expenses that count toward individual deductible also count toward family deductible. After an individual's deductible is met, do his subsequent out-of-pocket expenses count toward family deductible? The family deductible is measured by "deductible incurred", but if no deductible applies because individual met, perhaps those expenses are not deductible. I think some plans count all "covered expenses applied to deductible" only; once individual deductible met, no more expenses count toward family deductible for that individual. But then how could family deductible ever met after one individual has high expenses, unless other individuals incur expenses? The family deductible is aggregate individual deductible amounts across individuals; max 3000 for two individuals each 1500. So if A meets 1500, B must meet 1500 to reach family. That makes sense: "whichever comes first": either one individual? no individual 1500 satisfied? Wait "individual satisfies the individual deductible on their own; family deductible also satisfied once total family credits reach family amount, whichever comes first." For a family of 2, if A reaches 1500, individual satisfied for A. Family not yet. If B reaches 1500, family credits 3000, family satisfied. So each individual's deductible contributions count up to their embedded deductible. If A has more than 1500, extra does not count toward family. Thus family deductible max is sum of individual deductibles? Here sum =3000. OK.
Need apply this method. We'll process accordingly: Deductible applied per member capped at individual remaining; also capped family remaining? But family deductible satisified only when sum of applied deductible across members reaches 3000, but since two members each max 1500, if both max then family met. Need track family remaining based on applied deductible amounts. We should not apply family cap separately beyond sum individuals? But if one member had not reached individual, family could be met by combination. In our process, deduct applied per member = min(remaining individual, remaining family? No because if family satisfied, no more ded for others; but family remaining equals 3000 - total applied deductible; as total applied reaches 3000. Since each individual remaining maybe. We should cap by family remaining too if family almost met while another member has remaining. Example A applied 2000? impossible due individual cap 1500, so total applied max 3000. Need cap by family remaining. So for each claim, deduct_applied = min(allowed amount, member individual remaining, family remaining) if subject to deductible. If family remaining 0, none. OK.
But for claim 3, A individual remaining 740, family remaining 2240, min allowed 2600 => 740. A reaches 1500, family applied=1500. Remaining allowed 1860; no more individual, family remaining 1500 but individual remaining 0, so deduct applied 0. Coinsurance 20% of remaining 1860 =372. Plan paid 1488. Family applied still 1500. OK.
Let's continue with this interpretation and see claims.
Need also consider OOPM family/individual. OOPM includes deductible, copay, coinsurance. There might be embedded OOPM individual $6000, family $12000. "Once a member reaches the OOPM, plan pays 100%..." For family, likely embedded individual OOPMs; family OOPM 12000. Need track each member OOPM capped at 6000? OOPM accumulators maybe actual member-paid amounts that count toward OOPM, not capped? ending_oopm_a, ending_oopm_b likely amounts after all claims, maybe can exceed? Once member reaches 6000, no more cost share for tha {
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,619 tokens
We need answer only JSON with keys. Need adjudicate claims sequentially. Need compute Claim 8 components and ending accumulators all members family.
We need parse plan. Bluebonnet PPO 1500. Year 2026. Embedded deductible: individual in-network 1500, family 3000. OOPM individual 6000 in-network, family 12000. Need handle copays. Copays do not credit deductible, but credit OOPM. Services: outpatient imaging no copay? likely deductible/coinsurance. Primary care office visit copay 30. Ambulatory surgery no copay. Outpatient infusion no copay. Inpatient admission no copay? Emergency room special irrelevant. Specialist office visit copay 60. Outpatient rehab no copay. Outpatient procedure no copay.
Need compute per claim sequentially, updating individual deductibles, OOPM, family totals. Embedded: member's deductible satisfied by lesser of individual remainder and family remainder. Since both individual 1500, family 3000. With two members each can satisfy own; family deductible may also be satisfied by total family credits. Need track.
Baseline:
A ded 0, OOP 0
B ded 0, OOP 0
Family ded 0, OOP 0
Claim1 A outpatient imaging in-network allowed 760. No prior. Deductible applies. A individual deductible remaining 1500; family remaining 3000. Deductible applied 760. Member responsibility = 760 (deductible) + 0 coinsurance? Since allowed fully consumed by deductible? Need after deductible, coinsurance 20% for remainder if any; here nothing. Plan pays 0? Wait allowed 760, member responsibility 760, plan_paid 0. Deductible_applied 760, copay 0, coinsurance 0. Accumulators: A ded 760, A OOP 760 (deductible credits OOP? Yes member cost share counts, deductible counts OOPM? In plan, OOPM ceiling on cost share, deductible is cost share, so yes. Based on likely yes, typical. But need maybe deductibles count toward OOPM? Glossary says OOPM ceiling on member cost share. Plan document says Copays always credit OOPM, ded probably credits? We need assume all member cost share credits OOPM. Typically medical deductible, coinsurance, copay count. Plan doc doesn't explicitly state? It says once reaches OOPM plan pays 100%; member cost share includes deductible. We'll track.)
Family ded 760, family OOP 760. Plan_paid 0.
Claim2 B primary care office visit copay 30. Copay does NOT credit deductible. B deductible 0, family ded 760. Primary care office visit "30 copay" likely instead of deductible/coinsurance. Member responsibility 30. Copay amount 30. Deductible_applied 0. Coinsurance 0. Plan_paid = allowed - member = 190 -30 =160. B OOP +30 =30. Family OOP +30=790. Family ded unchanged 760 (copay not credit ded). B ded 0.
Need consider if family deductible applies to copay? Plan says copays do NOT credit deductible. So no.
Claim3 A ambulatory surgery in-network allowed 2600. A ded 760, remaining individual 740. Family ded 760, family remaining 2240. Embedded: satisfy by lesser of individual remaining 740 and family remaining 2240? But individual deductible limit is 1500, currently 760, so member's remaining individual deductible 740. Since family has enough remaining, A pays 740 deductible first. Allowed 2600, after deductible remaining 1860 subject to coinsurance 20% = 372. Total member responsibility 1112. Plan pays 1488? Let's compute: allowed 2600 - 1112 =1488. Alternatively plan pays 80% of 1860=1488. Yes. Deductible_applied 740. Coinsurance 372. Copay 0. Update A ded = 760+740=1500 satisfied. A OOP = previous 760 + 1112 =1872. Family ded =760+740=1500. Family OOP =790+1112=1902. Because family OOP includes previous family OOP 790 plus member cost share 1112. Good.
Claim4 B outpatient infusion in-network allowed 4100. B ded 0, individual rem 1500. Family ded 1500, family rem 1500. Embedded: lesser of individual remaining 1500 and family remaining 1500 => 1500. Deductible applied 1500. Remaining allowed 2600 subject coinsurance 20% =520. Member responsibility 2020. Plan_paid 2080? 4100-2020 =2080. Yes. Update B ded =1500. B OOP =30+2020=2050. Family ded =1500+1500=3000 satisfied. Family OOP =1902+2020=3922.
Claim5 A inpatient admission in-network allowed 14800. A ded already satisfied, family ded already satisfied. No deduct. A coinsurance 20% of allowed = 2960. Member responsibility 2960. Plan paid 11840. A OOP = 1872+2960 =4832. Family OOP =3922+2960=6882. Family ded stays 3000.
Claim6 B specialist office visit in-network. Specialist office visit copay 60. Since B ded satisfied. Member responsibility 60 copay. Plan paid =210-60=150. B OOP=2050+60=2110. Family OOP=6882+60=6942. Family ded 3000.
Claim7 A outpatient rehab in-network allowed 1900. No ded (A satisfied, family satisfied). Coinsurance 20%=380. Member resp 380. Plan paid=1520. A OOP=4832+380=5212. Family OOP=6942+380=7322.
Claim8 B outpatient procedure in-network allowed 3300. Need report Claim 8 components and ending accumulators after claim 8. B ded satisfied; family ded satisfied. No copay. Coinsurance 20% of 3300 = 660. member_responsibility 660. plan_paid = 3300-660=2640. deductible_applied 0, copay_amount 0, coinsurance_amount 660. Update B OOP =2110+660=2770. A OOP unchanged 5212. Family OOP =7322+660=7982. Family ded remains 3000. A ded 1500, B ded 1500. Ending family OOP 7982. Need maybe individual OOPM are 6000, family OOPM 12000. None reached. All good.
Need ensure family deductible at end perhaps 3000. Family OOP 7982.
Need also check plan_paid plus member_responsibility equals allowed for Claim 8. 660+2640=3300. Good.
Need provide required keys exactly:
member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount,
ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm.
Use JSON null? no. Numbers with two decimals. e.g. 660.00. Need list? no.
Let's produce only fenced JSON block with fields.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 5,480 tokens
We need answer JSON only. Need adjudicate claims in order. Need understand plan. Need calculate Claim 8 and ending accumulators. Need be careful.
We have plan Bluebonnet PPO 1500, embedded family deductible individual 1500, family 3000. OOPM individual in-network 6000, family 12000. Copays do not credit deductible, credit OOPM. Coinsurance after deductible. In-network coinsurance 20% member / 80% plan. Primary care office visit copay 30, specialist copay 60. No copay for imaging, surgery, infusion, inpatient, rehab, outpatient procedure? Likely subject to deductible and coinsurance.
Need process claims sequentially, update member and family deductible and OOPM accumulators. Need track maybe family deductible credits: individual deductible amounts paid count toward family deductible? "Family total deductible 0" "each claim updates accumulators ... member AND family." "Copays do NOT credit deductible. Copays always credit OOPM." "Under embedded structure a member's deductible is satisfied by lesser of individual remainder and family remainder." Need interpret for family deductible accumulation. For family deductible with embedded, each member's deductible payments/credits count toward family total; once family total reaches 3000, family deductible satisfied. Individual deductible is satisfied once that member reaches 1500; family satisfied once total family credits reach 3000. While both not satisfied, need apply individual deductible and family deductible? Need determine mechanics. Embedded deductible: each individual has own deductible; family deductible also. Usually for family coverage with embedded individual deductibles: once an individual satisfies their own deductible, their claims are subject to coinsurance even if family deductible not met? Actually embedded per person: each family member has individual deductible; family deductible is maximum before all family members covered? Let's examine definitions in glossary: "Embedded deductible: an individual deductible inside a family deductible; the individual amount can be satisfied on its own." "Aggregate deductible: the family amount must be satisfied in full before the plan pays for any member." Plan doc says "EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." So yes, individual satisfies own deductible independently. Family deductible aggregate total can be satisfied by sum of member deductible credits. Need track both. "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Need process likely deductible applied to claim = lesser of allowed amount, individual remaining deductible, family remaining? But "member's deductible is satisfied by the lesser of their individual remainder and the family remainder" suggests when applying deductible, amount credited toward member deductible equals min(allowed, individual remainder, family remainder?). But for embedded, if family deductible not exhausted, member can satisfy individual; family total accumulates. Once a member's individual deductible is met, they pay coinsurance on that claim after individual deductible, not held back by family. So family remainder only relevant for limiting total family? Let's reason.
Need adjudicate 8 claims. Let's create table. Start all 0.
