ER copay waived on admission
Generated from the Parity benefits engine (src/tasks/benefits-engine.ts). Gold answer is the engine's output, not a hand-keyed figure. Trap under test: Admission waives the ER copay and sends the claim to deductible-and-coinsurance instead.
Field mean
91.7
across 28 models
Models scoring 100
24
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.MEMBER ACCUMULATORS as of the moment before Claim 1
Member deductible credited year to date ... 900.00
Member out-of-pocket credited year to date 900.00
Family deductible credited year to date ... 900.00
Family out-of-pocket credited year to date 900.00
CLAIMS (adjudicate in the order listed)
Claim 1 — 2026-05-14
Service ......... Emergency department visit resulting in inpatient admission, in-network
Network ......... In-network
Billed charge ... 12160.00
Allowed amount .. 6400.00
Disposition ..... Admitted as an inpatient from the emergency department
Report the required fields for Claim 1.json{
"kind": "fields",
"tolerance": 0.011,
"fields": {
"member_responsibility": 1760,
"plan_paid": 4640,
"deductible_applied": 600,
"copay_amount": 0,
"coinsurance_amount": 1160,
"ending_member_deductible": 1500,
"ending_member_oopm": 2660
}
}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 · Anthropic8.8s · 336 out | 7.7s · 310 out | 7.2s · 390 out
Claim 1: ER visit resulting in inpatient admission → copay waived, subject to deductible and coinsurance.
Deductible remaining: 1500.00 − 900.00 = 600.00. Deductible applied: 600.00.
Remaining allowed: 6400.00 − 600.00 = 5800.00. Coinsurance 20%: 1160.00.
Member responsibility: 600.00 + 1160.00 = 1760.00. OOPM check: 900.00 + 1760.00 = 2660.00 < 6000.00, no cap.
Plan paid: 6400.00 − 1760.00 = 4640.00.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}ER copay waived due to admission; subject to deductible and coinsurance.
Deductible remaining: 1500 - 900 = 600. Deductible applied 600.00.
Remaining allowed: 6400 - 600 = 5800. Coinsurance 20% = 1160.00.
Member cost share total: 1760.00. OOPM check: 900 + 1760 = 2660 < 6000, fine.
Plan paid: 6400 - 1760 = 4640.00.
Ending deductible: 1500.00. Ending OOPM: 2660.00.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 267 tokens
[omitted]json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.7 Flash · Google6.7s · 1,201 out | 9.6s · 1,054 out | 7.9s · 1,063 out
Reasoning · 1,075 tokens
**Reviewing Claim Details**
I'm focusing on adjudicating Claim 1 for the Bluebonnet PPO 1500 member, specifically noting the in-network emergency department visit on May 14, 2026, which led to an inpatient admission. My current task is to process this according to the policy terms.
**Calculating Member Responsibility**
I've determined the ER copay is waived due to the inpatient admission. Next, I'm applying the remaining $600 of the individual deductible against the allowed amount. The subsequent $5800 is now subject to 20% coinsurance, which I'm calculating to see how much applies towards the OOPM.
**Calculating Final Figures**
My calculations are complete. I've determined the total member responsibility to be $1760.00, with $600.00 of the deductible applied and $1160.00 in coinsurance. The plan will cover $4640.00. I've also updated the ending accumulators for both the deductible and OOPM.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 928 tokens
**Analyzing Deductible and Copay**
I'm currently examining how the individual deductible of $1500 interacts with the $400 ER copay. Specifically, I'm focusing on the waiver condition: if the ER visit leads to inpatient admission, the copay is waived, and the deductible applies instead.
**Applying Deductible and Coinsurance**
I've confirmed that the ER copay is waived due to the inpatient admission. The allowed amount is now subject to the remaining deductible, which I've calculated as $600. After that, the 20% coinsurance applies to the remaining balance.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 937 tokens
**Reviewing Claim 1 Details**
I'm currently examining the specifics of Claim 1, focusing on the Bluebonnet PPO 1500 plan. My attention is directed towards the individual and family deductibles, as well as the out-of-pocket maximums for in-network services.
**Calculating Deductible Application**
I'm now applying the Bluebonnet PPO 1500 plan's deductible to Claim 1. The emergency room copay is waived due to the inpatient admission. The remaining deductible is $600.00, which will be applied to the allowed amount.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.5 · OpenAI3.0s · 262 out | 4.1s · 248 out | 3.1s · 270 out
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Sol · OpenAI3.5s · 178 out | 3.3s · 173 out | 3.0s · 169 out
Reasoning · 78 tokens
**Calculating healthcare costs**
I need to calculate some healthcare costs. The ER copay is waived, and there's a remaining deductible of $600. Then I have a coinsurance of 20% on $5,800, which comes out to $1,160. The member's total is $1,760, while the plan’s total is $4,640. So, the out-of-pocket cost becomes $2,660, and the deductible is $1,500. I also need to remember that the family plan details don't affect this calculation. I wonder if JSON can preserve decimals correctly when I code this up.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 73 tokens
**Calculating deductible and costs**
I need to figure out the remaining deductible of 600. Then, I’ll calculate the coinsurance, which is 20% of 5800, totaling 1160. The member amount is 1760, and the plan covers 4640. The out-of-pocket (OOP) maximum is 2660, with a deductible of 1500 and the copay waived. I should also check that JSON numbers have two decimal issues since 1760.00 might be accepted, but the parser could lose the formatting. I’ll keep this fenced only.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 69 tokens
**Calculating insurance details**
I’m working through the insurance figures. It looks like the remaining deductible is $600, and with a 20% coinsurance on $5800, that adds up to $1160. The member amount is $1760, and the plan covers $4640. The out-of-pocket ending is $2660 and deductible ending is $1500. Interestingly, the emergency room copay is waived. I also have a note on the JSON representation and its two-decimal issues.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.6 · xAI16.2s · 955 out | 12.1s · 746 out | 11.1s · 735 out
Reasoning · 856 tokens
The user wants me to adjudicate claims according to the plan document. There's only one claim listed, so the FINAL claim is Claim 1.
Claim 1 adjudication:
- Deductible applied: $600.00
- Copay: $0.00 (waived)
- Coinsurance: $1,160.00
- Member responsibility: $1,760.00
- Plan paid: $4,640.00
Member OOP 2660.00
Member deductible remains 1500.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 647 tokens
The problem is about benefit adjudication. I need to adjudicate Claim 1 and report the fields for the FINAL claim, which is Claim 1 since there's only one.
**Claim 1 adjudication results:**
- **Deductible applied:** $600.00
- **Coinsurance applied:** $1,160.00
- **Copay applied:** $0.00 (waived due to inpatient admission)
- **Member responsibility:** $1,760.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 636 tokens
The user wants me to adjudicate claims and report JSON for the FINAL claim. There's only Claim 1.
{
"claim_id": "Claim 1",
"service_date": "2026-05-14",
"service": "Emergency department visit resulting in inpatient admission, in-network",
"network": "In-network",
"billed_charge": 12160.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.5 · xAI9.1s · 585 out | 6.2s · 447 out | 6.6s · 449 out
Reasoning · 486 tokens
The task is to adjudicate Claim 1 and report the required fields for the FINAL claim, which is Claim 1 since there's only one.
Claim 1 — 2026-05-14
Service ......... Emergency department visit resulting in inpatient admission, in-network
Network ......... In-network
Billed charge ...json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 357 tokens
The problem is about adjudicating a claim for a health plan.
json{"member_responsibility": 1760.00, "plan_paid": 4640.00, "deductible_applied": 600.00, "copay_amount": 0.00, "coinsurance_amount": 1160.00, "ending_member_deductible": 1500.00, "ending_member_oopm": 2660.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 350 tokens
The problem is about adjudicating a claim for a health plan.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.1 Pro · Google14.1s · 1,189 out | 10.1s · 917 out | 14.3s · 1,382 out
Reasoning · 1,063 tokens
**Adjudication Process for Claim 1**
My thought process for adjudicating Claim 1 began by first understanding the core task: to determine the member's responsibility and the plan's payment for this specific claim, based on the provided plan document details and the member's accumulated balances prior to this claim. I need to report these adjudication details accurately.
I started by reviewing the **Plan Document Details**. I noted the individual In-Network (INN) deductible is $1,500.00 and the family INN deductible is $3,000.00, structured as an embedded plan. The individual INN Out-of-Pocket Maximum (OOPM) is $6,000.00, and the family INN OOPM is $12,000.00. For member cost-sharing, I saw a 20% coinsurance for INN services and a $400.00 copay for emergency room (ER) visits. Crucially, I recognized the waiver condition for the ER copay: if the visit results in an inpatient admission, the copay is waived, and the visit is then subject to the deductible and coinsurance. This condition is key for this claim.
Next, I examined the **Member Accumulators Before Claim 1**. The member had already met $900.00 towards their individual deductible and $900.00 towards their individual OOPM. Similarly, $900.00 had been met for the family deductible and $900.00 for the family OOPM.
Then, I turned my attention to **Claim 1 Details**. The service was an ER visit that *did* result in an inpatient admission, and it was in-network. The billed charge was $12,160.00, with an allowed amount of $6,400.00. The disposition confirmed the patient was admitted as an inpatient from the ER.
Now, for the **Adjudicating Claim 1** steps:
1. The service type, an ER visit resulting in an inpatient admission, immediately triggered the waiver clause. Therefore, the $400 ER copay is **WAIVED**.
2. As per the plan, the visit is now subject to the deductible and coinsurance.
3. I calculated the member's remaining individual INN deductible: $1,500.00 (limit) - $900.00 (YTD) = $600.00. This is the amount that will be applied to the allowed charges first.
4. The allowed amount for the claim is $6,400.00.
5. I applied the remaining deductible: $600.00.
6. The remaining allowed amount after applying the deductible is $6,400.00 - $600.00 = $5,800.00.
7. Next, I calculated the coinsurance: 20% of $5,800.00, which equals $1,160.00.
8. I then performed a check against the Out-of-Pocket Maximum (OOPM). The member's OOPM YTD before this claim was $900.00. The cost share I've calculated for this claim so far is $600.00 (deductible) + $1,160.00 (coinsurance) = $1,760.00. The individual INN OOPM limit is $6,000.00. The new YTD OOPM would be $900.00 + $1,760.00 = $2,660.00. This is well below the $6,000.00 limit, so the full cost share applies.
9. Based on these calculations, the member's responsibility for Claim 1 is the sum of the deductible applied and the coinsurance: $600.00 + $1,160.00 = $1,760.00.
10. The plan paid the difference between the allowed amount and the member's responsibility: $6,400.00 - $1,760.00 = $4,640.00.
Finally, I compiled the specific adjudication values:
* Deductible applied: $600.00
* Copay amount: $0.00 (due to waiver)
* Coinsurance amount: $1,160.00
* Ending member deductible: $900.00 (YTD) + $600.00 (applied) = $1,500.00 (member has now met their full individual deductible).
* Ending member OOPM: $900.00 (YTD) + $1,760.00 (this claim's cost share) = $2,660.00.
I then performed a **Double Check of the calculations** to ensure accuracy.
* Allowed: $6,400.00
* Deductible: $600.00
* Coinsurance: 20% of ($6,400.00 - $600.00) = 20% of $5,800.00 = $1,160.00
* Total member responsibility: $600.00 + $1,160.00 = $1,760.00
* Plan paid: $6,400.00 - $1,760.00 = $4,640.00
I also re-verified the OOPM limit check: YTD OOPM $900.00 + $1,760.00 (claim cost share) = $2,660.00, which is under the $6,000.00 limit. The deductible limit check confirmed that with the $600.00 applied, the YTD deductible is now $1,500.00, reaching the limit.
The required values for the output format were then extracted and formatted. All values needed to be numbers with two decimal places.
```json
{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
```
Upon final review, the calculations and formatting adhere to all specified rules.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 791 tokens
**Adjudicating Claim 1: My Thought Process**
Alright, let's break down this first claim, Claim 1. My primary goal here is to figure out exactly what the member owes, what the plan covers, and how this impacts their accumulators for future claims. I need to be thorough and ensure all the plan's rules are applied correctly.
First things first, I've pulled up the plan details relevant to this claim. I see the individual deductible is $1500.00, and the in-network out-of-pocket maximum (OOPM) for an individual is $6000.00. The coinsurance is set at 20%. Crucially, there's an ER copay of $400.00, but I've noted the caveat: it's waived if the patient is admitted as an inpatient, in which case the deductible and coinsurance take over.
Before this claim even entered the picture, I need to know where the member stood. Their current accumulators show they've already met $900.00 towards their individual deductible and $900.00 towards their OOPM. This is essential context.
Now, let's dig into Claim 1 itself. The date of service is 2026-05-14. The service? An ER visit that, importantly, resulted in an inpatient admission. It's also an in-network service. The allowed amount for this claim is $6400.00. The key piece of information here is the disposition: admitted as an inpatient from the ER. This immediately tells me that the $400.00 ER copay is waived, as per the plan rules. Instead, the allowed amount will be subject to the deductible and coinsurance.
So, the calculation begins. I need to determine the member's cost share. The allowed amount is $6400.00.
The remaining individual deductible is $1500.00 (plan deductible) - $900.00 (member's prior deductible) = $600.00.
Since the allowed amount of $6400.00 is significantly more than the remaining deductible of $600.00, the member will pay the full $600.00 towards satisfying their deductible for this claim.
The deductible applied to this claim is $600.00.
After applying the deductible, the remaining amount of the allowed charges is $6400.00 - $600.00 = $5800.00.
This remaining amount is then subject to coinsurance. The coinsurance rate is 20%.
Therefore, the member's coinsurance responsibility is 20% of $5800.00, which comes out to $1160.00.
My initial calculation for the total member cost share for this claim, before any OOPM check, is the sum of the deductible applied and the coinsurance: $600.00 (deductible) + $1160.00 (coinsurance) + $0.00 (waived copay) = $1760.00.
Now, I must verify this against the member's Out-of-Pocket Maximum (OOPM).
The member had $900.00 already applied towards their OOPM before this claim.
Their remaining OOPM is $6000.00 (plan OOPM) - $900.00 (member's prior OOPM) = $5100.00.
The calculated member cost share of $1760.00 for this claim is well below their remaining OOPM of $5100.00. This means the member will be responsible for the full calculated amount.
So, the breakdown for this claim is:
The member's responsibility for Claim 1 is $1760.00.
The plan will pay the remaining amount: $6400.00 (allowed amount) - $1760.00 (member responsibility) = $4640.00.
The deductible amount applied to this claim is $600.00.
The copay amount charged is $0.00, as it was waived.
The coinsurance amount is $1160.00.
Finally, I need to update the member's accumulators to reflect this claim's impact:
Their ending member deductible will be $900.00 (prior) + $600.00 (applied) = $1500.00.
Their ending member OOPM will be $900.00 (prior) + $1760.00 (member responsibility) = $2660.00.
I'll then package these values into the required output format for Claim 1.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,256 tokens
**Adjudicating Claim 1: My Thought Process**
Alright, my primary objective here is to accurately adjudicate Claim 1, which is the sole claim presented, by meticulously applying the provided plan document and the member's current accumulators. The output fields will therefore be exclusively derived from the outcome of this single claim.
First, I need to orient myself with the member's existing financial progress towards their plan limits. Their current accumulators show:
* Member Deductible: $900.00
* Member Out-of-Pocket Maximum (OOPM): $900.00
* Family Deductible: $900.00
* Family OOPM: $900.00
Next, I'll review the relevant provisions within the plan document for this specific scenario:
* Individual In-Network Deductible: $1,500.00
* Individual In-Network OOPM: $6,000.00
* Coinsurance after deductible, in-network: 20% (meaning I pay 80%)
* Emergency Room Copay: A $400.00 copay applies, *but* it is **waived** if the visit leads to an inpatient admission. In such a case, the visit becomes subject to the deductible and coinsurance.
Now, let's break down Claim 1 itself:
* Service: Emergency department visit that resulted in an inpatient admission.
* Network: In-network.
* Billed Charge: $12,160.00
* Allowed Amount: $6,400.00
* Disposition: The patient was admitted as an inpatient.
The crucial piece of information here is the disposition – the patient *was* admitted as an inpatient. According to the plan, this means the $400 ER copay is **waived**. The claim will be processed under the standard deductible and coinsurance rules.
Here's my step-by-step calculation for Claim 1:
1. **Applying the Deductible:**
* The allowed amount for the service is $6,400.00.
* The member's remaining deductible is $1,500.00 (plan limit) - $900.00 (already applied) = $600.00.
* Since the allowed amount ($6,400.00) is greater than the remaining deductible ($600.00), I will apply the full $600.00 towards the member's deductible.
* Deductible Applied for this claim: $600.00.
* The remaining allowed amount to be considered after the deductible is $6,400.00 - $600.00 = $5,800.00.
2. **Applying Coinsurance:**
* The coinsurance rate after the deductible is 20% for the member.
* My coinsurance calculation for the member is $5,800.00 * 0.20 = $1,160.00.
3. **Checking the OOPM:**
* The member started with $900.00 towards their OOPM.
* The total cost share for this claim, *before* considering the OOPM cap, is the deductible applied ($600.00) plus the coinsurance amount ($1,160.00), totaling $1,760.00.
* If the OOPM cap wasn't in place, the member's new OOPM balance would be $900.00 (starting) + $1,760.00 (new cost share) = $2,660.00.
* This calculated total ($2,660.00) is well below the individual in-network OOPM limit of $6,000.00. Therefore, the OOPM cap is **not** reached for this claim.
4. **Determining Member Responsibility:**
* Deductible Applied: $600.00
* Copay Amount: $0.00 (waived due to inpatient admission)
* Coinsurance Amount: $1,160.00
* Total Member Responsibility = $600.00 + $0.00 + $1,160.00 = $1,760.00.
5. **Determining Plan Paid Amount:**
* The plan covers the allowed amount minus the member's responsibility.
* Plan Paid = $6,400.00 (Allowed Amount) - $1,760.00 (Member Responsibility) = $4,640.00.
* I can also verify this by calculating the plan's share of coinsurance: $5,800.00 (amount subject to coinsurance) * 0.80 (plan's share) = $4,640.00. The numbers match.
6. **Calculating Ending Member Accumulators:**
* Ending Member Deductible: $900.00 (starting) + $600.00 (applied) = $1,500.00.
* Ending Member OOPM: $900.00 (starting) + $1,760.00 (total cost share applied) = $2,660.00.
A quick double-check:
* I confirmed the ER copay is indeed waived because of the inpatient admission.
* The family accumulators are not relevant here as the individual limits are met first.
* I've ensured all final monetary values are presented to two decimal places.
Based on these steps, the required output fields and their values are:
* `member_responsibility`: $1,760.00
* `plan_paid`: $4,640.00
* `deductible_applied`: $600.00
* `copay_amount`: $0.00
* `coinsurance_amount`: $1,160.00
* `ending_member_deductible`: $1,500.00
* `ending_member_oopm`: $2,660.00
Everything looks consistent and aligned with the plan rules.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 5 · Anthropic4.0s · 291 out | 4.0s · 274 out | 3.8s · 276 out
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3 Flash · Google16.0s · 2,198 out | 28.4s · 4,452 out | 13.8s · 1,836 out
Reasoning · 2,072 tokens
**My Thought Process on Adjudicating Claim 1 for Bluebonnet PPO 1500 (2026)**
Alright, let's walk through this adjudication for Bluebonnet PPO 1500 in 2026. I'm starting with the plan details and the member's current accumulator balances before diving into the claim.
First, I've noted the plan specifics: an individual deductible of $1,500 in-network and $3,000 out-of-network. The deductible is embedded, which is crucial for individual versus family calculations. The individual Out-of-Pocket Maximum (OOPM) is $6,000 in-network and $12,000 out-of-network. The member cost-share is 20% coinsurance after the deductible for in-network services, and 40% out-of-network.
Now, for the current state before Claim 1:
* The member's individual deductible accumulator is at $900.
* Their individual OOPM accumulator is also at $900.
* The family deductible and family OOPM are also at $900, but given the embedded structure and the fact that this is an individual claim, the individual accumulators are my primary focus for the member's direct responsibility.
Claim 1 details:
* It's an in-network ER visit on 2026-05-14, which resulted in an inpatient admission.
* The allowed amount for this service is $6,400.
* The important note here is that the ER visit's $400 copay is waived because of the inpatient admission, and instead, the visit is subject to the deductible and coinsurance.
Let's break down the adjudication steps:
**Step 1: Apply Deductible.**
I need to satisfy the member's individual in-network deductible. They've already accumulated $900 towards the $1,500 goal. This means they still need $600 ($1,500 - $900). I'll apply $600 of the allowed amount to satisfy the deductible.
* Remaining allowed amount after deductible application: $6,400 - $600 = $5,800.
* The individual deductible is now fully satisfied.
**Step 2: Apply ER Copay.**
Here's where I double-check the plan language. The text clearly states the $400 copay is "WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance." Since the member was admitted, the copay is indeed waived. So, the copay amount for this claim is $0.00.
**Step 3: Apply Coinsurance.**
Now I move to the coinsurance on the remaining allowed amount. The member's in-network coinsurance is 20%.
* Coinsurance calculation: 20% of $5,800 = $1,160.00.
**Step 4: Check OOPM.**
I need to ensure the member's total responsibility for this claim, when added to their current OOPM accumulator, doesn't exceed their individual in-network OOPM limit of $6,000.
* Member responsibility for this claim so far: $600 (deductible) + $1,160 (coinsurance) = $1,760.00.
* Current OOPM accumulator: $900.00.
* Projected new OOPM accumulator: $900 + $1,760 = $2,660.00.
* This projected $2,660 is well below the $6,000 individual in-network OOPM limit. So, the member is responsible for the full $1,760.00 calculated.
**Step 5: Final Adjudication Summary for Claim 1.**
* Allowed Amount: $6,400.00
* Member Responsibility: $1,760.00 ($600 deductible + $0 copay + $1,160 coinsurance)
* Plan Paid: $6,400.00 - $1,760.00 = $4,640.00
* Deductible Applied to Member: $600.00
* Copay Amount: $0.00
* Coinsurance Amount: $1,160.00
**Step 6: Update Accumulators.**
* Ending Member Deductible: $900.00 (starting) + $600.00 (applied) = $1,500.00 (fully met).