Plan:
- Claim 1 A outpatient imaging in-network allowed 760.00. No copay. Deductible and coinsurance. A deductible remaining 1500; family remaining 3000. Need member responsibility = min(allowed, individual rem) maybe 760 goes to deductible. Then no coinsurance because allowed deductible amount fully within deductible, but once deductible applied, remaining allowed maybe 0. So member pays 760, plan pays 0? Plan pays amount above deductible? Actually after deductible, member pays coinsurance on remaining. If allowed all applied to deductible, plan pays 0. Deductible credit A +=760, family +=760. OOPM member +=760, family +=760. End A ded 760, OOPM 760; family ded 760, OOPM 760. Plan paid 0. Need maybe plan paid not equal 0? No, member_responsibility + plan_paid = allowed. Yes.
Claim 2 B PCP office visit allowed 190. Copay 30. Copay does not credit deductible, credits OOPM. Plan pays? For PCP visit with copay, likely member pays copay only, no deductible/coinsurance; plan pays allowed - copay = 160. Need check if deductible applies? The plan says Primary care office visit ... 30.00 copay. It does not explicitly say copay in lieu of deductible. But common and the wording "Copays do NOT credit the deductible" suggests copay doesn't count toward deductible, but is the cost share. We need decide whether PCP visit is subject to deductible before copay? Usually copay for office visit, deductible waived for office visits? Let's read plan doc: "Member cost share: Coinsurance after deductible, in-network ... Primary care office visit 30.00 copay ... Copays do NOT credit the deductible. Copays always credit the OOPM." This is a benefit schedule: For office visits, member pays copay; after copay plan pays rest. Deductible not applied to copay-only services. The phrase "Copays do NOT credit the deductible" means no deductible credit, but does the service still satisfy deductible? Typically copays do not apply to deductible because the service is not subject to deductible. Need treat as copay-only. Claim 2 member responsibility 30, plan paid 160, deductible_applied 0, copay_amount 30, coinsurance 0. Deductible unchanged: A 760, B 0, family 760. OOPM member B +=30 (copay credits OOPM), family +=30. So B OOPM 30, family OOPM 790. Need track A OOPM 760.
Claim 3 A ambulatory surgery allowed 2600. A deductible remaining: individual 1500 - 760 = 740; family remaining 3000 - 760 = 2240. Since A individual not met, claim subject to deductible and coinsurance. Allowed 2600. Deductible portion = 740 (lesser of individual rem and family rem? A rem 740, family rem 2240, lesser 740). Then remaining 1860 subject to 20% coinsurance = 372. Member responsibility = 740 + 372 = 1112. Plan paid = 2600 -1112 = 1488. Deductible credits: A +=740 to 1500; family +=740 to 1500. OOPM A +=1112 to 1872; family OOPM +=1112 to 1902. Need check ded applied 740, coinsurance 372, copay 0. Member responsibility 1112. Good. At this point A deductible satisfied; B deductible 0; family ded 1500.
Claim 4 B outpatient infusion allowed 4100. B individual deductible remaining 1500. Family remaining = 3000 - 1500 = 1500. A's individual satisfied but family total halfway. Need for B claim, deductible amount = min(allowed 4100, B remaining 1500, family remaining 1500?) As per "lesser of individual remainder and family remainder" = 1500. After applying deductible, remaining 2600 subject to coinsurance 20% = 520. Member responsibility = 1500 + 520 = 2020. Plan paid = 2080. Deductible B +=1500, family +=1500 to 3000 (family satisfied). OOPM B +=2020 to 2050; family OOPM +=2020 to 3922. A OOPM 1872. Family ded 3000. Now both individual B satisfied, family ded satisfied.
Claim 5 A inpatient allowed 14800. Since A ded satisfied already and family ded satisfied, no deductible; coinsurance 20% = 2960. Member responsibility 2960; plan paid 11840. Deductible applied 0 (no remaining). OOPM A +=2960 to 4832. Family OOPM +=2960 to 6882. B unchanged 2050. Need note OOPM not yet max. A OOPM 4832.
Claim 6 B specialist office visit allowed 210, copay 60. B deductible satisfied and family satisfied, but specialist office visit has copay 60, not coinsurance. Member responsibility 60; plan paid 150; deductible_applied 0; copay_amount 60; coinsurance 0. OOPM B +=60 to 2110. Family OOPM +=60 to 6942. A unchanged 4832.
Claim 7 A outpatient rehabilitation allowed 1900. A ded satisfied; family satisfied. No copay, so subject to coinsurance 20% = 380. Member responsibility 380; plan paid 1520. Deductible 0; copay 0; coinsurance 380. OOPM A +=380 to 5212. Family OOPM +=380 to 7322. B unchanged 2110.
Claim 8 B outpatient procedure allowed 3300. Need adjudicate. B ded satisfied; family ded satisfied. No copay; coinsurance 20% = 660. Member responsibility 660; plan paid 2640. Deductible 0, copay 0, coinsurance 660. OOPM B +=660 to 2770. Family OOPM +=660 to 7982. A OOPM stays 5212. Need report ending accumulators after Claim 8: ending_deductible_a = 1500? Since A individual deductible satisfied and fixed at threshold? Need be clear "accumulator" usually is amount accumulated, not remaining. They gave initial "deductible 0.00" likely amounts satisfied. After A's Claim 3, A deductible satisfied 1500 (not 1500? Yes). So ending_deductible_a = 1500.00. ending_oopm_a = 5212.00. ending_deductible_b = 1500.00. ending_oopm_b = 2770.00. Family deductible = 3000.00. Family OOPM = 7982.00. Need maybe family OOPM is sum of member OOPM or total cost share? 5212 + 2770 = 7982. Yes.
Need ensure copays count OOPM and don't ded. We used.
But need scrutinize whether claim 1 and others need ER copay waived? no. All in-network.
Need verify plan_paid and member_responsibility per claim. Need maybe for Claim 2: PCP copay 30, allowed 190, plan pays 160. Correct.
Potential subtlety: For Claim 3, A's individual deductible remaining 740; but family remaining 2240. Member's deductible is satisfied by lesser of individual remainder and family remainder. Some embedded family deductibles: If family deductible is not met, an individual's deductible may not be considered met until family met? But plan doc explicitly individual satisfies on own. So fine.
Potential subtlety: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance." Not relevant all in-network.
Need consider Order: Claim 2 PCP visit before Claim 3, no deductible credit. Good.
Need maybe copay service not subject to deductible but could have coinsurance after? No, copay is flat per-service, not coinsurance. Some plans charge copay plus deductible? Actually many plans: office visit copay, deductible does not apply. The document lists copays separately; using copay service means no deductible/coinsurance. We need ensure "copays do NOT credit deductible" not "copay applies and then coinsurance after deductible"? Let's parse plan document "Member cost share" includes "Coinsurance after deductible, in-network ... 20% /80%" and then service-specific copays. For PCP, member pays 30; copay does not credit deductible; always credits OOPM. That implies the member cost share for PCP is 30, not 30 + coinsurance, because there is no deductible/coinsurance on that service. The claim's allowed 190, member responsibility 30, plan paid 160. Good.
Need ensure "deductible_applied" field for Claim 8 is 0.00. "copay_amount" 0.00. "coinsurance_amount" 660.00. "member_responsibility" = 660.00, "plan_paid"=2640.00. Sum 3300.00.
Need output exactly one fenced JSON block, no preamble. Need include required keys. Need perhaps not include extra keys. The keys: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm. Total 11. Need output JSON.
Need decide formatting 2 decimals. "660.00" okay. Plan_paid 2640.00. etc. No currency symbol.
Let's double-check accumulators with another possible interpretation: Could family deductible be satisfied by allowed amounts of claims even when no member responsibility because copay-only? No, copays do not credit ded. Could Claim 2 PCP copay service count allowed 190 toward family deductible? No.
Could Claim 1's plan paid be 0? Allowed 760 applied to deductible. Is plan paid 0 or there is "80% after deductible" but no remainder. Yes.
Need maybe if allowed amount is less than deductible, member pays full allowed, no coinsurance. That's what we did. Plan pays 0. Good.
Let's perhaps compute all to validate.
Let's tabulate final totals:
A:
Initial ded 0 OOP 0.
Claim1: member resp 760 (ded), OOP 760, ded 760. Plan paid 0.
Claim3: ded rem 740; coins 20% of 1860=372; member 1112; ded A 1500; OOP A 1872. Plan paid 1488.
Claim5: coins 2960; member 2960; OOP 4832. Plan 11840.
Claim7: coins 380; member 380; OOP 5212. Plan 1520.
Total member A 760+1112+2960+380=5212. Plan paid 0+1488+11840+1520=14848. Sum allowed A? 760+2600+14800+1900 = 20060. 5212+14848=20060. Good.
A deductible credits: 760+740 = 1500. Good.
B:
Claim2 copay 30 OOP 30, ded 0, plan paid 160.
Claim4 ded 1500 + coins 520 = 2020; OOP 2050; ded 1500; plan paid 2080. Allowed 4100; member+plan 2020+2080=4100.
Claim6 copay 60; OOP 2110; plan paid 150.
Claim8 coins 660; OOP 2770; plan paid 2640.
Total B member 30+2020+60+660=2770. Plan 160+2080+150+2640=5030. Sum allowed B 190+4100+210+3300=7800. 2770+5030=7800. Deductible 1500. Good.
Family member total 5212+2770=7982. Family plan total 14848+5030=19878. Allowed total 20060+7800=27860; 7982+19878=27860. Family deductible 3000. Good.
Potential issue: Claim 4 B's deductible applied 1500 at that time. But family ded remainder before claim was 3000 - 760 = 2240? Wait after Claim 3, family ded was 1500, not 2240. Let's recalc family: after Claim1 family 760. Claim2 copay no ded, family remains 760. Claim3 family ded +740 =1500. So before Claim4 family remainder 1500. B individual remainder 1500. Lesser 1500. After claim4, family ded becomes 3000. Correct. But if family remainder were less than individual remainder, would limit. Here equal.
Need maybe if after Claim 3 A's individual ded satisfied, but family not satisfied, does A's Claim 5 (before family ded is met? Wait Claim 5 occurs after Claim 4? Actually order: Claim 5 after Claim 4. So family ded is met before Claim 5. Good.) No issue.
But what if claim order were different? Not need.
Need maybe whether OOPM individual in-network is 6000. None reached.
Need maybe "ending_family_oopm" should be 7982.00 or perhaps should be total of family OOPM including both member OOPMs (sum). We did.
Need maybe "ending_deductible_a" should be the remaining deductible amount rather than amount satisfied? The prompt starts "deductible 0.00" labeled accumulators, and claims update accumulators. In benefits, "accumulator" is amount satisfied. They say "A (subscriber) deductible 0.00 out-of-pocket 0.00" before claims. So yes, accumulators satisfied amounts. So final 1500.
Need perhaps "ending_deductible_a" should be 1500.00 but if they ask "ending deductible for A" maybe the out-of-pocket? The key "ending_deductible_a" likely amount accumulated. Given initial 0 and after claim 1 could become 760, not remaining 740. They ask "accumulators". So use satisfied amount. Good.
Need perhaps "member_responsibility" for Claim 8 includes deductible 0, coinsurance 660, copay 0. Since B ded satisfied, no deductible. Correct.
Need perhaps "plan_paid" formula could be "allowed - member responsibility", which is 2640. good.
Need perhaps "deductible_applied" for Claim 8 exactly 0.00. Good.
Need not include "claim id". Only keys given.
Need final with JSON fenced block. Could be:
```json
{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
```
Need maybe no trailing commas. Good.
Let's reflect if "copay_amount" for Claim 8 is 0, though B's specialist office visit Claim 6 copay affected OOPM. For Claim 8 no. Good.
Let's ensure no need to mention insufficient. No.
Let's consider if outpatient procedure may be subject to deductible if family deductible not met? We have met.
Potential challenge: Could the outpatient imaging (Claim 1) be subject to a copay? No.
Potential challenge: For claim 2, primary care office visit copay, if member B has no deductible satisfied, is the copay the only cost share? Could there still be deductible applied? Let's examine the plan document order. It lists "Member cost share" with "Coinsurance after deductible, in-network" and then "Primary care office visit ... copay". In many plan documents, office visit copay is required; the deductible does not apply to office visits. They specifically say "Copays do NOT credit the deductible" to distinguish. If a copay-only service were also subject to deductible, then the member would pay the copay plus any deductible? That would be unusual. The phrase "Copays do NOT credit the deductible" would not necessarily mean the service doesn't apply to deductible; it means the copay amount itself doesn't reduce the deductible, but the service's allowed amount could still be applied to deductible if deductible applies. However, if deductible applied to office visits with copay, then after the deductible is met, the member may still pay copay (not coinsurance). Many plans have office visit copay "deductible waived" or "copay does not apply to deductible." But if the service is subject to deductible, then one would need to track deductible and coinsurance? Let's investigate.
This is crucial. Need correctly adjudicate. Let's parse the plan document:
- Deductible: amounts.
- Member cost share:
Coinsurance after deductible, in-network ......... 20% member / 80% plan
Coinsurance after deductible, out-of-network ..... 40% member / 60% plan
Primary care office visit ........................ 30.00 copay
Specialist office visit .......................... 60.00 copay
Urgent care ...................................... 75.00 copay
Emergency room ................................... 400.00 copay, WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance
Generic retail pharmacy .......................... 15.00 copay
Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum.
Notice Emergency room copay is "WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance" This implies that when ER copay applies, it is not subject to deductible and coinsurance; if waived, then deductible/coinsurance. For PCP, specialist, urgent care, generic pharmacy, the copay is the cost share in lieu of deductible/coinsurance. No "subject to deductible" language, so copay-only. If subject to deductible, plan would say "copay plus deductible" or "copay does not apply to deductible" ambiguous. But the list of "coinsurance after deductible" applies to services not having a copay. The ER line explicitly says in which case subject to deductible and coinsurance if admitted; otherwise ER copay is in lieu of. This supports our approach. Good.
However, "Copays do NOT credit the deductible" may mean copays not credit even if the service is a copay service. But no service-specific deductible. We are safe.
Potential challenge: Claim 2 PCP allowed 190, billed 351.50. Member responsibility maybe should be 30 copay even if no deductible, and plan pays 160. Yes.
Need maybe for generic pharmacy copay 15, not relevant.
Potential challenge: Claim 4 outpatient infusion allowed 4100; B's individual deductible not satisfied. But family remainder 1500. Under embedded, after applying 1500 to B's deductible, B's individual deductible is satisfied. Since B reaches individual ded, remaining 2600 coinsurance 20%. We did. If family remainder was less than individual, would limit deductible applied and maybe coinsurance not start until family met? But not needed.
Need maybe if A and B both have individual deductible satisfied, family deductible also satisfied. Good.
Potential challenge: The "family deductible is also satisfied once total family credits reach family amount." We track fajson{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
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"ok": true,
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"want": 1500,
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"abstained": false
}67Claude Sonnet 4.6 · Anthropic30.2s · 2,555 out | 22.6s · 1,620 out | 30.9s · 2,581 out
I need to adjudicate all 8 claims in order, tracking accumulators carefully.
**Plan rules:**
- Individual deductible: 1500.00, Family deductible: 3000.00 (embedded)
- Individual OOPM: 6000.00, Family OOPM: 12000.00 (embedded)
- In-network coinsurance: 20% member / 80% plan after deductible
- Copays do NOT credit deductible; copays DO credit OOPM
- Primary care: 30.00 copay; Specialist: 60.00 copay; Urgent care: 75.00 copay
Starting accumulators: All 0.00
---
**Claim 1 — A — Outpatient imaging, in-network — Allowed: 760.00**
No copay. Subject to deductible.
A's deductible remaining: 1500.00, Family remaining: 3000.00
760.00 < 1500.00, so all 760.00 goes to deductible.
- deductible_applied: 760.00
- coinsurance: 0.00
- member_responsibility: 760.00
- plan_paid: 0.00
After Claim 1:
- A ded: 760.00, A OOPM: 760.00
- Family ded: 760.00, Family OOPM: 760.00
---
**Claim 2 — B — Primary care office visit, in-network — Allowed: 190.00**
Primary care copay: 30.00. Copay does NOT credit deductible; copay DOES credit OOPM.
B's deductible: 0.00 remaining (of 1500.00 individual). Wait — B has 1500.00 individual deductible remaining. But this is a copay service.
For copay services: member pays the copay flat (no deductible interaction per plan doc — "Copays do NOT credit the deductible").
- member_responsibility: 30.00 (copay)
- plan_paid: 160.00
- deductible_applied: 0.00
- copay_amount: 30.00
- coinsurance: 0.00
- B OOPM: 30.00
After Claim 2:
- A ded: 760.00, A OOPM: 760.00
- B ded: 0.00, B OOPM: 30.00
- Family ded: 760.00, Family OOPM: 790.00
---
**Claim 3 — A — Ambulatory surgery, in-network — Allowed: 2600.00**
No copay. Subject to deductible.
A's individual deductible remaining: 1500.00 - 760.00 = 740.00
Family deductible remaining: 3000.00 - 760.00 = 2240.00
740.00 applied to deductible (satisfies A's individual deductible).
Remaining: 2600.00 - 740.00 = 1860.00 subject to coinsurance.
Coinsurance member: 1860.00 × 20% = 372.00
Member total: 740.00 + 372.00 = 1112.00
Plan paid: 2600.00 - 1112.00 = 1488.00
A OOPM: 760.00 + 1112.00 = 1872.00 (< 6000.00, OK)
Family ded: 760.00 + 740.00 = 1500.00
Family OOPM: 790.00 + 1112.00 = 1902.00
After Claim 3:
- A ded: 1500.00, A OOPM: 1872.00
- B ded: 0.00, B OOPM: 30.00
- Family ded: 1500.00, Family OOPM: 1902.00
---
**Claim 4 — B — Outpatient infusion, in-network — Allowed: 4100.00**
No copay. Subject to deductible.
B individual deductible remaining: 1500.00
Family deductible remaining: 3000.00 - 1500.00 = 1500.00
B can satisfy individual deductible (1500.00) independently (embedded).
Apply 1500.00 to deductible. Remaining: 4100.00 - 1500.00 = 2600.00 subject to coinsurance.
Coinsurance member: 2600.00 × 20% = 520.00
Member total: 1500.00 + 520.00 = 2020.00
B OOPM check: 30.00 + 2020.00 = 2050.00 (< 6000.00, OK)
Family ded: 1500.00 + 1500.00 = 3000.00 → Family deductible SATISFIED
Family OOPM: 1902.00 + 2020.00 = 3922.00
Plan paid: 4100.00 - 2020.00 = 2080.00
After Claim 4:
- A ded: 1500.00, A OOPM: 1872.00
- B ded: 1500.00, B OOPM: 2050.00
- Family ded: 3000.00, Family OOPM: 3922.00
---
**Claim 5 — A — Inpatient admission, in-network — Allowed: 14800.00**
No copay (ER copay waived for inpatient, but this is inpatient admission directly). No copay applies.
A's individual deductible: already satisfied (1500.00).
Family deductible: satisfied (3000.00).
All 14800.00 subject to coinsurance.
Coinsurance member: 14800.00 × 20% = 2960.00
A OOPM check: 1872.00 + 2960.00 = 4832.00 (< 6000.00, OK)
Member responsibility: 2960.00
Plan paid: 14800.00 - 2960.00 = 11840.00
Family OOPM: 3922.00 + 2960.00 = 6882.00
After Claim 5:
- A ded: 1500.00, A OOPM: 4832.00
- B ded: 1500.00, B OOPM: 2050.00
- Family ded: 3000.00, Family OOPM: 6882.00
---
**Claim 6 — B — Specialist office visit, in-network — Allowed: 210.00**
Specialist copay: 60.00. Copay doesn't credit deductible; credits OOPM.
Member: 60.00, Plan: 150.00
B OOPM: 2050.00 + 60.00 = 2110.00
Family OOPM: 6882.00 + 60.00 = 6942.00
After Claim 6:
- A ded: 1500.00, A OOPM: 4832.00
- B ded: 1500.00, B OOPM: 2110.00
- Family ded: 3000.00, Family OOPM: 6942.00
---
**Claim 7 — A — Outpatient rehabilitation, in-network — Allowed: 1900.00**
No copay. Deductible satisfied. All subject to coinsurance.
Coinsurance member: 1900.00 × 20% = 380.00
A OOPM check: 4832.00 + 380.00 = 5212.00 (< 6000.00, OK)
Plan paid: 1900.00 - 380.00 = 1520.00
Family OOPM: 6942.00 + 380.00 = 7322.00
After Claim 7:
- A ded: 1500.00, A OOPM: 5212.00
- B ded: 1500.00, B OOPM: 2110.00
- Family ded: 3000.00, Family OOPM: 7322.00
---
**Claim 8 — B — Outpatient procedure, in-network — Allowed: 3300.00**
No copay. Deductible satisfied (B: 1500.00 done; family: 3000.00 done).
All 3300.00 subject to coinsurance.
Coinsurance member: 3300.00 × 20% = 660.00
B OOPM check: 2110.00 + 660.00 = 2770.00 (< 6000.00, OK)
Family OOPM: 7322.00 + 660.00 = 7982.00 (< 12000.00, OK)
Member responsibility: 660.00
Plan paid: 3300.00 - 660.00 = 2640.00
Ending accumulators:
- A ded: 1500.00, A OOPM: 5212.00
- B ded: 1500.00, B OOPM: 2770.00
- Family ded: 3000.00, Family OOPM: 7982.00
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
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},
{
"field": "plan_paid",
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"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
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},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
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},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}I need to adjudicate all 8 claims in order, tracking accumulators carefully.
**Plan rules:**
- Individual deductible: 1500.00, Family deductible: 3000.00 (embedded)
- Individual OOPM: 6000.00, Family OOPM: 12000.00
- In-network coinsurance after deductible: 20% member / 80% plan
- Copays don't credit deductible but do credit OOPM
- Primary care: 30.00 copay, Specialist: 60.00 copay
---
**Claim 1 — A, Outpatient imaging, in-network, allowed 760.00**
Starting: A ded=0, A oopm=0, B ded=0, B oopm=0, Fam ded=0, Fam oopm=0
No copay. Subject to deductible. A needs 1500, family needs 3000.
Apply 760.00 to deductible: A deductible credit = 760.00
Member responsibility = 760.00, Plan pays = 0.00
A ded=760, A oopm=760, B ded=0, B oopm=0, Fam ded=760, Fam oopm=760
---
**Claim 2 — B, Primary care office visit, in-network, allowed 190.00**
Primary care copay = 30.00. Copays don't credit deductible.
Member responsibility = 30.00, Plan pays = 160.00
B ded=0, B oopm=30, Fam ded=760, Fam oopm=790
A unchanged.
---
**Claim 3 — A, Ambulatory surgery, in-network, allowed 2600.00**
A ded remaining: 1500-760=740. Family ded remaining: 3000-760=2240.
Apply min(740, 2240)=740 to deductible.