* Ending Member OOPM: $900.00 (starting) + $1,760.00 (member responsibility for this claim) = $2,660.00.
A quick self-correction check: I confirmed the ER copay waiver logic, verified that copays don't count toward the deductible (though there was no copay here anyway), and confirmed the in-network OOPM limit wasn't breached. I also made sure the family deductible/OOPM wasn't a factor in determining the *individual's* responsibility here, as the embedded individual deductible was satisfied first. The calculation of 20% on $5,800 ($1,160) and the updated accumulators all look correct.
So, the final outputs are:
* `member_responsibility`: 1760.00
* `plan_paid`: 4640.00
* `deductible_applied`: 600.00
* `copay_amount`: 0.00
* `coinsurance_amount`: 1160.00
* `ending_member_deductible`: 1500.00
* `ending_member_oopm`: 2660.00
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 4,326 tokens
**Adjudication of an Emergency Department Visit with Inpatient Admission under the Bluebonnet PPO 1500 Plan**
As I'm reviewing this claim, my primary objective is to accurately determine the member's financial responsibility and the plan's payout, adhering strictly to the terms of the Bluebonnet PPO 1500 plan. I need to meticulously track the deductibles and out-of-pocket maximums.
The claim is for an Emergency Room (ER) visit that subsequently resulted in an inpatient admission. This specific scenario triggers a crucial rule: the standard $400 ER copay is waived entirely because the visit led to inpatient care. Instead, the entire service – both the ER portion and the subsequent inpatient treatment – falls under the plan's deductible and coinsurance provisions. This is a key distinction; the waived copay means I don't need to consider its contribution to either the deductible or the OOPM, as it simply didn't occur.
First, I'll address the deductible. My current record shows the member has already met $900 of their individual $1,500 in-network deductible. The allowed amount for this claim is $6,400. Since this is greater than the remaining deductible ($1,500 - $900 = $600), I will apply the remaining $600 to satisfy the individual deductible. This brings the member's accumulated deductible for the year to exactly $1,500.
Next, I need to calculate the coinsurance. The amount remaining after applying the deductible is $6,400 (allowed amount) - $600 (deductible applied) = $5,800. Under this plan, the coinsurance is 20% for the member and 80% for the plan after the deductible. Therefore, the member's coinsurance responsibility is $5,800 * 0.20 = $1,160.
Now, I must verify this against the out-of-pocket maximum (OOPM). The member's individual in-network OOPM is $6,000. They have already accumulated $900 towards this maximum. The total member cost calculated for this claim is the deductible ($600) plus the coinsurance ($1,160), totaling $1,760. I compare this to the remaining OOPM: $6,000 (OOPM limit) - $900 (current OOPM) = $5,100. Since $1,760 is well within the remaining $5,100 OOPM, the member's full calculated responsibility of $1,760 will be applied. This updates their year-to-date OOPM accumulation to $900 (previous) + $1,760 (current claim) = $2,660.
The plan's payment is the total allowed amount minus the member's responsibility: $6,400 - $1,760 = $4,640. I can double-check this by calculating the plan's share of the coinsurance: $5,800 * 0.80 = $4,640. This matches.
So, for this claim:
* The total member responsibility is $1,760.00.
* The plan paid $4,640.00.
* The deductible applied to this claim was $600.00.
* The copay amount is $0.00, as it was waived.
* The coinsurance amount is $1,160.00.
* The member's ending deductible accumulator is $1,500.00 (fully met).
* The member's ending OOPM accumulator is $2,660.00.
I've re-read the specific rule about the ER copay waiver and its implication for applying deductible and coinsurance to the entire visit, and confirmed that no other specific inpatient copays or unique rules apply that would alter this calculation. I've also verified that the calculated member responsibility is within both their individual and family out-of-pocket limits, and that the deductible applied correctly brings the individual deductible to its maximum. The accumulation of deductible and coinsurance amounts towards the OOPM is standard practice and consistent with the plan's definition.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,710 tokens
**Navigating the Nuances of the Bluebonnet PPO 1500 (2026) for an In-Network Emergency Department Visit with Subsequent Inpatient Admission**
As I review this claim on May 14, 2026, for an emergency department visit that ultimately led to an inpatient admission, my primary focus is on how the Bluebonnet PPO 1500 plan's benefits apply. I'm working with an allowed amount of $6,400.00 for this service, which is in-network.
My first consideration is the Emergency Room (ER) copay. The plan states a $400 ER copay, but crucially, it's waived if the visit results in an inpatient admission. Since this scenario fits that condition, the $400 copay is effectively bypassed. Instead, the service will be processed subject to the plan's deductible and coinsurance.
Next, I need to assess the deductible. My individual in-network deductible is $1,500.00. My current Year-to-Date (YTD) deductible accumulation for both individual and family is $900.00. This means I have $600.00 remaining on my individual deductible ($1,500.00 - $900.00). From the $6,400.00 allowed amount, $600.00 will be applied to meet this remaining deductible. This leaves $5,800.00 of the allowed amount subject to coinsurance.
Moving on to coinsurance, the plan has an in-network structure where I pay 20% and the plan pays 80% *after* the deductible is met. Applying this to the remaining $5,800.00, my coinsurance responsibility is 20% of $5,800.00, which equals $1,160.00.
Now, I must verify that my total out-of-pocket expenses for this claim do not exceed my individual Out-of-Pocket Maximum (OOPM). My individual in-network OOPM is $6,000.00, and my YTD OOPM accumulation is $900.00. This leaves me with $5,100.00 of OOPM remaining.
The total member responsibility for this claim is the sum of the deductible applied ($600.00) and the coinsurance incurred ($1,160.00). This totals $1,760.00. Since $1,760.00 is well below my remaining OOPM of $5,100.00, my out-of-pocket maximum is not reached for this claim.
Therefore, my final responsibility for this specific claim amounts to $1,760.00, consisting of $600.00 towards the deductible and $1,160.00 in coinsurance. The ER copay is $0.00 as it was waived.
The plan's contribution for this claim is the allowed amount minus my responsibility: $6,400.00 - $1,760.00 = $4,640.00.
Looking at how this impacts my accumulators, my individual deductible will now be fully met, reaching its $1,500.00 limit ($900.00 YTD + $600.00 applied). My individual OOPM accumulator will increase by my total responsibility for this claim: $900.00 YTD + $1,760.00 = $2,660.00.
In summary, for this particular service, my calculated responsibility is $1,760.00, the plan pays $4,640.00, $600.00 is applied to my deductible, $0.00 for copay, and $1,160.00 for coinsurance. My ending individual deductible is $1,500.00, and my ending individual OOPM is $2,660.00.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K3 · Moonshot21.9s · 526 out | 76.0s · 721 out | 14.9s · 624 out
Reasoning · 421 tokens
Let me work through this benefit adjudication.
Plan: Bluebonnet PPO 1500
- Individual deductible (in-network): 1500.00
- Embedded structure
- Individual OOPM (in-network): 6000.00
- ER: 400.00 copay, WAIVED if visit results in inpatient admission — then subject to deductible and coinsurance
- Coinsurance after deductible, in-network: 20% member / 80% plan
Accumulators before Claim 1:
- Member deductible: 900.00
- Member OOPM: 900.00
- Family deductible: 900.00
- Family OOPM: 900.00
Claim 1: ED visit resulting in inpatient admission, in-network, allowed 6400.00.
Since admitted, ER copay waived; subject to deductible and coinsurance.
Remaining deductible: 1500 - 900 = 600.00.
Apply 600.00 to deductible. Remaining allowed: 6400 - 600 = 5800.00.
Coinsurance: member 20% of 5800 = 1160.00; plan 80% = 4640.00.
Member responsibility before OOPM check: 600 + 1160 = 1760.00.
Member OOPM accumulator: 900 + 1760 = 2660.00, which is below 6000.00 OOPM. So no OOPM cap.
Member responsibility: 1760.00
Plan paid: 6400 - 1760 = 4640.00
Deductible applied: 600.00
Copay: 0.00
Coinsurance: 1160.00
Ending member deductible: 900 + 600 = 1500.00
Ending member OOPM: 900 + 1760 = 2660.00
Check: 1760 + 4640 = 6400. ✓
Output JSON only.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 0 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500, in-network.
- Individual deductible: 1500.00 (embedded)
- Family deductible: 3000.00
- Individual OOPM: 6000.00
- Coinsurance in-network after deductible: 20% member / 80% plan.
- ER copay 400.00, WAIVED if visit results in inpatient admission — then subject to deductible and coinsurance.
- Copays do not credit deductible; copays credit OOPM.
Accumulators before Claim 1:
- Member deductible: 900.00
- Member OOPM: 900.00
- Family deductible: 900.00
- Family OOPM: 900.00
Claim 1: 2026-05-14, ED visit resulting in inpatient admission, in-network. Allowed: 6400.00.
ER copay waived because admitted. So the claim is subject to deductible and coinsurance.
Deductible: Member has 900.00 credited toward 1500.00 individual deductible. Embedded structure — member can satisfy individual deductible on own. Family deductible 3000.00, with 900.00 credited. Member needs 600.00 more to hit individual 1500.00. Also family deductible needs 2100.00 more; individual threshold reached first via this member's own credits (embedded: individual satisfies individual deductible on their own; family satisfied when total family credits reach family amount, whichever comes first).
So deductible applied on this claim: 600.00 (bringing member deductible to 1500.00). Then remaining allowed: 6400 - 600 = 5800.00. Coinsurance: 20% member = 1160.00, plan 80% = 4640.00.
Member responsibility: 600 + 1160 = 1760.00. Check OOPM: member OOPM before = 900.00; after adding 1760 → 2660.00, below 6000.00, so no OOPM cap.
Plan paid: 4640.00. Member responsibility + plan paid = 1760 + 4640 = 6400.00 ✓.
Ending member deductible: 1500.00. Ending member OOPM: 900 + 1760 = 2660.00.
Copay amount: 0.00 (waived). Deductible applied: 600.00. Coinsurance: 1160.00.
Required fields:
- member_responsibility: 1760.00
- plan_paid: 4640.00
- deductible_applied: 600.00
- copay_amount: 0.00
- coinsurance_amount: 1160.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 513 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
- ER copay: 400.00, WAIVED if visit results in inpatient admission — then subject to deductible and coinsurance
Accumulators before Claim 1:
- Member deductible credited YTD: 900.00
- Member OOPM credited YTD: 900.00
- Family deductible: 900.00
- Family OOPM: 900.00
Claim 1: 2026-05-14, ED visit resulting in inpatient admission, in-network.
Allowed: 6400.00
Billed: 12160.00
ER copay waived due to admission → subject to deductible and coinsurance.
Member deductible remaining: 1500 - 900 = 600.00
So 600.00 of the allowed amount applies to deductible.
Remaining allowed after deductible: 6400 - 600 = 5800.00
Coinsurance: 20% member = 1160.00; plan 80% = 4640.00.