After deductible: 2600-740=1860 subject to coinsurance.
Member coinsurance: 20% × 1860 = 372.00
Member responsibility = 740+372 = 1112.00, Plan pays = 2600-1112 = 1488.00
A ded=1500 (satisfied), A oopm=760+1112=1872
Fam ded=760+740=1500, Fam oopm=760+1112=1872
---
**Claim 4 — B, Outpatient infusion, in-network, allowed 4100.00**
B ded remaining: 1500. Family ded remaining: 3000-1500=1500.
B individual not satisfied. Apply min(1500,1500)=1500 to deductible.
After deductible: 4100-1500=2600 subject to coinsurance.
Member coinsurance: 20% × 2600 = 520.00
Member responsibility = 1500+520=2020.00, Plan pays = 4100-2020=2080.00
Check OOPM: B oopm = 30+2020=2050. Under 6000. OK.
B ded=1500 (satisfied), B oopm=2050
Fam ded=1500+1500=3000 (satisfied), Fam oopm=1872+2020=3892
---
**Claim 5 — A, Inpatient admission, in-network, allowed 14800.00**
Both A and family deductible satisfied. Full coinsurance: 20% × 14800 = 2960.00
A oopm used: 1872. Remaining: 6000-1872=4128.
Member responsibility = min(2960, 4128) = 2960.00, Plan pays = 11840.00
A oopm = 1872+2960=4832. Fam oopm=3892+2960=6852.
---
**Claim 6 — B, Specialist office visit, in-network, allowed 210.00**
Specialist copay = 60.00. Deductibles satisfied.
Member responsibility = 60.00, Plan pays = 150.00
B oopm=2050+60=2110. Fam oopm=6852+60=6912.
---
**Claim 7 — A, Outpatient rehabilitation, in-network, allowed 1900.00**
Deductibles satisfied. Coinsurance: 20% × 1900 = 380.00
A oopm used: 4832. Remaining: 6000-4832=1168.
Member responsibility = min(380, 1168) = 380.00, Plan pays = 1520.00
A oopm=4832+380=5212. Fam oopm=6912+380=7292.
---
**Claim 8 — B, Outpatient procedure, in-network, allowed 3300.00**
Deductibles satisfied. Coinsurance: 20% × 3300 = 660.00
B oopm used: 2110. Remaining: 6000-2110=3890.
Family oopm used: 7292. Remaining: 12000-7292=4708.
Member responsibility = min(660, 3890, 4708) = 660.00, Plan pays = 2640.00
deductible_applied = 0.00, copay_amount = 0.00, coinsurance_amount = 660.00
member_responsibility = 660.00, plan_paid = 2640.00
B oopm=2110+660=2770. Fam oopm=7292+660=7952.
B ded=1500, A ded=1500, Fam ded=3000.
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7952.00
}
Grader detail
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"field": "member_responsibility",
"want": 660,
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"ok": true,
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{
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{
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"ok": false,
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{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
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},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
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"want": 1500,
"got": 1500,
"ok": true,
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"want": 2770,
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"ok": true,
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],
"fabricated": true,
"abstained": false
}I need to adjudicate all 8 claims in order, tracking accumulators carefully.
**Plan rules:**
- Individual deductible: 1500.00, Family deductible: 3000.00 (embedded)
- Individual OOPM: 6000.00, Family OOPM: 12000.00 (embedded)
- In-network coinsurance: 20% member / 80% plan after deductible
- Copays do NOT credit deductible; copays DO credit OOPM
- Primary care: 30.00 copay; Specialist: 60.00 copay; Urgent care: 75.00 copay
**Starting accumulators:** All zero.
---
**Claim 1 — A — Outpatient imaging, in-network — Allowed: 760.00**
No copay. A's deductible remaining: 1500.00, family deductible remaining: 3000.00.
Deductible applied: min(760.00, 1500.00) = 760.00
Coinsurance: 0 (deductible not yet fully met)
Member responsibility: 760.00
Plan paid: 0.00
After Claim 1:
- A deductible: 760.00, A OOPM: 760.00
- Family deductible: 760.00, Family OOPM: 760.00
---
**Claim 2 — B — Primary care office visit, in-network — Allowed: 190.00**
Copay: 30.00 (does not credit deductible, credits OOPM)
Remaining allowed after copay concept: The copay is the cost share for this visit type. For office visit with copay, the member pays the copay only (not deductible/coinsurance on top).
Wait — the plan says "Primary care office visit: 30.00 copay." This is the member's cost share. Copays do not credit the deductible but do credit OOPM.
Member responsibility: 30.00 (copay)
Plan paid: 190.00 - 30.00 = 160.00
Deductible applied: 0.00
After Claim 2:
- B deductible: 0.00, B OOPM: 30.00
- Family deductible: 760.00, Family OOPM: 790.00
---
**Claim 3 — A — Ambulatory surgery, in-network — Allowed: 2600.00**
No copay. A's deductible remaining: 1500.00 - 760.00 = 740.00. Family deductible remaining: 3000.00 - 760.00 = 2240.00.
Deductible applied: 740.00 (satisfies A's individual deductible)
Remaining: 2600.00 - 740.00 = 1860.00 subject to coinsurance
Coinsurance (member 20%): 1860.00 × 0.20 = 372.00
Member responsibility: 740.00 + 372.00 = 1112.00
Plan paid: 2600.00 - 1112.00 = 1488.00
A OOPM check: 760.00 + 1112.00 = 1872.00 < 6000.00 ✓
After Claim 3:
- A deductible: 1500.00 (satisfied), A OOPM: 1872.00
- Family deductible: 760.00 + 740.00 = 1500.00, Family OOPM: 790.00 + 1112.00 = 1902.00
---
**Claim 4 — B — Outpatient infusion, in-network — Allowed: 4100.00**
No copay. B's deductible remaining: 1500.00. Family deductible remaining: 3000.00 - 1500.00 = 1500.00.
B can satisfy individual deductible: min(4100.00, 1500.00) = 1500.00 deductible applied.
Also family deductible remaining is 1500.00, so family deductible also satisfied at same point.
Deductible applied: 1500.00 (satisfies B's individual deductible AND family deductible simultaneously)
Remaining: 4100.00 - 1500.00 = 2600.00 subject to coinsurance
Coinsurance (member 20%): 2600.00 × 0.20 = 520.00
Member responsibility: 1500.00 + 520.00 = 2020.00
Plan paid: 4100.00 - 2020.00 = 2080.00
B OOPM check: 30.00 + 2020.00 = 2050.00 < 6000.00 ✓
Family OOPM: 1902.00 + 2020.00 = 3922.00 < 12000.00 ✓
After Claim 4:
- B deductible: 1500.00 (satisfied), B OOPM: 2050.00
- Family deductible: 3000.00 (satisfied), Family OOPM: 3922.00
---
**Claim 5 — A — Inpatient admission, in-network — Allowed: 14800.00**
No copay (inpatient). A's deductible already satisfied. Family deductible satisfied.
A OOPM remaining: 6000.00 - 1872.00 = 4128.00
Coinsurance (member 20%): 14800.00 × 0.20 = 2960.00
But check A's OOPM: 2960.00 < 4128.00 ✓
Member responsibility: 2960.00
Plan paid: 14800.00 - 2960.00 = 11840.00
A OOPM: 1872.00 + 2960.00 = 4832.00
Family OOPM: 3922.00 + 2960.00 = 6882.00
After Claim 5:
- A deductible: 1500.00, A OOPM: 4832.00
- Family deductible: 3000.00, Family OOPM: 6882.00
---
**Claim 6 — B — Specialist office visit, in-network — Allowed: 210.00**
Copay: 60.00. Copay does not credit deductible; credits OOPM.
B deductible already satisfied; copay is cost share for specialist visit.
Member responsibility: 60.00
Plan paid: 210.00 - 60.00 = 150.00
B OOPM: 2050.00 + 60.00 = 2110.00
Family OOPM: 6882.00 + 60.00 = 6942.00
After Claim 6:
- B deductible: 1500.00, B OOPM: 2110.00
- Family deductible: 3000.00, Family OOPM: 6942.00
---
**Claim 7 — A — Outpatient rehabilitation, in-network — Allowed: 1900.00**
No copay. A's deductible satisfied. A OOPM remaining: 6000.00 - 4832.00 = 1168.00
Coinsurance (member 20%): 1900.00 × 0.20 = 380.00
Check against A OOPM remaining: 380.00 < 1168.00 ✓
Member responsibility: 380.00
Plan paid: 1900.00 - 380.00 = 1520.00
A OOPM: 4832.00 + 380.00 = 5212.00
Family OOPM: 6942.00 + 380.00 = 7322.00
After Claim 7:
- A deductible: 1500.00, A OOPM: 5212.00
- Family deductible: 3000.00, Family OOPM: 7322.00
---
**Claim 8 — B — Outpatient procedure, in-network — Allowed: 3300.00**
No copay. B's deductible satisfied. B OOPM remaining: 6000.00 - 2110.00 = 3890.00
Family OOPM remaining: 12000.00 - 7322.00 = 4678.00
Coinsurance (member 20%): 3300.00 × 0.20 = 660.00
Check B OOPM: 660.00 < 3890.00 ✓
Check Family OOPM: 660.00 < 4678.00 ✓
Member responsibility: 660.00
Plan paid: 3300.00 - 660.00 = 2640.00
Deductible applied: 0.00
Copay: 0.00
Coinsurance: 660.00
B OOPM: 2110.00 + 660.00 = 2770.00
Family OOPM: 7322.00 + 660.00 = 7982.00
**Final accumulators:**
- A deductible: 1500.00, A OOPM: 5212.00
- B deductible: 1500.00, B OOPM: 2770.00
- Family deductible: 3000.00, Family OOPM: 7982.00
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}67GLM-5.3 · Z.ai7.1s · 1,332 out | 10.4s · 2,251 out | 12.0s · 2,439 out
Reasoning · 1,332 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500, plan year 2026.
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- EMBEDDED structure: individual satisfies individual deductible on their own; family deductible also satisfied once total family credits reach family amount, whichever comes first.
- OOPM individual in-network: 6000.00, family: 12000.00.
- Coinsurance after deductible in-network: 20% member / 80% plan.
- Primary care office visit: 30.00 copay. Specialist: 60.00 copay.
- Copays do NOT credit deductible; copays always credit OOPM.
- Member cost share from ALLOWED amount.
Accumulators start at 0.
Claim 1 — 2026-01-06 — A — Outpatient imaging, in-network, allowed 760.00.
No copay applies (imaging). Subject to deductible. A's deductible remainder: 1500.00 (individual). Family remainder: 3000.00.
Deductible applied: min(760, 1500, 3000) = 760.00. Member pays 760.00 (deductible). Plan pays 0.
A deductible: 760.00. A OOPM: 760.00. Family deductible: 760.00. Family OOPM: 760.00.
Claim 2 — 2026-01-22 — B — Primary care office visit, in-network, allowed 190.00.
Copay 30.00 applies. Does the copay apply before deductible? Typically copays apply without deductible. The plan says "Primary care office visit 30.00 copay" — copays do not credit deductible. So member pays 30.00 copay, plan pays allowed - copay = 190 - 30 = 160.00.
B deductible: 0.00 (copays don't credit deductible). B OOPM: 30.00. Family deductible: 760.00. Family OOPM: 790.00.
Claim 3 — 2026-02-11 — A — Ambulatory surgery, in-network, allowed 2600.00.
No copay. Subject to deductible/coinsurance.