Member responsibility for this claim: 600 + 1160 = 1760.00
Plan paid: 4640.00
Check OOPM: member OOPM before = 900.00. Adding 1760 → 2660.00. Below 6000.00, so no OOPM cap triggered.
Ending member deductible: 900 + 600 = 1500.00
Ending member OOPM: 900 + 1760 = 2660.00
Fields:
- member_responsibility: 1760.00
- plan_paid: 4640.00
- deductible_applied: 600.00
- copay_amount: 0.00
- coinsurance_amount: 1160.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00
member_responsibility + plan_paid = 1760 + 4640 = 6400 ✓ allowed amount.
Output JSON only.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 2.5 Pro · Google16.9s · 1,629 out | 16.8s · 1,628 out | 16.6s · 1,444 out
Reasoning · 1,503 tokens
Alright, let's break down this adjudication. I've got a single claim here for an emergency department visit that ultimately led to an inpatient admission. My task is to process this and figure out the member's and the plan's responsibilities.
First, I need to get a handle on the claim details. I see it's an in-network emergency department visit, billed at $12,160.00, with an allowed amount of $6,400.00. Crucially, the disposition is that the patient was *admitted as an inpatient*. This is a key piece of information.
Next, I'm diving into the plan document to pull out the relevant rules.
For the deductible, the individual in-network is $1,500.00, and it's an embedded structure.
The individual out-of-pocket maximum (OOPM) is $6,000.00.
In terms of cost sharing, there's a 20% coinsurance for the member after the deductible is met.
Now, the interesting part: the emergency room has a $400.00 copay, *but* it's explicitly waived if the visit results in an inpatient admission. In that specific scenario, the visit is then subject to the deductible and coinsurance, which makes perfect sense in this case.
I also need to remember that copays don't count towards the deductible, but they *do* count towards the OOPM.
Before I touch this claim, I've got to check the member's current year-to-date (YTD) accumulators. They've already met $900.00 towards both their individual deductible and their individual OOPM. The family accumulators are also $900.00, but for this individual claim, I'll focus on the individual ones.
Now, let's adjudicate this specific claim (Claim 1).
Given that the patient was admitted as an inpatient from the ED, the $400.00 ED copay is waived. This claim will be processed using the deductible and coinsurance rules.
The allowed amount for this service is $6,400.00.
**Deductible Calculation:**
The individual deductible is $1,500.00. The member has already paid $900.00 towards it YTD.
So, the remaining deductible is $1,500.00 - $900.00 = $600.00.
The allowed amount of $6,400.00 is more than enough to cover this remaining deductible.
Therefore, I'll apply $600.00 to the deductible for this claim.
**Coinsurance Calculation:**
The amount subject to coinsurance is the allowed amount minus the deductible applied to this claim.
That's $6,400.00 - $600.00 = $5,800.00.
The member's coinsurance rate is 20%.
So, the member's coinsurance responsibility for this claim is $5,800.00 * 0.20 = $1,160.00.
**OOPM Check:**
The member started with $900.00 towards their OOPM.
The cost share for this claim consists of the deductible applied ($600.00) and the coinsurance ($1,160.00), totaling $1,760.00.
If I add this to their current OOPM, their new total would be $900.00 + $1,760.00 = $2,660.00.
This is well below the individual OOPM limit of $6,000.00, so the OOPM is not reached, and the calculated cost share of $1,760.00 is correct.
**Final Responsibilities for Claim 1:**
My `member_responsibility` will be the deductible applied plus the copay (which is $0.00 here) plus the coinsurance. So, $600.00 + $0.00 + $1,160.00 = $1,760.00.
The `plan_paid` will be the allowed amount minus the member's responsibility: $6,400.00 - $1,760.00 = $4,640.00.
The `deductible_applied` is $600.00.
The `copay_amount` is $0.00 (since it was waived).
The `coinsurance_amount` is $1,160.00.
**Ending Accumulators:**
The `ending_member_deductible` will be the starting YTD deductible plus the deductible applied to this claim: $900.00 + $600.00 = $1,500.00. This means the individual deductible is now fully met.
The `ending_member_oopm` will be the starting YTD OOPM plus the member's total responsibility on this claim: $900.00 + $1,760.00 = $2,660.00.
**Final Check:**
Let me just double-check the numbers. Member responsibility ($1,760.00) plus plan paid ($4,640.00) equals $6,400.00, which matches the allowed amount. The sum of deductible, copay, and coinsurance for the member ($600.00 + $0.00 + $1,160.00) equals $1,760.00, which matches the member responsibility. Everything looks sound.
So, the JSON output will reflect these calculated figures.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,502 tokens
Alright, let's break down this single claim for an emergency department visit. My primary goal here is to accurately adjudicate it based on the provided plan details.
First, I need to thoroughly analyze the claim itself. I'm looking at the service, which is an emergency department visit that subsequently led to an inpatient admission. Crucially, this was an in-network service. The allowed amount for this service is $6,400.00, and the disposition clearly states the patient was admitted as an inpatient.
Next, I'll dive into the plan document to pinpoint the applicable cost-sharing rules.
Regarding the **deductible**:
* The individual in-network deductible is $1,500.00.
* I see the member has already credited $900.00 towards this.
* So, the remaining individual deductible is $1,500.00 - $900.00 = $600.00.
Now, for the **out-of-pocket maximum (OOPM)**:
* The individual in-network OOPM is $6,000.00.
* The member has also already credited $900.00 towards this.
* Therefore, the remaining OOPM room is $6,000.00 - $900.00 = $5,100.00.
Now, let's look at the specific **cost-sharing rules for this particular service**:
* The plan document has a clear rule for "Emergency room" services: a $400.00 copay. However, this copay is **WAIVED** if the visit results in an inpatient admission. In that scenario, the visit is then subject to the deductible and coinsurance.
* As noted, the claim disposition explicitly confirms "Admitted as an inpatient from the emergency department."
* This means the $400.00 copay is indeed waived. I'll proceed with adjudicating this claim against the deductible and then coinsurance.
Time to **adjudicate Claim 1**:
* Allowed amount: $6,400.00.
* Copay: $0.00 (because it was waived).
* **Deductible Application**:
* The member has $600.00 remaining on their individual deductible.
* The allowed amount ($6,400.00) is more than sufficient to cover this remaining deductible.
* So, I'll apply $600.00 towards the deductible for this claim. This $600.00 is the member's responsibility.
* **Coinsurance Application**:
* After applying the deductible, the remaining amount is $6,400.00 - $600.00 = $5,800.00.
* The in-network coinsurance is 20% for the member and 80% for the plan.
* Member's coinsurance portion: $5,800.00 * 0.20 = $1,160.00.
* Plan's coinsurance portion: $5,800.00 * 0.80 = $4,640.00.
* **Checking against the OOPM**:
* The total member cost share for this claim is $600.00 (deductible) + $1,160.00 (coinsurance) = $1,760.00.
* The member's OOPM accumulator *before* this claim was $900.00.
* After this claim, their OOPM total would be $900.00 + $1,760.00 = $2,660.00.
* Since $2,660.00 is well below the individual OOPM of $6,000.00, the full member cost share of $1,760.00 applies.
Now, let's consolidate the **final numbers for Claim 1**:
* `deductible_applied`: $600.00.
* `copay_amount`: $0.00.
* `coinsurance_amount`: $1,160.00.
* `member_responsibility`: $600.00 (deductible) + $1,160.00 (coinsurance) = $1,760.00.
* `plan_paid`: $6,400.00 (allowed) - $1,760.00 (member responsibility) = $4,640.00. This correctly matches the plan's coinsurance portion.
Finally, I'll calculate the **ending accumulators**:
* `ending_member_deductible`:
* Starting deductible: $900.00.
* Deductible applied from this claim: $600.00.
* Ending deductible: $900.00 + $600.00 = $1,500.00. So, the individual deductible is now fully met.
* `ending_member_oopm`:
* Starting OOPM: $900.00.
* Member responsibility from this claim (all of which counts towards OOPM): $1,760.00.
* Ending OOPM: $900.00 + $1,760.00 = $2,660.00.
I've done a **final check of all the values**:
* Member responsibility: $1,760.00
* Plan paid: $4,640.00
* Deductible applied: $600.00
* Copay amount: $0.00
* Coinsurance amount: $1,160.00
* Ending member deductible: $1,500.00
* Ending member OOPM: $2,660.00
Everything looks consistent:
* $1,760.00 (member responsibility) + $4,640.00 (plan paid) = $6,400.00 (allowed amount). Check.
* $600.00 (deductible applied) + $1,160.00 (coinsurance amount) = $1,760.00 (member responsibility). Check.
The calculations appear sound. I'm ready to format this as JSON.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,318 tokens
Alright, let's break down this adjudication process for the emergency department visit claim. My thought process here is to meticulously follow the plan document's rules and the claim's details to arrive at the correct financial outcome for both the member and the plan.
First, I need to get a clear picture of the claim itself. I see it's for an emergency department visit that ultimately led to an inpatient admission. This is a critical detail, as I know the plan has specific rules for when ED visits transition to inpatient status. The visit occurred on May 14, 2026, it was an in-network service, the billed amount was $12,160.00, and the allowed amount we're working with is $6,400.00. The disposition explicitly states "Admitted as an inpatient from the emergency department," which immediately flags a key provision in the plan document for me.
Next, I dive into the Plan Document. I'm looking for how the member's financial responsibility is structured. I note the individual in-network deductible is $1,500 and the family deductible is $3,000, with an embedded structure. The individual out-of-pocket maximum (OOPM) is $6,000, and the family OOPM is $12,000. For cost-sharing, the in-network coinsurance is 20% for the member and 80% for the plan. Now, the crucial part for this specific claim: the emergency room copay is listed as $400, but it's *waived* if the visit results in an inpatient admission. In that scenario, the visit is then subject to the deductible and coinsurance. It's also important to remember that copays don't count towards the deductible, but they do count towards the OOPM.
Before I apply any of this to the current claim, I need to know the member's progress towards their deductibles and OOPM from prior services in the year. I check the member accumulators and see that, year-to-date, they've already met $900 of their individual deductible and $900 of their individual OOPM.
Now, the adjudication of Claim 1.
Because the disposition clearly indicates an inpatient admission following the ED visit, I can confidently apply the plan's rule: the $400 ED copay is waived. This claim will be processed under the deductible and coinsurance provisions.
The allowed amount for this claim is $6,400.00.
Let's calculate the deductible. The individual deductible is $1,500, and they've already applied $900. So, the remaining deductible to be met is $1,500 - $900 = $600. Since the allowed amount ($6,400) is more than enough to cover this remaining deductible, I'll apply the full $600. This means the member will pay the first $600 of the allowed amount.
After applying the deductible, the remaining amount subject to coinsurance is $6,400 - $600 = $5,800.
The member's coinsurance is 20% of this amount. So, the member's coinsurance responsibility is $5,800 * 0.20 = $1,160.00.
Since the copay was waived, the copay amount is $0.00.
Therefore, the total member responsibility for this claim is the sum of the applied deductible, the coinsurance amount, and the copay amount: $600.00 + $1,160.00 + $0.00 = $1,760.00.
The plan's payment is then the allowed amount minus the member's responsibility: $6,400.00 - $1,760.00 = $4,640.00. This also aligns with the plan paying 80% of the coinsurance portion ($5,800 * 0.80 = $4,640).
Finally, I update the member's accumulators with the impact of this claim.
The member's deductible accumulator will increase by the $600 applied from this claim. So, the new ending deductible accumulator is $900 + $600 = $1,500. This means the individual deductible is now fully met.
The member's OOPM accumulator will increase by the total member responsibility from this claim, which is $1,760.00. So, the new ending OOPM accumulator is $900 + $1,760.00 = $2,660.00. This is still well below the individual OOPM of $6,000.
So, to summarize the key figures: the member is responsible for $1,760.00, the plan pays $4,640.00, $600.00 of the deductible was applied, the copay was $0.00, and $1,160.00 in coinsurance was applied. The member's deductible accumulator now shows $1,500, and their OOPM accumulator shows $2,660. All checks are complete, and the calculations are consistent.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.2 · Z.ai7.9s · 666 out | 54.9s · 1,593 out | 11.6s · 1,263 out
Reasoning · 567 tokens
Let me adjudicate Claim 1.
Member accumulators before Claim 1:
- Member deductible: 900.00
- Member OOPM: 900.00
- Family deductible: 900.00
- Family OOPM: 900.00
Claim 1: Emergency department visit resulting in inpatient admission, in-network
- Allowed amount: 6400.00
- ER copay is 400.00, but WAIVED if the visit results in an inpatient admission, in which case the visit is subject to deductible and coinsurance.
So the ER copay is waived. The service is subject to deductible and coinsurance.
Deductible:
- Member individual deductible: 1500.00
- Member deductible credited so far: 900.00
- Remaining deductible: 1500.00 - 900.00 = 600.00
Apply deductible: 600.00 (the remaining amount)
After deductible, remaining allowed amount: 6400.00 - 600.00 = 5800.00
Coinsurance at 20% member / 80% plan:
- Member coinsurance: 5800.00 * 0.20 = 1160.00
- Plan pays: 5800.00 * 0.80 = 4640.00
Member responsibility: 600.00 (deductible) + 1160.00 (coinsurance) = 1760.00
Plan paid: 4640.00
Total: 1760.00 + 4640.00 = 6400.00 ✓
Check OOPM:
- Member OOPM before: 900.00
- Member OOPM after: 900.00 + 1760.00 = 2660.00
- Individual OOPM limit: 6000.00
- 2660.00 < 6000.00, so no OOPM cap applied.
Copay: 0.00 (waived)
Ending accumulators:
- Member deductible: 900.00 + 600.00 = 1500.00 (fully satisfied)
- Member OOPM: 900.00 + 1760.00 = 2660.00
Let me verify the fields:
- member_responsibility: 1760.00
- plan_paid: 4640.00
- deductible_applied: 600.00
- copay_amount: 0.00
- coinsurance_amount: 1160.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,468 tokens
Let me work through this step by step.
The member has:
- Member deductible credited YTD: 900.00
- Member OOP credited YTD: 900.00
- Family deductible credited YTD: 900.00
- Family OOP credited YTD: 900.00
Claim 1:
- Service: Emergency department visit resulting in inpatient admission, in-network
- Allowed amount: 6400.00
- Disposition: Admitted as inpatient from ED
Key plan provision: "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"
So since the ED visit resulted in an inpatient admission:
- The 400.00 copay is WAIVED
- The visit is subject to deductible and coinsurance
Let me adjudicate:
1. Deductible:
- Individual in-network deductible: 1500.00
- Member deductible credited YTD: 900.00
- Remaining to satisfy individual deductible: 1500.00 - 900.00 = 600.00
- Since this is embedded deductible, the individual can satisfy their own deductible.
The ED/inpatient service has an allowed amount of 6400.00.
Apply 600.00 to deductible.
Deductible applied = 600.00
Member deductible accumulator after = 900.00 + 600.00 = 1500.00
2. Coinsurance:
- After deductible is satisfied, remaining allowed amount: 6400.00 - 600.00 = 5800.00
- In-network coinsurance: 20% member / 80% plan
- Coinsurance amount = 5800.00 * 0.20 = 1160.00
- Plan pays = 5800.00 * 0.80 = 4640.00
3. Copay:
- Copay is waived = 0.00
4. Member responsibility:
- Deductible: 600.00
- Coinsurance: 1160.00
- Copay: 0.00
- Total: 1760.00
5. Plan paid:
- 6400.00 - 1760.00 = 4640.00
Let me verify: member_responsibility + plan_paid = 1760.00 + 4640.00 = 6400.00 ✓
Now let me check OOPM:
- Member OOP before: 900.00
- Member responsibility for this claim: 1760.00 (deductible + coinsurance + copay)
- Member OOP after: 900.00 + 1760.00 = 2660.00
- Individual in-network OOPM: 6000.00, not reached.
Family deductible:
- Family deductible credited YTD: 900.00
- Family deductible after this claim: 900.00 + 600.00 = 1500.00 (only 600 was new deductible credit)
- Family deductible threshold: 3000.00, not reached.
Wait, I should double check whether family deductible credits are only for family members other than this one. Actually the family deductible is the total of all family members' deductible credits. Let me think again.
The plan says:
- Family (in-network) deductible: 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.
So the family deductible is 3000.00, and it's a cap on the total family deductible credits. For embedded, an individual can satisfy their own individual deductible (1500.00) without the family deductible being met. But the family deductible being met also satisfies all individuals' deductibles.
In this case, the member's individual deductible is 1500.00. Member has 900.00 credited. After this claim, 1500.00 will be credited. The family deductible is 3000.00, family has 900.00 credited, and after this claim it would be 1500.00 (assuming the 600 is all from this member).
So the family deductible threshold is not reached either. Good.
Actually wait, I need to think about the family deductible more carefully. The family deductible threshold of 3000.00 needs to be reached in total family credits. The family has 900.00 currently. After this claim, the family total would be 900.00 + 600.00 = 1500.00 if only this member's deductible was applied. But if there were other family members' claims too... but there aren't, based on what's given.
Actually, the question only gives the family accumulators as 900.00 each, but they don't affect this calculation directly since this member has not yet hit their individual deductible and the family deductible is not yet met.
Let me proceed with:
- deductible_applied: 600.00
- copay_amount: 0.00
- coinsurance_amount: 1160.00
- member_responsibility: 1760.00
- plan_paid: 4640.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00
Let me double-check the coinsurance calculation.
5800.00 * 0.20 = 1160.00
5800.00 * 0.80 = 4640.00
1160.00 + 4640.00 = 5800.00 ✓
Plus deductible 600.00 = 6400.00 ✓
Member responsibility: 600.00 + 1160.00 + 0.00 = 1760.00 ✓
Plan paid: 4640.00 ✓
Sum: 6400.00 ✓
Member OOP accumulator: 900.00 + 1760.00 = 2660.00
Family OOP accumulator: 900.00 + 1760.00 = 2660.00 (only this member's contributions matter for the family total based on what we know)
Actually, let me think about this. The member OOPM is the individual one. The family OOPM is the family cap. The question asks for ending_member_oopm, which is the member's individual OOP accumulator. That's 2660.00.
OK, I'm confident in my answer.
Final answer:
- member_responsibility: 1760.00
- plan_paid: 4640.00
- deductible_applied: 600.00
- copay_amount: 0.00
- coinsurance_amount: 1160.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,144 tokens
Let me carefully adjudicate Claim 1.
**Member accumulators before Claim 1:**
- Member deductible credited YTD: 900.00
- Member OOP credited YTD: 900.00
- Family deductible credited YTD: 900.00
- Family OOP credited YTD: 900.00
**Claim 1 — 2026-05-14:**
- Service: Emergency department visit resulting in inpatient admission, in-network
- Network: In-network
- Billed charge: 12160.00
- Allowed amount: 6400.00
- Disposition: Admitted as inpatient from ED
**Plan rules to consider:**
1. **Emergency room copay:** $400.00 copay, but WAIVED if the visit results in an inpatient admission. In that case, the visit is subject to the deductible and coinsurance.
2. **In-network deductible (individual):** $1500.00
3. **Coinsurance after deductible, in-network:** 20% member / 80% plan
4. **OOPM (individual, in-network):** $6000.00
Since the ED visit resulted in inpatient admission, the $400 ER copay is waived, and the visit is subject to deductible and coinsurance.
**Adjudication:**
Member deductible YTD before claim = $900.00
Individual deductible = $1500.00
Remaining deductible = $1500.00 - $900.00 = $600.00
The allowed amount is $6400.00.
Apply deductible first:
- Deductible applied = min($600.00, $6400.00) = $600.00
- Member pays $600.00 toward deductible
- Remaining allowed = $6400.00 - $600.00 = $5800.00
Apply coinsurance on remaining:
- Coinsurance rate (in-network) = 20% member
- Coinsurance amount = 20% × $5800.00 = $1160.00
- Plan pays 80% × $5800.00 = $4640.00
Check OOPM:
- Member OOP after deductible = $900.00 + $600.00 = $1500.00
- Member OOP after coinsurance = $1500.00 + $1160.00 = $2660.00
- OOPM (individual) = $6000.00
- $2660.00 < $6000.00, so no adjustment needed
Wait, I need to consider whether the copay is truly waived entirely. Let me re-read: "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"
So the copay is waived entirely. The member doesn't pay a copay. Instead, the visit is subject to deductible and coinsurance.
Let me recalculate:
- Deductible applied = $600.00
- Copay amount = $0.00 (waived)
- Coinsurance amount = 20% × $5800.00 = $1160.00
- Member responsibility = $600.00 + $0.00 + $1160.00 = $1760.00
- Plan paid = $4640.00
- Total = $1760.00 + $4640.00 = $6400.00 ✓
**Ending accumulators:**
- Member deductible = $900.00 + $600.00 = $1500.00
- Member OOP = $900.00 + $600.00 + $1160.00 = $2660.00
Wait, I should double-check whether the copay being waived means the $400 copay is completely not charged, or if there's some nuance. The plan says "WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance." This means the copay is completely waived (no copay), and instead the standard deductible + coinsurance applies. So copay = $0.
**Final values:**
- member_responsibility = 1760.00
- plan_paid = 4640.00
- deductible_applied = 600.00
- copay_amount = 0.00
- coinsurance_amount = 1160.00
- ending_member_deductible = 1500.00
- ending_member_oopm = 2660.00
Let me verify:
- member_responsibility + plan_paid = 1760.00 + 4640.00 = 6400.00 ✓ (matches allowed amount)
- ending_member_deductible = 900.00 + 600.00 = 1500.00 ✓ (meets individual deductible)
- ending_member_oopm = 900.00 + 600.00 + 1160.00 = 2660.00
Also need to consider family deductible. The plan says embedded structure. Family deductible = $3000.00. Family deductible credited before = $900.00. Family deductible credited after = $900.00 + $600.00 = $1500.00. Neither family deductible ($3000) nor family OOPM ($12000) is reached.
Individual OOPM = $6000, not reached at $2660.00.
Everything looks correct.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 4.8 · Anthropic4.8s · 363 out | 3.8s · 322 out | 5.0s · 432 out
Claim 1: ER copay waived (admission), subject to deductible + coinsurance.