A's individual deductible remainder: 1500 - 760 = 740.00. Family remainder: 3000 - 760 = 2240.00.
Deductible applied: min(2600, 740, 2240) = 740.00.
Remaining: 2600 - 740 = 1860.00. Coinsurance 20% member = 372.00. Plan 80% = 1488.00.
Member responsibility: 740 + 372 = 1112.00. Plan paid: 1488.00. Sum = 2600. ✓
A deductible: 1500.00 (satisfied). A OOPM: 760 + 1112 = 1872.00.
Family deductible: 760 + 740 = 1500.00. Family OOPM: 790 + 1112 = 1902.00.
Claim 4 — 2026-03-04 — B — Outpatient infusion, in-network, allowed 4100.00.
B's deductible remainder: 1500 - 0 = 1500.00. Family remainder: 3000 - 1500 = 1500.00.
Deductible applied: min(4100, 1500, 1500) = 1500.00.
Remaining: 4100 - 1500 = 2600.00. Coinsurance 20% = 520.00. Plan: 2080.00.
Member responsibility: 1500 + 520 = 2020.00. Plan paid: 2080.00. Sum = 4100. ✓
B deductible: 1500.00. B OOPM: 30 + 2020 = 2050.00.
Family deductible: 1500 + 1500 = 3000.00 (family satisfied). Family OOPM: 1902 + 2020 = 3922.00.
Claim 5 — 2026-04-18 — A — Inpatient admission, in-network, allowed 14800.00.
Both deductibles satisfied (A individual 1500 satisfied; family 3000 satisfied). So full coinsurance: 20% member = 2960.00. Plan: 80% = 11840.00.
Check OOPM: A's OOPM before: 1872.00. Individual OOPM 6000. Family OOPM 12000. After this claim, A OOPM would be 1872 + 2960 = 4832.00 < 6000. Family: 3922 + 2960 = 6882.00 < 12000. No cap hit.
Member responsibility: 2960.00. Plan paid: 11840.00. Sum = 14800. ✓
A OOPM: 4832.00. Family OOPM: 6882.00.
Claim 6 — 2026-05-27 — B — Specialist office visit, in-network, allowed 210.00.
Copay 60.00. Member pays 60.00. Plan pays 150.00.
B OOPM: 2050 + 60 = 2110.00. Family OOPM: 6882 + 60 = 6942.00.
B deductible stays 1500.00. Family deductible stays 3000.00.
Claim 7 — 2026-07-09 — A — Outpatient rehabilitation, in-network, allowed 1900.00.
Deductible satisfied. Coinsurance 20% = 380.00. Plan: 1520.00.
Check OOPM: A OOPM before: 4832.00. 4832 + 380 = 5212.00 < 6000. Family: 6942 + 380 = 7322.00 < 12000. No cap.
Member responsibility: 380.00. Plan paid: 1520.00. Sum = 1900. ✓
A OOPM: 5212.00. Family OOPM: 7322.00.
Claim 8 — 2026-09-15 — B — Outpatient procedure, in-network, allowed 3300.00.
Deductibles satisfied. Coinsurance 20% = 660.00. Plan: 2640.00.
Check OOPM: B OOPM before: 2110.00. 2110 + 660 = 2770.00 < 6000. Family: 7322 + 660 = 7982.00 < 12000. No cap.
Member responsibility: 660.00. Plan paid: 2640.00. Sum = 3300. ✓
B OOPM: 2770.00. Family OOPM: 7982.00.
Ending accumulators:
A: deductible 1500.00, OOPM 5212.00.
B: deductible 1500.00, OOPM 2770.00.
Family deductible: 3000.00, family OOPM: 7982.00.
Wait — let me double-check the family OOPM calculation. Family OOPM = sum of member OOPM credits? A: 5212, B: 2770. Sum = 7982.00. ✓
Claim 8 components:
- member_responsibility: 660.00
- plan_paid: 2640.00
- deductible_applied: 0.00 (deductible already satisfied)
- copay_amount: 0.00
- coinsurance_amount: 660.00
Check member_responsibility + plan_paid = 3300.00 = allowed. ✓
Let me double check Claim 3: A's deductible remainder is 1500 - 760 = 740. The claim allowed is 2600. Deductible applied 740. Coinsurance on 1860 = 372. Member total 1112. Plan 1488. Yes.
Claim 4: B deductible 0, family remainder 1500. Embedded: member deductible satisfied by lesser of individual remainder (1500) and family remainder (1500). Both are 1500. So deductible applied 1500. Coinsurance on 2600 = 520. Member 2020. Plan 2080. Yes.
Family deductible after claim 4: 1500 + 1500 = 3000.[empty response]Grader detail
json{
"reason": "response did not contain parseable JSON"
}Reasoning · 1,476 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500, plan year 2026. In-network individual deductible 1500.00, family 3000.00, EMBEDDED structure. Individual OOPM 6000.00 in-network, family 12000.00. Coinsurance 20% member after deductible. Copays: primary care 30.00, specialist 60.00. Copays don't credit deductible but do credit OOPM.
Claims:
Claim 1 — A, outpatient imaging, in-network, allowed 760.00.
A's deductible 0. Individual deductible 1500. Family deductible 3000, family credit 0.
Deductible applied: min(760, remaining individual 1500, remaining family 3000) = 760. So member pays full 760 as deductible. No coinsurance.
Member responsibility: 760.00. Plan paid: 0.00.
A deductible: 760.00. A OOPM: 760.00. Family deductible: 760.00. Family OOPM: 760.00.
Claim 2 — B, primary care office visit, in-network, allowed 190.00.
Copay 30.00. Copays don't credit deductible. Member responsibility 30.00. Plan paid 160.00.
B deductible: 0.00 (copay doesn't credit). B OOPM: 30.00.
Family deductible: 760.00. Family OOPM: 790.00.
Claim 3 — A, ambulatory surgery, in-network, allowed 2600.00.
A deductible remaining individual: 1500 - 760 = 740. Family remaining: 3000 - 760 = 2240.
Deductible applied: min(740, 2240, 2600) = 740. Member pays 740 toward deductible. Remaining allowed: 2600 - 740 = 1860. Coinsurance 20%: 372.00. Plan 80%: 1488.00.
Member responsibility: 740 + 372 = 1112.00. Plan paid: 1488.00.
A deductible: 1500.00 (individual satisfied). A OOPM: 760 + 1112 = 1872.00.
Family deductible: 760 + 740 = 1500.00. Family OOPM: 790 + 1112 = 1902.00.
Claim 4 — B, outpatient infusion, in-network, allowed 4100.00.
B deductible remaining individual: 1500 - 0 = 1500. Family remaining: 3000 - 1500 = 1500.
Deductible applied: min(1500, 1500, 4100) = 1500. Member pays 1500 deductible. Remaining: 2600. Coinsurance 20% = 520.00. Plan: 2080.00.
Member responsibility: 1500 + 520 = 2020.00. Plan paid: 2080.00.
B deductible: 1500.00. B OOPM: 30 + 2020 = 2050.00.
Family deductible: 1500 + 1500 = 3000.00 (family satisfied). Family OOPM: 1902 + 2020 = 3922.00.
Claim 5 — A, inpatient admission, in-network, allowed 14800.00.
A deductible already satisfied (1500). Family deductible satisfied (3000). So no deductible; coinsurance 20% of 14800 = 2960.00. But check OOPM: A OOPM currently 1872, individual OOPM 6000. Family OOPM 12000, current family 3922. A's remaining OOPM: 6000 - 1872 = 4128. Coinsurance 2960 < 4128, so no cap hit.
Member responsibility: 2960.00. Plan paid: 11840.00.
A OOPM: 1872 + 2960 = 4832.00. Family OOPM: 3922 + 2960 = 6882.00.
A deductible stays 1500. Family deductible stays 3000.
Claim 6 — B, specialist office visit, in-network, allowed 210.00.
Copay 60.00. Member responsibility 60.00. Plan paid 150.00.
B OOPM: 2050 + 60 = 2110.00. Family OOPM: 6882 + 60 = 6942.00.
B deductible: 1500. Family deductible: 3000.
Claim 7 — A, outpatient rehabilitation, in-network, allowed 1900.00.
A deductible satisfied. Coinsurance 20% of 1900 = 380.00. A OOPM currently 4832; remaining to individual OOPM 6000: 1168. 380 < 1168, no cap.
Member responsibility: 380.00. Plan paid: 1520.00.
A OOPM: 4832 + 380 = 5212.00. Family OOPM: 6942 + 380 = 7322.00.
Claim 8 — B, outpatient procedure, in-network, allowed 3300.00.
B deductible satisfied (1500). Family satisfied (3000). Coinsurance 20% of 3300 = 660.00. B OOPM currently 2110; remaining to individual 6000: 3890. 660 < 3890. Family OOPM 7322; family remaining 12000 - 7322 = 4678. 660 < 4678. No cap.
Member responsibility: 660.00. Plan paid: 2640.00.
Deductible applied: 0.00. Copay amount: 0.00. Coinsurance: 660.00.
Ending accumulators:
A: deductible 1500.00, OOPM 5212.00.
B: deductible 1500.00, OOPM 2110 + 660 = 2770.00.
Family deductible: 3000.00. Family OOPM: 7322 + 660 = 7982.00.
Let me double-check the OOPM cap logic — the plan says once a member reaches the OOPM, plan pays 100%. Also family OOPM of 12000 — once family reaches, plan pays 100% for all. Neither reached here.
Check member_responsibility + plan_paid = allowed for Claim 8: 660 + 2640 = 3300. ✓
Check claim 8: no copay, no deductible, coinsurance 660.
Wait — should I double check the "embedded" rule: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." For claim 4, B's individual remainder 1500, family remainder 1500 — both equal, applied 1500. Fine.
Also note: for claim 1, the member responsibility 760 counts toward OOPM too. Yes, deductible credits OOPM.
Let me verify Claim 3's coinsurance: (2600 - 740) = 1860; 20% = 372.00. Plan 80% = 1488.00. 740+372+1488 = 2600 ✓.
Claim 4: 1500 + 520 + 2080 = 4100 ✓.
Claim 5: 2960 + 11840 = 14800 ✓.
Claim 7: 380 + 1520 = 1900 ✓.
Ending family OOPM: Let me sum all member responsibility: 760 + 30 + 1112 + 2020 + 2960 + 60 + 380 + 660 = 7982. ✓
A total: 760 + 1112 + 2960 + 380 = 5212. ✓
B total: 30 + 2020 + 60 + 660 = 2770. ✓
Family: 5212 + 2770 = 7982. ✓
All amounts in-network, no OON complications.
Required keys: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm.
So:
member_responsibility: 660.00
plan_paid: 2640.00
deductible_applied: 0.00
copay_amount: 0.00
coinsurance_amount: 660.00
ending_deductible_a: 1500.00
ending_oopm_a: 5212.00
ending_deductible_b: 1500.00
ending_oopm_b: 2770.00
ending_family_deductible: 3000.00
ending_family_oopm: 7982.00
Numbers as plain with two decimals. In JSON, I should write them as numbers, e.g., 660.00. JSON numbers: 660.00 is valid. I'll write them with two decimals.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,284 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500, plan year 2026.
- Individual deductible in-network: 1500.00
- Family deductible in-network: 3000.00
- EMBEDDED structure.