Deductible remaining: 1500 - 900 = 600. Apply 600.
Remaining allowed: 6400 - 600 = 5800.
Coinsurance 20% = 1160.
Check OOPM: member OOP at 900. After deductible 600 → 1500. Coinsurance 1160 → but check OOPM cap 6000. 1500 + 1160 = 2660, under 6000.
Member responsibility: 600 + 1160 = 1760.
Plan paid: 6400 - 1760 = 4640.
Ending deductible: 1500. Ending OOPM: 900 + 1760 = 2660.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Deductible remaining: 1500 - 900 = 600. ER copay waived, subject to deductible and coinsurance.
Allowed 6400. Apply deductible 600 → remaining 5800.
Coinsurance 20% of 5800 = 1160.
Member so far: 600 + 1160 = 1760. Check OOPM: 900 + 1760 = 2660 < 6000. OK.
Plan paid: 6400 - 1760 = 4640.
Ending member deductible: 900 + 600 = 1500.
Ending member OOPM: 900 + 1760 = 2660.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Claim 1: ER resulting in inpatient admission — copay waived, subject to deductible and coinsurance.
Member deductible YTD = 900.00, remaining to individual deductible = 600.00.
Allowed = 6400.00.
Deductible applied = 600.00. Remaining allowed = 5800.00.
Coinsurance = 20% × 5800.00 = 1160.00.
Check OOPM: member OOP YTD = 900.00. Member cost so far this claim = 600 + 1160 = 1760.00. Running OOP = 900 + 1760 = 2660.00, under 6000 limit. OK.
Member responsibility = 600.00 + 1160.00 = 1760.00.
Plan paid = 6400.00 - 1760.00 = 4640.00.
Ending deductible = 900 + 600 = 1500.00.
Ending OOP = 900 + 1760 = 2660.00.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 5 · Anthropic3.3s · 268 out | 2.9s · 269 out | 3.7s · 347 out
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 4.6 · Anthropic8.8s · 622 out | 8.4s · 577 out | 9.5s · 636 out
I need to adjudicate an ED visit that resulted in inpatient admission.
**Key rule:** ER copay is WAIVED when the visit results in inpatient admission. Instead, the visit is subject to the deductible and coinsurance.
**Starting accumulators:**
- Member deductible YTD: 900.00 (remaining: 1500.00 - 900.00 = 600.00)
- Member OOPM YTD: 900.00 (remaining: 6000.00 - 900.00 = 5100.00)
**Claim 1 — ED resulting in inpatient admission, in-network, allowed: 6400.00**
No copay applies (waived due to inpatient admission). Subject to deductible then coinsurance.
**Step 1: Deductible**
Remaining individual deductible: 600.00
Apply 600.00 to deductible. Remaining claim: 6400.00 - 600.00 = 5800.00
**Step 2: Coinsurance (in-network: 20% member / 80% plan)**
Member coinsurance: 5800.00 × 0.20 = 1160.00
Plan coinsurance: 5800.00 × 0.80 = 4640.00
**Step 3: Check OOPM**
Member responsibility so far: 600.00 (deductible) + 1160.00 (coinsurance) = 1760.00
OOPM remaining before claim: 5100.00
1760.00 ≤ 5100.00 → OOPM not exceeded.
**Member responsibility:** 600.00 + 1160.00 = 1760.00
**Plan paid:** 6400.00 - 1760.00 = 4640.00
**Ending accumulators:**
- Member deductible: 900.00 + 600.00 = 1500.00
- Member OOPM: 900.00 + 1760.00 = 2660.00
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}I need to adjudicate one claim for an emergency department visit resulting in inpatient admission.
**Key rule:** The plan states the ER copay ($400) is WAIVED if the visit results in an inpatient admission. In that case, the visit is subject to the deductible and coinsurance.
**Starting accumulators:**
- Member deductible YTD: 900.00 (individual limit: 1500.00 → remaining: 600.00)
- Member OOPM YTD: 900.00 (individual limit: 6000.00 → remaining: 5100.00)
**Claim 1 — Allowed: 6400.00, In-network, subject to deductible and coinsurance (no copay)**
Step 1: Apply remaining deductible
- Deductible remaining: 1500.00 - 900.00 = 600.00
- Apply 600.00 to deductible from allowed amount
Step 2: Coinsurance on remainder
- Remaining after deductible: 6400.00 - 600.00 = 5800.00
- Member coinsurance: 20% × 5800.00 = 1160.00
Step 3: Total member responsibility: 600.00 + 1160.00 = 1760.00
Step 4: Check OOPM
- OOPM remaining before claim: 6000.00 - 900.00 = 5100.00
- Member responsibility 1760.00 < 5100.00, so OOPM not reached
Step 5: Plan paid: 6400.00 - 1760.00 = 4640.00
**Ending accumulators:**
- Member deductible: 900.00 + 600.00 = 1500.00
- Member OOPM: 900.00 + 1760.00 = 2660.00
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}I need to adjudicate one claim: an ED visit resulting in inpatient admission, in-network.
**Key plan rule:** ER copay of 400.00 is WAIVED if the visit results in an inpatient admission. Instead, the visit is subject to deductible and coinsurance.
**Starting accumulators (before Claim 1):**
- Member deductible: 900.00 (of 1500.00 individual)
- Member OOPM: 900.00 (of 6000.00 individual)
**Claim 1 — Allowed: 6400.00, no copay, subject to deductible + coinsurance**
Step 1: Remaining individual deductible = 1500.00 - 900.00 = 600.00
Apply deductible: 600.00 of the 6400.00 goes to deductible.
Step 2: Remaining after deductible = 6400.00 - 600.00 = 5800.00 subject to coinsurance (20% member / 80% plan).
Member coinsurance = 5800.00 × 0.20 = 1160.00
Step 3: Check OOPM. Member OOPM before this claim = 900.00. Total member cost share on this claim = 600.00 (deductible) + 1160.00 (coinsurance) = 1760.00.
Running OOPM = 900.00 + 1760.00 = 2660.00, which is below 6000.00. No OOPM cap triggered.
**Results:**
- Deductible applied: 600.00
- Copay: 0.00 (waived)
- Coinsurance: 1160.00
- Member responsibility: 1760.00
- Plan paid: 6400.00 - 1760.00 = 4640.00
**Ending accumulators:**
- Member deductible: 900.00 + 600.00 = 1500.00
- Member OOPM: 900.00 + 1760.00 = 2660.00
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.7 Max · Alibaba18.9s · 1,228 out | 14.8s · 1,171 out | 14.2s · 1,174 out
Reasoning · 1,104 tokens
Let me adjudicate Claim 1 step by step.
**Claim 1 Details:**
- Date: 2026-05-14
- Service: Emergency department visit resulting in inpatient admission, in-network
- Network: In-network
- Billed charge: 12160.00
- Allowed amount: 6400.00
- Disposition: Admitted as an inpatient from the emergency department
**Starting Accumulators:**
- Member deductible credited YTD: 900.00
- Member OOPM credited YTD: 900.00
- Family deductible credited YTD: 900.00
- Family OOPM credited YTD: 900.00
**Plan Rules Applied:**
- 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.
- Since this visit resulted in an inpatient admission, the $400 copay is waived, and the visit is subject to deductible and coinsurance.
- In-network individual deductible: 1500.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Individual OOPM (in-network): 6000.00
**Adjudication:**
1. **Copay:** Waived because the visit resulted in inpatient admission. Copay = 0.00
2. **Deductible:**
- Member deductible credited YTD: 900.00
- Individual deductible threshold: 1500.00
- Remaining deductible: 1500.00 - 900.00 = 600.00
- Allowed amount: 6400.00
- Deductible applied: min(600.00, 6400.00) = 600.00
- New member deductible credited: 900.00 + 600.00 = 1500.00
3. **Coinsurance:**
- Remaining allowed after deductible: 6400.00 - 600.00 = 5800.00
- Member coinsurance rate: 20%
- Coinsurance amount: 5800.00 * 0.20 = 1160.00
- Plan coinsurance: 5800.00 * 0.80 = 4640.00
4. **OOPM Check:**
- Member OOPM credited YTD: 900.00
- OOPM credits from this claim: deductible applied (600.00) + coinsurance (1160.00) = 1760.00
- New member OOPM: 900.00 + 1760.00 = 2660.00
- Individual OOPM threshold: 6000.00
- 2660.00 < 6000.00, so no OOPM cap is hit.
5. **Totals for Claim 1 (which is also the final claim):**
- Member responsibility: deductible (600.00) + coinsurance (1160.00) = 1760.00
- Plan paid: 4640.00
- Check: 1760.00 + 4640.00 = 6400.00 ✓ (equals allowed amount)
6. **Ending Accumulators:**
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00
Let me double-check everything:
- Allowed: 6400.00
- Deductible applied: 600.00 (member had 900 credited, needs 1500, so 600 more)
- After deductible: 6400 - 600 = 5800
- Coinsurance: 5800 * 20% = 1160
- Member responsibility: 600 + 1160 = 1760
- Plan paid: 5800 * 80% = 4640
- 1760 + 4640 = 6400 ✓
- Ending deductible: 900 + 600 = 1500
- Ending OOPM: 900 + 600 + 1160 = 2660
Everything checks out.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,047 tokens
Let me adjudicate Claim 1 step by step.
**Claim 1 — 2026-05-14**
- Service: Emergency department visit resulting in inpatient admission, in-network
- Network: In-network
- Billed charge: 12160.00
- Allowed amount: 6400.00
- Disposition: Admitted as an inpatient from the emergency department
**Step 1: Determine the cost-sharing rule**
The plan document says:
- 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.
Since the visit resulted in an inpatient admission, the $400 copay is WAIVED, and the visit is subject to the deductible and coinsurance.
**Step 2: Apply deductible**
- Member deductible credited YTD before this claim: 900.00
- Individual deductible (in-network): 1500.00
- Remaining deductible: 1500.00 - 900.00 = 600.00
The allowed amount is 6400.00. The remaining deductible is 600.00.
So deductible applied = 600.00
Remaining allowed amount after deductible: 6400.00 - 600.00 = 5800.00
**Step 3: Apply coinsurance**
After deductible, in-network coinsurance: 20% member / 80% plan
Member coinsurance on 5800.00 = 0.20 * 5800.00 = 1160.00
Plan coinsurance on 5800.00 = 0.80 * 5800.00 = 4640.00
**Step 4: Check OOPM**
- Member OOPM credited YTD before this claim: 900.00
- Individual OOPM (in-network): 6000.00
Member cost share on this claim = deductible (600.00) + coinsurance (1160.00) = 1760.00
New OOPM accumulator = 900.00 + 1760.00 = 2660.00
Since 2660.00 < 6000.00, the OOPM is not reached. No adjustment needed.
**Step 5: Summary for Claim 1**
- Deductible applied: 600.00
- Copay amount: 0.00 (waived)
- Coinsurance amount: 1160.00
- Member responsibility: 600.00 + 0.00 + 1160.00 = 1760.00
- Plan paid: 4640.00
- Check: 1760.00 + 4640.00 = 6400.00 ✓
**Step 6: Update accumulators**
- Ending member deductible: 900.00 + 600.00 = 1500.00
- Ending member OOPM: 900.00 + 1760.00 = 2660.00
Let me double-check everything:
- Allowed amount: 6400.00
- Deductible remaining: 1500 - 900 = 600
- Deductible applied: 600.00
- Remaining after deductible: 5800.00
- Coinsurance (20% of 5800): 1160.00
- Plan pays (80% of 5800): 4640.00
- Member responsibility: 600 + 1160 = 1760.00
- Plan paid: 4640.00
- Total: 1760 + 4640 = 6400.00 ✓
- Copay: 0.00 (waived due to inpatient admission)
- Ending deductible: 900 + 600 = 1500.00
- Ending OOPM: 900 + 600 + 1160 = 2660.00
All checks pass.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,050 tokens
Let me adjudicate Claim 1 step by step.
**Claim 1 Details:**
- Date: 2026-05-14
- Service: Emergency department visit resulting in inpatient admission, in-network
- Network: In-network
- Billed charge: 12160.00
- Allowed amount: 6400.00
- Disposition: Admitted as an inpatient from the emergency department
**Plan Rules:**
- 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
- Since the visit resulted in an inpatient admission, the $400 copay is WAIVED, and the visit is subject to deductible and coinsurance.
- In-network deductible (individual): 1500.00
- In-network coinsurance after deductible: 20% member / 80% plan
- In-network OOPM (individual): 6000.00
**Starting Accumulators:**
- Member deductible credited YTD: 900.00
- Member OOPM credited YTD: 900.00
- Family deductible credited YTD: 900.00
- Family OOPM credited YTD: 900.00
**Adjudication of Claim 1:**
Allowed amount: 6400.00
Since the ER visit resulted in inpatient admission, the copay is waived and the visit is subject to deductible and coinsurance.
**Step 1: Apply deductible**
- Member deductible remaining: 1500.00 - 900.00 = 600.00
- Deductible applied to this claim: 600.00
- Remaining allowed amount after deductible: 6400.00 - 600.00 = 5800.00
- Member deductible accumulator after: 900.00 + 600.00 = 1500.00 (fully met)
**Step 2: Apply coinsurance**
- Remaining after deductible: 5800.00
- Member coinsurance (20%): 5800.00 * 0.20 = 1160.00
- Plan coinsurance (80%): 5800.00 * 0.80 = 4640.00
**Step 3: Calculate member responsibility**
- Deductible: 600.00
- Coinsurance: 1160.00
- Copay: 0.00 (waived)
- Total member responsibility: 600.00 + 1160.00 = 1760.00
**Step 4: Calculate plan paid**
- Plan paid: 6400.00 - 1760.00 = 4640.00
Check: member_responsibility + plan_paid = 1760.00 + 4640.00 = 6400.00 ✓
**Step 5: Update OOPM accumulator**
- Member OOPM before: 900.00
- Credits from this claim: deductible (600.00) + coinsurance (1160.00) = 1760.00
- Member OOPM after: 900.00 + 1760.00 = 2660.00
- OOPM limit is 6000.00, so no cap needed.
**Step 6: Update family accumulators**
- Family deductible before: 900.00
- Family deductible after: 900.00 + 600.00 = 1500.00
- Family OOPM before: 900.00
- Family OOPM after: 900.00 + 1760.00 = 2660.00
**Final values for Claim 1:**
- member_responsibility: 1760.00
- plan_paid: 4640.00
- deductible_applied: 600.00
- copay_amount: 0.00
- coinsurance_amount: 1160.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 · Z.ai11.9s · 1,061 out | 7.7s · 1,484 out | 2.9s · 643 out
Reasoning · 844 tokens
Let me work through this claim.
Plan: Bluebonnet PPO 1500, plan year 2026.
Member accumulators before Claim 1:
- Member deductible credited YTD: 900.00
- Member OOP credited YTD: 900.00
- Family deductible: 900.00
- Family OOP: 900.00
Claim 1 — 2026-05-14
- Emergency department visit resulting in inpatient admission, in-network
- Billed: 12160.00
- Allowed: 6400.00
- Admitted as inpatient from the ED
Per the plan document: "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."
So the ER copay is waived because the visit resulted in inpatient admission. The visit is subject to deductible and coinsurance instead.
Deductible: individual in-network 1500.00. Member deductible credited YTD is 900.00. So 600.00 remaining to satisfy the individual deductible.
Allowed amount: 6400.00. Apply deductible first: 600.00 goes to deductible (member pays 600.00).
Remaining after deductible: 6400.00 - 600.00 = 5800.00. Coinsurance in-network: 20% member / 80% plan.
Member coinsurance: 5800.00 × 0.20 = 1160.00.
Plan pays: 5800.00 × 0.80 = 4640.00.
Check OOPM: Member OOP credited YTD 900.00. Member cost share this claim: 600.00 + 1160.00 = 1760.00. Total OOP after: 900.00 + 1760.00 = 2660.00. Individual in-network OOPM is 6000.00, so not reached. Family OOP 12000.00, family at 900 + 1760 = 2660, not reached.
Family deductible: family credited 900.00. This claim adds 600.00 deductible credit (member deductible payments credit the family deductible). Family deductible total: 900 + 600 = 1500.00. Family deductible is 3000.00 (aggregate threshold for the family), but structure is EMBEDDED — individual deductible satisfied on own. The member's individual deductible (1500.00) is now satisfied (900 + 600 = 1500). So after this claim, member deductible accumulator = 1500.00 (fully satisfied).
Wait — does the deductible accumulator keep counting beyond the threshold? The member deductible credited after all claims: the deductible applied on this claim is 600.00, which brings member deductible to 1500.00. Since the allowed amount after deductible is subject to coinsurance (not more deductible), the member deductible accumulator ends at 1500.00.
Ending member deductible: 900 + 600 = 1500.00.
Ending member OOPM: 900 + 600 + 1160 = 2660.00.
Copay amount: 0.00 (ER copay waived due to inpatient admission).
Member responsibility: 600.00 + 1160.00 = 1760.00.
Plan paid: 4640.00.
Check: 1760.00 + 4640.00 = 6400.00 = allowed amount. ✓
Deductible applied: 600.00.
Coinsurance: 1160.00.
Copay: 0.00.
All numbers with two decimal places:
- member_responsibility: 1760.00
- plan_paid: 4640.00
- deductible_applied: 600.00
- copay_amount: 0.00
- coinsurance_amount: 1160.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00
One consideration: in-network deductible threshold is 1500.00 individual. Member at 900. The claim applies 600 to deductible, satisfying it. Then coinsurance on remainder. That's standard.
Embedded structure: individual deductible can be satisfied on its own — 1500 threshold met at 1500. Family deductible at 1500 out of 3000, not satisfied, but that doesn't matter for this member since embedded.
Everything checks out. Emit JSON.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,279 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500, plan year 2026.
Member accumulators before Claim 1:
- Member deductible credited YTD: 900.00
- Member OOP credited YTD: 900.00
- Family deductible credited YTD: 900.00
- Family OOP credited YTD: 900.00
Claim 1 — 2026-05-14
- Emergency department visit resulting in inpatient admission, in-network
- Billed: 12160.00
- Allowed: 6400.00
- Disposition: Admitted as inpatient from ED
Key plan rule: Emergency room copay is 400.00, WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance.
So the ER copay does NOT apply here. Instead, the service is subject to the deductible and coinsurance.
Deductible:
- Individual in-network deductible: 1500.00
- Embedded structure. Member deductible credited YTD: 900.00. So remaining individual deductible: 1500.00 - 900.00 = 600.00.
The allowed amount is 6400.00. The member pays the remaining deductible of 600.00 first.
After deductible: 6400.00 - 600.00 = 5800.00 remaining, subject to coinsurance at 20% member / 80% plan.
Member coinsurance: 5800.00 × 0.20 = 1160.00
Plan pays: 5800.00 × 0.80 = 4640.00
Member responsibility: 600.00 (deductible) + 1160.00 (coinsurance) = 1760.00
Copay: 0.00 (waived due to admission)
Check OOPM: Member OOP accumulator before: 900.00. Adding 1760.00 → 2660.00. Individual in-network OOPM is 6000.00. 2660.00 < 6000.00, so no OOPM limit hit.
Family deductible: 900.00 + 600.00 = 1500.00 family credited after. Family deductible is 3000.00, not yet met, but member satisfied individual deductible.
Wait — should I check family deductible? The member's individual deductible is 1500.00; embedded structure means the individual satisfies their own deductible. The member's individual deductible remaining is 600.00, which is less than what's needed for family (3000 - 900 = 2100 remaining). The member pays the individual deductible amount of 600.00 (whichever comes first — individual threshold met first here).
Actually, let me think about the embedded deductible mechanics more carefully. Embedded: an individual deductible inside a family deductible; the individual amount can be satisfied on its own. 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."
So for this member, the applicable threshold is min(remaining individual deductible, remaining family deductible)? Actually, the standard embedded deductible logic: the member pays deductible until their individual deductible is met OR the family deductible is met (via aggregate credits), whichever comes first.
Member individual deductible: 1500.00, credited 900.00, remaining 600.00.
Family deductible: 3000.00, credited 900.00, remaining 2100.00.
The member's cost share toward deductible: they pay up to the remaining individual deductible (600.00) unless family deductible gets satisfied first. Since the allowed amount is 6400.00, if we were measuring against family, the member could pay up to 2100.00 before family deductible is met. But embedded means the individual threshold applies — the individual satisfies the individual deductible on their own. So the member pays 600.00 toward deductible, meeting their individual deductible of 1500.00.
Hmm, wait. There's a subtlety: in some embedded arrangements, once a family member's credits push the family total to the family deductible, all members are considered to have met the deductible. Here family total is 900.00 + 600.00 = 1500.00 < 3000.00, so family not met. The individual (1500.00) is met with the 600.00 payment.
So:
- Deductible applied to this claim: 600.00
- Remaining after deductible: 6400.00 - 600.00 = 5800.00
- Coinsurance 20%: 1160.00 member
- Plan pays: 5800.00 × 80% = 4640.00, plus 0% of the deductible portion (member pays that). Total plan paid = 4640.00.
Check: member responsibility 1760.00 + plan paid 4640.00 = 6400.00 = allowed amount. ✓
Copay amount: 0.00 (waived).
Ending accumulators after Claim 1:
- Member deductible: 900.00 + 600.00 = 1500.00
- Member OOP: 900.00 + 1760.00 = 2660.00 (deductible + coinsurance credit OOP; copays credit OOP too but none here)
Required fields:
- member_responsibility: 1760.00
- plan_paid: 4640.00
- deductible_applied: 600.00
- copay_amount: 0.00
- coinsurance_amount: 1160.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00
All numbers with two decimal places.
Double check the ER copay waiver rule: "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". Yes — admitted as inpatient from ED, so copay waived, deductible and coinsurance apply. In-network, so 1500 individual deductible, 20% coinsurance.
Rounding: 5800 × 0.20 = 1160.00 exactly. 5800 × 0.80 = 4640.00 exactly. No rounding issues.