- Individual OOPM in-network: 6000.00
- Family OOPM in-network: 12000.00
- Coinsurance after deductible in-network: 20% member / 80% plan
- Copays: PCP 30.00, specialist 60.00, urgent care 75.00, ER 400.00 (waived if admitted), generic pharmacy 15.00
- Copays do NOT credit deductible; copays always credit OOPM.
- Preventive: 100%.
Family accumulators start at 0 for both members and family.
Claim 1 — 2026-01-06 — A — Outpatient imaging, in-network, allowed 760.00.
No copay applies (imaging is not an office visit). Subject to deductible.
A's deductible remainder: 1500 (individual); family remainder: 3000.
Deductible applied: min(760, 1500, 3000) = 760.00. A pays full 760.00.
A deductible: 760.00. Family deductible: 760.00.
A OOPM: 760.00. Family OOPM: 760.00.
Member responsibility: 760.00. Plan paid: 0.00.
Claim 2 — 2026-01-22 — B — Primary care office visit, in-network, allowed 190.00.
PCP copay: 30.00. Copays do not credit deductible; they do credit OOPM.
Wait — but does the deductible apply to office visits? The plan says "Coinsurance after deductible". Copay structure: primary care office visit 30.00 copay. Typically a copay applies instead of deductible/coinsurance. The plan document lists copays as flat per-service member amounts. The standard interpretation: office visit with copay → member pays the copay, not subject to deductible. Copays do NOT credit the deductible. So B pays 30.00 copay.
B deductible: 0.00. Family deductible: 760.00.
B OOPM: 30.00. Family OOPM: 790.00.
Member responsibility: 30.00. Plan paid: 190.00 - 30.00 = 160.00.
Claim 3 — 2026-02-11 — A — Ambulatory surgery, in-network, allowed 2600.00.
A individual deductible remainder: 1500 - 760 = 740. Family remainder: 3000 - 760 = 2240.
Deductible applied: min(2600, 740, 2240) = 740.00. A pays 740.00 toward deductible.
Remaining allowed: 2600 - 740 = 1860.00. Coinsurance 20%: 1860 * 0.20 = 372.00. Plan pays 80%: 1488.00.
Member responsibility: 740 + 372 = 1112.00. Plan paid: 1488.00.
A deductible: 760 + 740 = 1500.00 (individual satisfied). Family deductible: 760 + 740 = 1500.00.
A OOPM: 760 + 1112 = 1872.00. Family OOPM: 760 + 30 + 1112 = 1902.00.
Claim 4 — 2026-03-04 — B — Outpatient infusion, in-network, allowed 4100.00.
B individual deductible remainder: 1500 - 0 = 1500. Family remainder: 3000 - 1500 = 1500.
Deductible applied: min(4100, 1500, 1500) = 1500.00. B pays 1500.00.
Remaining allowed: 4100 - 1500 = 2600.00. Coinsurance 20%: 520.00. Plan pays 2080.00.
Member responsibility: 2020.00. Plan paid: 2080.00.
B deductible: 1500.00. Family deductible: 1500 + 1500 = 3000.00 (family satisfied).
B OOPM: 30 + 2020 = 2050.00. Family OOPM: 1902 + 2020 = 3922.00.
Claim 5 — 2026-04-18 — A — Inpatient admission, in-network, allowed 14800.00.
Both deductibles satisfied (A individual 1500, family 3000). So no deductible applies; subject to coinsurance 20%.
But check OOPM. A's OOPM: 1872.00. Individual OOPM in-network: 6000. Family OOPM: 12000. Neither reached.
Coinsurance: 14800 * 0.20 = 2960.00. Plan pays 11840.00.
A OOPM after: 1872 + 2960 = 4832.00. Family OOPM: 3922 + 2960 = 6882.00.
Member responsibility: 2960.00. Plan paid: 11840.00.
Deductible applied: 0.00.
Wait — inpatient admission: is there any ER copay waiver involved? Claim 5 is "Inpatient admission" — the ER copay waiver applies when an ER visit results in inpatient admission. There was no ER visit claim, so this is just an inpatient admission. No copay listed for inpatient admission. So deductible/coinsurance apply.
Claim 6 — 2026-05-27 — B — Specialist office visit, in-network, allowed 210.00.
Specialist copay: 60.00. Copay credits OOPM only.
B deductible: 1500.00 (unchanged). Family deductible: 3000.00.
B OOPM: 2050 + 60 = 2110.00. Family OOPM: 6882 + 60 = 6942.00.
Member responsibility: 60.00. Plan paid: 150.00.
Claim 7 — 2026-07-09 — A — Outpatient rehabilitation, in-network, allowed 1900.00.
Deductibles satisfied. Coinsurance 20%: 380.00. Plan pays 1520.00.
Check OOPM: A OOPM before: 4832.00. After: 4832 + 380 = 5212.00. Individual OOPM 6000 not reached. Family OOPM: 6942 + 380 = 7322.00. Family 12000 not reached.
Member responsibility: 380.00. Plan paid: 1520.00.
A OOPM: 5212.00. Family OOPM: 7322.00.
Claim 8 — 2026-09-15 — B — Outpatient procedure, in-network, allowed 3300.00.
B deductible: 1500.00 — individual satisfied. Family deductible: 3000.00 — satisfied. So no deductible applies.
Coinsurance 20%: 3300 * 0.20 = 660.00. Plan pays 2640.00.
Check OOPM: B OOPM before: 2110.00. 2110 + 660 = 2770.00. Individual OOPM 6000 not reached. Family OOPM before: 7322.00. 7322 + 660 = 7982.00. Family 12000 not reached.
Member responsibility: 660.00. Plan paid: 2640.00.
Deductible applied: 0.00. Copay: 0.00. Coinsurance: 660.00.
Ending accumulators:
A: deductible 1500.00, OOPM 5212.00.
B: deductible 1500.00, OOPM 2770.00.
Family deductible: 3000.00. Family OOPM: 7982.00.
Let me double-check the family OOPM by summing: A 5212 + B 2770 = 7982. ✓
Family deductible: 1500 + 1500 = 3000. ✓
Verify claim 8: member_responsibility 660 + plan_paid 2640 = 3300 = allowed. ✓
Now, one nuance: under embedded deductible, when family deductible is satisfied (3000), members no longer pay deductible. For claim 8, B's individual deductible is 1500 (satisfied) and family is 3000 (satisfied), so no deductible. Correct.
Another nuance: does the copay apply before or after deductible for office visits? The plan document gives copays as flat per-service amounts. Standard: copay replaces deductible/coinsurance for that service. The document says "Copays do NOT credit the deductible" — implying copay payments are separate from deductible. So PCP visit: B pays 30 copay, no deductible applied. That's what I did.
Also check claim 2: is the PCP visit subject to deductible first then copay? The plan lists "Primary care office visit: 30.00 copay" under member cost share. The natural reading is the copay is the cost share for that service. I'll stick with copay only.
Claim 6 specialist: 60.00 copay. ✓
Everything checks out. Now the keys:
member_responsibility: 660.00
plan_paid: 2640.00
deductible_applied: 0.00
copay_amount: 0.00
coinsurance_amount: 660.00
ending_deductible_a: 1500.00
ending_oopm_a: 5212.00
ending_deductible_b: 1500.00
ending_oopm_b: 2770.00
ending_family_deductible: 3000.00
ending_family_oopm: 7982.00
Format: one fenced JSON block, plain numbers withtwo decimals.json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}67GPT-5.6 Terra · OpenAI5.6s · 462 out | 6.3s · 490 out | 6.0s · 437 out
Reasoning · 308 tokens
**Calculating costs for office visits**
I need to analyze costs for office visits and figure out the copays, which seem straightforward without deductibles involved. So, for the first plan, there’s a deductible and out-of-pocket maximum to consider. We have different copays and deductible structures across several plans. I’ll break down the numbers, focusing on allowable amounts, remaining balances, and the coinsurance percentages for specific scenarios. It's a complex calculation, but I’ll make sure to clarify everything along the way!json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "8012.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "8012.00",
"ok": false,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": true,
"abstained": false
}json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": "660.00",
"plan_paid": "2640.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "660.00",
"ending_deductible_a": "1500.00",
"ending_oopm_a": "5212.00",
"ending_deductible_b": "1500.00",
"ending_oopm_b": "2770.00",
"ending_family_deductible": "3000.00",
"ending_family_oopm": "7982.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": "2640.00",
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": "660.00",
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": "3000.00",
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": "7982.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": "5212.00",
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": "2770.00",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}67Claude Haiku 4.5 · Anthropic53.1s · 5,893 out | 35.0s · 6,585 out | 46.4s · 5,192 out
Reasoning · 5,712 tokens
Let me work through this step-by-step, processing each claim in order and tracking the accumulators.
**PLAN RULES:**
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Structure: EMBEDDED - individual satisfies individual deductible independently; family deductible satisfied when total family credits reach 3000.00
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
- Coinsurance after deductible (in-network): 20% member / 80% plan
- PCP office visit: 30.00 copay
- Specialist office visit: 60.00 copay
- Copays do NOT credit the deductible but DO credit the OOPM
- Preventive care: 100% covered (but none of these are preventive)
**CLAIM 1 — 2026-01-06 — A (subscriber)**
- Service: Outpatient imaging, in-network
- Allowed amount: 760.00
- This is NOT a copay service (it's subject to deductible and coinsurance)
Starting accumulators for A:
- Deductible: 0.00 / 1500.00
- OOPM: 0.00 / 6000.00
Family:
- Deductible: 0.00 / 3000.00
- OOPM: 0.00 / 12000.00
For Claim 1:
- Amount toward A's deductible: min(760.00, 1500.00) = 760.00
- A's deductible after: 760.00
- Remaining allowed for coinsurance: 0.00
- Coinsurance (20% of 0.00): 0.00
- Member owes 760.00, plan pays 0.00 since the full allowed amount is absorbed by the deductible.
Updating accumulators: A's deductible reaches 760.00/1500.00, A's OOPM 760.00/6000.00 (deductible credits OOPM too), family deductible 760.00/3000.00, family OOPM 760.00/12000.00.
**CLAIM 2 — 2026-01-22 — B (spouse)** — Primary care visit, in-network, allowed 190.00, subject to the 30.00 PCP copay.
B starts with 0.00 deductible and 0.00 OOPM used. Since copays don't touch deductible but do count toward OOPM: plan pays 190.00 - 30.00 = 160.00, member pays 30.00.
New accumulators: B's deductible stays 0.00/1500.00, B's OOPM becomes 30.00/6000.00, family deductible unchanged at 760.00/3000.00, family OOPM climbs to 790.00/12000.00.
**CLAIM 3 — 2026-02-11 — A (subscriber)** — Ambulatory surgery, in-network, allowed 2600.00, subject to deductible then coinsurance.
A currently has 740.00 remaining on the individual deductible (1500.00 - 760.00) and 5240.00 left on OOPM.
Applying 740.00 to satisfy the remaining deductible leaves 1860.00 subject to 20% coinsurance (372.00). Member owes 740.00 + 372.00 = 1112.00; plan pays 1488.00.
Updated: A's deductible hits 1500.00/1500.00 (satisfied), A's OOPM rises to 1872.00/6000.00, family deductible reaches 1500.00/3000.00, family OOPM grows to 1902.00/12000.00.
**CLAIM 4 — 2026-03-04 — B (spouse)** — Outpatient infusion, in-network, allowed 4100.00, subject to deductible and coinsurance.
B still has full 1500.00 deductible remaining and 5970.00 left on OOPM.
in-network, allowed 14800.00, subject to deductible and coinsurance.
A's deductible already satisfied (1500.00/1500.00), OOPM at 1872.00/6000.00 (4128.00 remaining). Family deductible also satisfied (3000.00/3000.00), family OOPM at 3922.00/12000.00.
Coinsurance 20% of 14800.00 = 2960.00, member owes 2960.00, plan pays 11840.00.
Updating accumulators: A's deductible stays 1500.00/1500.00, A's OOPM rises to 1872.00 + 2960.00 = 4832.00/6000.00. Family deductible stays 3000.00/3000.00, family OOPM climbs to 3922.00 + 2960.00 = 6882.00/12000.00.
Moving to Claim 6, 2026-05-27, for spouse B — specialist office visit, in-network, allowed 210.00, this is a copay service with a 60.00 copay.
B's current accumulators: deductible 1500.00/1500.00 (satisfied), OOPM 2050.00/6000.00 (3950.00 remaining).
Since copays don't credit deductible but do credit OOPM, plan pays 210.00 - 60.00 = 150.00, member owes 60.00. B's deductible stays 1500.00/1500.00, B's OOPM becomes 2110.00/6000.00. Family deductible stays 3000.00/3000.00, family OOPM rises to 6942.00/12000.00.
Claim 7, 2026-07-09, subscriber A — outpatient rehab, in-network, allowed 1900.00, subject to deductible and coinsurance. A's accumulators: deductible satisfied at 1500.00/1500.00, OOPM at 4832.00/6000.00 (1168.00 remaining).
Deductible satisfied, so coinsurance would be 20% of 1900.00 = 380.00, but I need to check this against the remaining OOPM room of 1168.00 for A individually.
Since 380.00 fits comfortably within the remaining OOPM, member pays the full 380.00 coinsurance, which counts toward OOPM. Plan pays 1520.00. Updates: A's deductible unchanged at 1500.00/1500.00, A's OOPM climbs to 5212.00/6000.00. Family deductible stays 3000.00/3000.00, family OOPM increases to 7322.00/12000.00.
Claim 8, 2026-09-15, spouse B — outpatient procedure, in-network, allowed 3300.00, subject to deductible and coinsurance. B's deductible already satisfied at 1500.00/1500.00, B's OOPM at 2110.00/6000.00 (3890.00 remaining). Family deductible satisfied at 3000.00/3000.00, family OOPM at 7322.00/12000.00 (4678.00 remaining).
Deductible satisfied, coinsurance calculates to 20% of 3300.00 = 660.00.
e_applied: 0.00 since deductible's already met, coinsurance_amount: 660.00, no copay involved.
Ending accumulators: A's deductible 1500.00/OOPM 5212.00, B's deductible 1500.00/OOPM 2770.00, family deductible 3000.00/family OO
pm 7982.00. Checks out: 660 + 2640 = 3300 matches billed.
Rereading the task, only these fields are needed per claim: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_deductible_a, ending_oopm_a, ending_deductible_b, ending_oopm_b, ending_family_deductible, ending_family_oopm. No rule-tracking field required here.
Let me retrace all claims from the start to confirm accuracy - A and B both begin at ded 0/1500, oopm 0/6000, family at ded 0/3000,
Claim 1: outpatient imaging for A, 760 allowed, no copay. Full amount hits A's deductible (760 of 1500), leaving 0 coinsurance. Member owes 760, plan pays 0.
Updated: A ded 760/1500 oopm 760/6000, B unchanged, family ded 760/3000 oopm 760/12000.
Claim 2: PCP visit for B, 190 allowed, copay service — 30 copay applies. Member owes 30, plan pays 160.
Updated: B oopm 30/6000, family oopm 790/12000, other values unchanged.
Claim 3: ambulatory surgery for A, 2600 allowed, no copay. A has 740 left toward deductible (1500-760)...
---
740.00 goes to deductible, leaving 1860.00 subject to 20% coinsurance = 372.00. Member resp totals 740 + 372 = 1112.00, plan pays 1488.00.
Updated: A ded 1500/1500 (met), oopm 1872/6000; family ded 1500/3000, oopm 1902/12000.
Claim 4: outpatient infusion for B, 4100 allowed, no copay. B's remaining deductible is 1500, family's remaining is also 1500 — since embedded, take the lesser, so 1500 applies to deductible. That leaves 2600 subject to 20% coinsurance = 520. Member resp = 1500 + 520 = 2020, plan pays the rest.
Plan pays 4100 - 2020 = 2080. Now both A and B have met their $1500 deductibles, satisfying the $3000 family deductible too. OOPM totals: A 1872, B 2050, family 3922.
Claim 5: inpatient admission for A, 14800 allowed, deductible already met, so straight 20% coinsurance = 2960 member resp, plan pays 11840. Updated OOPM: A 4832, family 6882.
Claim 6: specialist visit for B, 210 allowed, copay service — flat 60 copay applies regardless of deductible status, plan pays 150. B's OOPM climbs to 2110, family to 6942.
For outpatient rehab on A at 1900 allowed, deductible already met, so standard 20% coinsurance kicks in: 380 member cost, 1520 paid by plan. This pushes A's OOPM to 5212 and family to 7322.
Then the outpatient procedure for B at 3300 allowed — deductible satisfied, coinsurance 20% = 660. Checking both B's remaining OOPM (3890) and family's remaining (4678), both exceed 660, so member simply pays the full 660 coinsurance amount, plan covers 2640. B's OOPM rises to 2770, family to 7982.
Confirming Claim 8 fields: deductible_applied = 0 (already met for B), copay = 0 (not applicable here), coinsurance = 660, member_responsibility = 660, plan_paid = 2640. Ending balances: A stays at 1500/5212, B at 1500/2770, family deductible 3000, family OOPM 7982. Deductible_applied specifically reflects what's newly applied to this claim, not the running total — so zero makes sense since B already hit the max earlier. Everything checks out.
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 3000,
"ok": true,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 7982,
"ok": true,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 6,408 tokens
Let me work through each claim in sequence, tracking accumulators for member A, member B, and the family.
**STARTING ACCUMULATORS:**
- A: deductible 0.00, oopm 0.00
- B: deductible 0.00, oopm 0.00
- Family: deductible 0.00, oopm 0.00
**Key facts from plan document:**
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Embedded structure: individual satisfies their own deductible; family also satisfied once total family credits reach family amount
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
- Coinsurance (in-network): 20% member / 80% plan
- Copays for specific services:
- Primary care office visit: 30.00
- Specialist office visit: 60.00
- Others don't apply to these claims
- Copays do NOT credit deductible
- Copays always credit OOPM
**CLAIM 1 — 2026-01-06 — A (subscriber)**
- Service: Outpatient imaging, in-network
- Allowed amount: 760.00
- This is subject to deductible and coinsurance
A's deductible remaining: 1500.00
Family deductible remaining: 3000.00
Deductible applied: min(760.00, 1500.00, 3000.00) = 760.00
After deductible: 760.00 - 760.00 = 0.00
Coinsurance on remaining: 0.00 * 0.20 = 0.00
Member responsibility: 760.00 (deductible only)
Plan paid: 0.00
A deductible after: 1500.00 - 760.00 = 740.00
A OOPM after: 0.00 + 760.00 = 760.00
Family deductible after: 3000.00 - 760.00 = 2240.00
Family OOPM after: 0.00 + 760.00 = 860.00
---
**CLAIM 2 — 2026-01-22 — B (spouse)**
- Service: Primary care office visit, in-network
- Allowed amount: 190.00
- Copay applies here: 30.00, doesn't touch deductible but counts toward OOPM
B's deductible remaining: 1500.00
Family deductible remaining: 2240.00
B's OOPM remaining: 6000.00
Family OOPM remaining: 11140.00
Checking the plan doc again for how copay interacts with deductible - copays don't credit deductible but always credit OOPM. So is 30.00 the whole member responsibility here, bypassing deductible entirely? Need to verify whether copay services skip the deductible mechanism altogether.
It looks like copay services (PCP visit, specialist, urgent care, ER, pharmacy) stand apart from deductible+coinsurance services. For this primary care visit, the copay of 30.00 is simply the member's cost - not deductible then coinsurance.
Claim 2 outcome:
Member owes: 30.00
Plan pays: 160.00
OOPM updates: B goes from 0.00 to 30.00; family goes from 860.00 to 890.00
Deductibles stay at 1500.00 (B) and 2240.00 (family)
---
**CLAIM 3 — 2026-02-11 — A (subscriber)**
Ambulatory surgery, in-network, allowed amount 2600.00 - no copay here, so deductible + coinsurance applies.
A's deductible remaining: 740.00
Family deductible remaining: 2240.00
A's OOPM remaining: 6000.00
on remaining: 2600.00 * 0.20 = 520.00
Member owes: 1500.00 + 520.00 = 2020.00
Plan paid: 2080.00
B's deductible zeroed out, family deductible zeroed out too.
B OOPM after: 3950.00, family OOPM after: 7978.00
Claim 5, A, inpatient admission, allowed 14800.00, no copay applies.
A's deductible is already met, family deductible also met, so no deductible applies here — straight to coinsurance on the full allowed amount.
Coinsurance: 14800 * 0.20 = 2960.00, plan pays 11840.00.
A OOPM after: 1168.00, family OOPM after: 5018.00.
Claim 6, B, specialist visit, allowed 210.00, copay 60.00.
Plan pays 150.00. B OOPM after: 3890.00, family OOPM after: 4958.00.
Claim 7, A, outpatient rehab, allowed 1900.00, deductible/coinsurance service. A's and family deductible both already at zero.
A's OOPM remaining is 1168.00, family OOPM remaining is 4958.00.
Coinsurance owed: 1900 * 0.20 = 380.00. Since 380.00 is under the 1168.00 OOPM cap, full coinsurance applies.
Plan pays 1520.00. A OOPM after: 788.00, family OOPM after: 4578.00.
Claim 8, B, outpatient procedure, allowed 3300.00, deductible/coinsurance service, deductibles already satisfied for both B and family. B's OOPM remaining 3890.00, family OOPM remaining 4578.00.
Coinsurance: 3300 * 0.20 = 660.00, well under OOPM caps so it applies fully.
Plan pays 2640.00. B OOPM after: 3230.00, family OOPM after: 3918.00.
Final for claim 8: member responsibility 660.00, plan paid 2640.00, deductible applied 0, coinsurance 660.00. Ending deductible A/B/family all 0. Ending OOPM A 788.00, B 3230.00, family 3918.00.
Now verifying earlier claims from scratch:
Claim 1: A pays 760 toward deductible, deductible drops to 740, OOPM to 760, family deductible to 2240, family OOPM to 860.
Claim 2: B copay 30, B OOPM to 30, family OOPM to 890.
Claim 3: A applies remaining 740 to deductible, then...
I need to recheck this—A's deductible after claim 1 was 740 remaining, not fully satisfied. Restarting the calculation for claim 3 onward since I may have made an error mixing up numbers with the 5240.00 figure mentioned earlier. Going back to redo the accumulator tracking from claim 1 forward, step by step.
Claim 1, 2026-01-06, A, outpatient imaging, allowed amount 760.00, starting from zero accumulators everywhere. Deductible applies since it's a coinsurance service — apply min(760, 1500 individual, 3000 family) = 760, fully absorbing the allowed amount, leaving nothing for coinsurance. Member owes the full 760.00.
Post-claim 1: A deductible 740.00 remaining, A OOPM 760.00; family deductible 2240.00 remaining, family OOPM 860.00; B untouched.
Claim 2, 2026-01-22, B, primary care visit, allowed 190.00, copay 30.00 — a flat copay, doesn't touch deductible. Member pays 30, plan pays 160. B OOPM becomes 30.00, family OOPM becomes 890.00; deductibles unchanged.
Claim 3, 2026-02-11, A, ambulatory surgery, allowed 2600.00 — starting deductible for A is 740 remaining, family 2240 remaining.
Coinsurance applies: deductible to satisfy = min(2600, 740, 2240) = 740.00. Remaining 1860.00 gets 20% coinsurance = 372.00. Member owes 740+372=1112.00, plan pays 1488.00.
Updated: A deductible hits 0, A OOPM jumps to 1872.00; family deductible drops to 1500.00, family OOPM to 2002.00; B stays at deductible 1500.00, OOPM 30.00.
Claim 4, 2026-03-04, B, outpatient infusion, allowed 4100.00 — starting point: A deductible 0/oopm 1872, B deductible 1500/oopm 30, family deductible 1500/oopm 2002.
responsibility: 2960.00
Plan paid: 11840.00
A OOPM: 1872.00 + 2960.00 = 4832.00
Family OOPM: 4022.00 + 2960.00 = 6982.00
Claim 6 (B, specialist visit, copay 60.00): straightforward copay, plan pays 150.00. B OOPM: 2050.00 + 60.00 = 2110.00. Family OOPM: 6982.00 + 60.00 = 7042.00. Deductibles all remain at 0.00.
Moving to Claim 7 — 2026-07-09, member A, outpatient rehab.
Coinsurance applies at 20%: 1900.00 * 0.20 = 380.00 member share, 1520.00 plan paid, no deductible needed. A OOPM climbs to 5212.00, Family OOPM to 7422.00.
Claim 8 follows the same pattern for member B's outpatient procedure at 3300.00: 20% coinsurance yields 660.00 member responsibility, 2640.00 plan paid. B OOPM rises to 2770.00, Family OOPM to 8082.00, with deductibles staying at zero throughout.
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 0.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 0.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 0.00,
"ending_family_oopm": 8082.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 2640,
"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 660,
"got": 660,
"ok": true,
"present": true
},
{
"field": "ending_family_deductible",
"want": 3000,
"got": 0,
"ok": false,
"present": true
},
{
"field": "ending_family_oopm",
"want": 7982,
"got": 8082,
"ok": false,
"present": true
},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 0,
"ok": false,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 0,
"ok": false,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": true,
"abstained": false
}Reasoning · 5,012 tokens
Let me work through this step by step, adjudicating each claim in order and tracking the accumulators.
Starting accumulators:
- A (subscriber): deductible 0.00, oopm 0.00
- B (spouse): deductible 0.00, oopm 0.00
- Family: deductible 0.00, oopm 0.00
Plan details:
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- EMBEDDED structure
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
- Coinsurance after deductible: 20% member / 80% plan
- Copay for primary care: 30.00
- Copay for specialist: 60.00
- Copays do NOT credit the deductible
- Copays DO credit the OOPM
**CLAIM 1 — 2026-01-06 — A (subscriber)**
Service: Outpatient imaging, in-network
Allowed amount: 760.00
A's deductible remaining: 1500.00
Family deductible remaining: 3000.00
Service is outpatient imaging, not listed as having a copay. So it's subject to deductible and coinsurance.
Deductible applied: min(760.00, 1500.00) = 760.00
This also applies to family deductible: min(760.00, 3000.00) = 760.00
After deductible:
- A's deductible remainder: 1500.00 - 760.00 = 740.00
- Family deductible remainder: 3000.00 - 760.00 = 2240.00
- Nothing left over for coinsurance since the full allowed amount was absorbed by deductible
Member owes: 760.00, plan owes: 0.00
Updated totals after Claim 1:
- A deductible: 760.00, A oopm: 760.00
- B deductible: 0.00, B oopm: 0.00
- Family deductible: 760.00, Family oopm: 760.00
**CLAIM 2 — 2026-01-22 — B (spouse)**
Service: Primary care office visit, in-network
Allowed amount: 190.00
This is a primary care copay situation, so it's 30.00 flat, bypassing deductible entirely and going straight to OOPM.
B's deductible remaining: 1500.00; family deductible remaining: 2240.00
Copays don't credit the deductible per plan rules, but they do count toward OOPM. So member pays the 30.00 copay, plan covers the rest (190.00 - 30.00 = 160.00).
For Claim 2 (B's primary care visit):
Member responsibility: 30.00
Plan paid: 160.00
B's OOPM increases by the copay amount.
After Claim 2:
- A deductible: 760.00, oopm: 760.00
- B deductible: 0.00, oopm: 30.00
- Family deductible: 760.00, oopm: 790.00
**CLAIM 3 — A, ambulatory surgery, in-network, allowed 2600.00**
This isn't a copay service, so deductible/coinsurance applies.
A's remaining deductible: 740.00
Family remaining deductible: 2240.00
Deductible applied to A: min(2
apply is min(claim allowed 2600.00, A's remainder 740.00, family remainder 2240.00) = 740.00.
Remaining claim after deductible: 2600.00 - 740.00 = 1860.00, subject to 20% coinsurance.
Member coinsurance: 372.00, plan coinsurance: 1488.00.
Total member owes: 740.00 + 372.00 = 1112.00, plan pays 1488.00.
Updated accumulators:
- A's deductible: 760.00 + 740.00 = 1500.00 (satisfied)
- A's OOPM: 760.00 + 1112.00 = 1872.00
- B's deductible: 0.00, B's OOPM: 30.00 (unchanged)
- Family deductible: 1500.00, Family OOPM: 1902.00
Claim 4 (2026-03-04, B/spouse): Outpatient infusion, in-network, allowed 4100.00, deductible/coinsurance applies. B's remaining deductible: 1500.00, family remaining: 1500.00.
Deductible applied: 1500.00 (min of allowed, B's remaining, family remaining). Remaining 2600.00 splits into 520.00 coinsurance (member) and 2080.00 plan payment. Member total: 2020.00, plan paid: 2080.00.
New accumulators: B's deductible now 1500.00 (satisfied), B's OOPM 30.00 + 2020.00 = 2050.00, family deductible 3000.00 (fully satisfied).
**CLAIM 5 — 2026-04-18 — A**
Inpatient admission, in-network, allowed 14800.00. Both A's and family deductible already met, so full amount goes to coinsurance: 2960.00 member, 11840.00 plan paid.
Accumulators:
- A's OOPM: 1872.00 + 2960.00 = 4832.00
- B's OOPM: 2050.00 (unchanged)
- Family OOPM: 3922.00 + 2960.00 = 6882.00
**CLAIM 6 — 2026-05-27 — B**
Specialist office visit, allowed 210.00 → 60.00 copay. Plan pays 150.00.
- B's OOPM: 2050.00 + 60.00 = 2110.00
- Family OOPM: 6882.00 + 60.00 = 6942.00
**CLAIM 7 — 2026-07-09 — A
(subscriber)**
Outpatient rehabilitation, allowed 1900.00 — deductible already met for A and family, so coinsurance applies.
Member: 1900.00 * 0.20 = 380.00; Plan: 1520.00
- A's OOPM: 4832.00 + 380.00 = 5212.00
- Family OOPM: 6942.00 + 380.00 = 7322.00
**CLAIM 8 — 2026-09-15 — B**
Outpatient procedure, allowed 3300.00 — no copay category, deductible/coinsurance applies.
B's and family deductible already satisfied, so full amount goes to coinsurance:
- Member: 3300.00 * 0.20 = 660.00; Plan: 2640.00
Updated totals:
- B OOPM: 2110.00 + 660.00 = 2770.00
- A OOPM: 5212.00 (unchanged)
- Family OOPM: 7322.00 + 660.00 = 7982.00
Let me verify against the individual OOPM cap of 6000.00, since A
sits at 5212.00 and B at 2770.00 — both under the cap, and family total of 7982.00 stays below 12000.00 too. But let me retrace all claims from the start to confirm these pre-claim-8 values are correct.
Starting at zero for A, B, and family deductible/OOPM.
Claim 1 (A, outpatient imaging, $760.00): deductible applies fully, pushing A deductible to 760.00 and A OOPM to 760.00, with B untouched.
00 * 0.20 = 372.00
- A OOPM: 760.00 + 740.00 + 372.00 = 1872.00
- Family OOPM: 790.00 + 740.00 + 372.00 = 1902.00
Now claim 4 for B, outpatient infusion at $4100.00. B's remaining deductible is 1500.00, family remaining is also 1500.00, so I need the minimum of these constraints applied.
(4100.00, 1500.00, 1500.00) = 1500.00
- B deductible: 1500.00, family deductible: 3000.00 fully met
- Remaining after deductible: 2600.00, coinsurance 20% = 520.00
- B OOPM: 30.00 + 1500.00 + 520.00 = 2050.00
- Family OOPM: 1902.00 + 1500.00 + 520.00 = 3922.00
Moving to claim 5, A's inpatient admission for $14800.00.
A deductible already satisfied at 1500.00, family deductible also satisfied at 3000.00, so entire claim hits coinsurance: 14800.00 * 0.20 = 2960.00. A OOPM becomes 1872.00 + 2960.00 = 4832.00, family OOPM 3922.00 + 2960.00 = 6882.00.
Claim 6, B's specialist visit with $60 copay applies directly: B OOPM 2050.00 + 60.00 = 2110.00, family 6882.00 + 60.00 = 6942.00.
Claim 7, A's outpatient rehab for $1900.00 - deductible already satisfied at 1500.00.
.00
Final tallies: deductible_a 1500.00, oopm_a 5212.00, deductible_b 1500.00, oopm_b 2770.00, family_deductible 3000.00, family_oopm 7982.00.
Checks out: 660.00 + 2640.00 = 3300.00 ✓
json{
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"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 660.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 5212.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 2770.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 7982.00
}
Grader detail
json{
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{
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},
{
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{
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{
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"ok": true,
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},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 5212,
"ok": true,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 2770,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}0DeepSeek V3.2 · DeepSeek3.4s · 152 out | 3.2s · 152 out | 3.5s · 152 out
json{
"member_responsibility": 660.00,
"plan_paid": 2640.00,
"deductible_applied": 140.00,
"copay_amount": 0.00,
"coinsurance_amount": 520.00,
"ending_deductible_a": 1500.00,
"ending_oopm_a": 4900.00,
"ending_deductible_b": 1500.00,
"ending_oopm_b": 4600.00,
"ending_family_deductible": 3000.00,
"ending_family_oopm": 9500.00
}
Grader detail
json{
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"want": 660,
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"ok": true,
"present": true
},
{
"field": "plan_paid",
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"got": 2640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 140,
"ok": false,
"present": true
},
{
"field": "copay_amount",
"want": 0,
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"ok": true,
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},
{
"field": "coinsurance_amount",
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},
{
"field": "ending_family_deductible",
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"ok": true,
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},
{
"field": "ending_family_oopm",
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"ok": false,
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},
{
"field": "ending_deductible_a",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_a",
"want": 5212,
"got": 4900,
"ok": false,
"present": true
},
{
"field": "ending_deductible_b",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_oopm_b",
"want": 2770,
"got": 4600,
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}json{
"member_responsibility": 660.00,
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}
Grader detail
json{
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},
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],
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}json{
"member_responsibility": 660.00,
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Grader detail
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