Output the JSON block only.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 546 tokens
Let me work through this claim.
Plan: Bluebonnet PPO 1500.
- Individual in-network deductible: 1500.00
- Embedded structure.
- Member deductible credited YTD before claim 1: 900.00
- Member OOPM YTD: 900.00
- Family deductible credited: 900.00
- Family OOPM: 900.00
Claim 1: ED visit resulting in inpatient admission, in-network. Billed 12160.00, allowed 6400.00.
Rule: Emergency room 400.00 copay, WAIVED if the visit results in inpatient admission, in which case the visit is subject to the deductible and coinsurance.
So the claim is subject to deductible and coinsurance. Member deductible balance: 900.00 credited, so 600.00 remaining to reach 1500.00 individual deductible.
Allowed amount 6400.00. Apply deductible first: 600.00 goes to deductible. Remaining 5800.00 subject to 20% coinsurance in-network = 1160.00 member.
Member responsibility = 600.00 + 1160.00 = 1760.00.
Plan paid = 6400.00 - 1760.00 = 4640.00.
Check OOPM: member OOPM YTD 900.00, individual OOPM in-network 6000.00. After this claim, member OOPM = 900.00 + 1760.00 = 2660.00. Under 6000.00, so no cap applied.
Ending member deductible accumulator = 1500.00 (fully satisfied — 900 + 600 = 1500.00).
Ending member OOPM = 2660.00.
Copay amount = 0.00 (waived due to inpatient admission).
Family deductible: 900 + 600 = 1500.00 family credit... but the question asks member deductible accumulator, so 1500.00.
Required fields:
- member_responsibility: 1760.00
- plan_paid: 4640.00
- deductible_applied: 600.00
- copay_amount: 0.00
- coinsurance_amount: 1160.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00
Check: member_responsibility + plan_paid = 1760 + 4640 = 6400.00 = allowed amount.✓json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Max · Alibaba21.4s · 831 out | 25.1s · 1,198 out | 23.2s · 932 out
Reasoning · 707 tokens
We need answer JSON only. Need adjudicate Claim 1 given accumulators and plan doc. Need compute member responsibility, plan paid, deductible applied, copay, coinsurance, ending member deductible, ending member OOPM. Need careful.
Plan: Bluebonnet PPO 1500. Deductible individual in-network 1500, family 3000 embedded. OOPM individual in-network 6000. Coinsurance in-network 20% after deductible. ER copay 400 waived if visit results in inpatient admission, in which case visit subject to deductible and coinsurance. Copays do not credit deductible, always credit OOPM. Preventive irrelevant. Allowed 6400. Member accumulator before: member deductible credited YTD 900, member OOPM credited 900. Family ded 900, family OOPM 900. Only one claim final. In-network ER resulting in admission: ER copay waived; subject to deductible and coinsurance. Need apply remaining individual deductible? Member deductible balance 900, threshold 1500, remaining 600. Allowed 6400. Deductible applied = 600 (since in-network covered, non-preventive, subject deductible). Then remaining allowed after deductible = 5800. Coinsurance member 20% = 1160. Plan pays 80% = 4640. Member responsibility = 600 + 1160 = 1760. Plan paid = 4640. Deductible applied 600. Copay 0. Coinsurance 1160. Ending member deductible = 900 + 600 = 1500. Ending member OOPM: deductible and coinsurance count? OOPM credits member cost share for covered in-network; copays always credit; deductible credits likely yes? Glossary OOPM ceiling on member cost share; plan says copays always credit OOPM. Usually deductible and coinsurance count. Starting 900 + deductible 600 + coinsurance 1160 = 2660. Need ensure ER waived copay no copay. So ending member OOPM 2660. Family accumulators? Not required output only member ending ded/oopm. Need only final claim fields. Values two decimals. JSON. Ensure member_responsibility + plan_paid = allowed 6400: 1760+4640=6400. Good.
Double-check nuance: Emergency room copay waived if visit results in inpatient admission, in which case visit is subject to deductible and coinsurance. Since admitted as inpatient from ED, yes. Could inpatient admission mean entire service subject to inpatient coinsurance? Plan only gives ER rule; says visit subject to deductible and coinsurance. In-network coinsurance 20. Good.
Need output exactly fenced JSON. No extra. Ensure numbers as numeric with two decimals? JSON numbers don't preserve trailing zeros; but instruction says number with two decimal places. We can output 600.00 as JSON number? JSON permits 600.00. Grader likely parses. Include all keys.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,074 tokens
We need answer user's task. Need produce final only JSON block. Need adjudicate Claim 1. Let's parse plan.
Member accumulators before Claim 1:
Member deductible credited YTD = 900.00
Member OOP credited YTD = 900.00
Family deductible credited YTD = 900.00
Family OOP credited YTD = 900.00
Plan: individual in-network deductible 1500. Family 3000 embedded. Single member deductible balance accumulates in/out, threshold for service OON is 3000. Here in-network, individual deductible threshold 1500. Member has 900 credited, remaining individual deductible 600. Family deductible 900 credited, family remaining 2100, but embedded individual can satisfy on own. For this member claim, apply individual deductible until 1500.
OOPM: individual in-network 6000. Member OOP credited 900, remaining 5100. Copays credit OOP not deductible. For this claim: ED visit resulting in inpatient admission: ER copay 400 waived if visit results in inpatient admission, in which case visit subject to deductible and coinsurance. In-network. So no copay. Allowed 6400. Apply deductible: remaining 600. Then coinsurance 20% member of remaining allowed after deductible: 6400-600=5800, member 20%=1160, plan 80%=4640. Total member responsibility 600+1160=1760. Plan paid 4640. Deductible applied 600. Copay 0. Coinsurance 1160.
Update accumulators after all claims (only claim): member deductible 900+600=1500. Member OOP: prior 900 + deductible 600 + coinsurance 1160 = 2660. Copay 0. Need check OOPM not reached before or during? Prior 900, claim cost share 1760 total, ending 2660 below 6000, so no OOPM effect. Family accumulators? Not required ending family, only member. But maybe family deductible/OOP should update? Required ending_member_deductible/oopm only. But could affect if family deductible aggregate? Plan says embedded; family deductible also satisfied once total family credits reach family amount. The member's deductible credit should also add to family? Accumulators given family credited 900 before; likely claim adds 600 to family deductible and 1760 to family OOP? But not required. Ensure if OOPM family maybe no. We only report member fields.
Need ensure member_responsibility + plan_paid equals allowed final claim: 1760+4640=6400. Good.
Potential nuance: Emergency department visit resulting in inpatient admission: The visit is subject to deductible and coinsurance. Is inpatient admission coinsurance maybe different? Plan only gives coinsurance after deductible in-network 20%. No separate inpatient copay. So yes.
Need output exactly one fenced JSON code block, numbers with two decimals. JSON numbers can have two decimals? JSON allows 1760.00? Yes number with decimal. Ensure keys exact:
"member_responsibility"
"plan_paid"
"deductible_applied"
"copay_amount"
"coinsurance_amount"
"ending_member_deductible"
"ending_member_oopm"
All numbers two decimals. Could be 1760.0? They ask two decimal places, JSON can't enforce trailing zeros? We can write 1760.00 as valid JSON number? Yes JSON number syntax allows fraction digits, trailing zeros okay: 1760.00. Use that.
Double-check if deductible applied limited by family deductible? Embedded means individual satisfies individual deductible on their own; family deductible also satisfied once total family credits reach family amount. With member deductible 900, family 900 maybe same? If family has only this member? It doesn't matter. The claim applies member remaining individual deductible 600. Family deductible not a barrier because embedded. If aggregate, family would need full 3000 before plan pays; not here.
Could OOPM credits include deductible and coinsurance for in-network? Yes. Copays always credit OOPM. Deductible presumably member cost share counts toward OOPM? Glossary says OOPM ceiling on member cost share; deductible is member cost share? In plan doc? Accumulator starting OOP equals deductible 900 suggests yes. So add 1760.
Need maybe consider allowed amount for preventive? no.
Final JSON only.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 808 tokens
We need answer user's task. Need produce JSON only. Need adjudicate claim 1 given accumulators. Need careful.
We have plan document. Member accumulators before claim 1:
Member deductible credited YTD = 900.00
Member OOP credited YTD = 900.00
Family deductible credited = 900.00
Family OOP credited = 900.00
Need final claim only Claim 1. Need output fields:
member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm.
All two decimals. member_responsibility + plan_paid = allowed amount final claim.
Service: Emergency department visit resulting in inpatient admission, in-network. Billed irrelevant; allowed 6400. Disposition admitted as inpatient from ED.
Plan: ER normally 400 copay, waived if visit results in inpatient admission, in which case visit subject to deductible and coinsurance. So no copay. In-network coinsurance 20% after deductible. Deductible individual in-network 1500. Member deductible accumulator 900. Need apply remaining deductible to allowed: 1500-900=600. Allowed 6400. Deductible applied 600. Remaining 5800 subject to coinsurance 20% = 1160. Plan pays 80% = 4640. Member responsibility = 600+1160=1760. Plan paid = 4640. Check total 6400.
Credits after claim: member deductible accumulator becomes 1500.00 (900+600). Member OOP accumulator: deductible and coinsurance count? OOPM includes member cost share for covered in-network. Copays always credit; deductible and coinsurance presumably count (ceiling on member cost share). So add 1760 to OOP: 900+1760=2660. Need ending_member_oopm 2660.00. Family accumulators? Not requested except ending member deductible/oopm. We ignore family? Need maybe embedded but only one member? Ending member deductible 1500. Ending member OOPM 2660.
Need ensure if OOPM maximum? Before 900, after 2660 below 6000. No stop.
Potential nuance: ER waived if admission, visit subject to deductible and coinsurance. Does inpatient admission itself have separate? Claim says ED visit resulting in inpatient admission; only one claim allowed amount 6400. We apply as described.
Need JSON exactly. Values numbers maybe with two decimals in JSON? JSON numbers cannot force trailing zeros? The instruction says number with two decimal places. We can output 1760.00 as number? JSON permits 1760.00. Good. Ensure no extra keys. final only fenced JSON.
Double-check: deductible applied final claim 600. copay 0.00, coinsurance 1160.00. member responsibility 1760.00. plan paid 4640.00.
Could there be family deductible effect? The member deductible is embedded; family deductible also has 900, but only one claim? Not needed. Ending member deductible is individual. It reaches 1500. Family deductible would become 2400 maybe but not asked. Ending member OOPM individual 2660. Good.
Need final JSON only. Ensure no commentary.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Terra · OpenAI2.5s · 143 out | 2.2s · 139 out | 3.0s · 142 out
Reasoning · 43 tokens
**Calculating remaining amounts**
I need to apply the remaining 600 and then calculate 20% of the rest, which is 5800, giving me 1160. Adding that to the total results in 1760. After that, I’ll factor in the deductible of 1500, which leads to an OOP ending of 2660 and a final plan of 4640. It all feels a bit tangled, but breaking it down helps clarify things!json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 39 tokens
**Calculating deductible and out-of-pocket costs**
I need to calculate the remaining deductible, which is $600. Then I’ll compute 20% of $5800, which equals $1160. Adding that to the $600 gives a total of $1760. The out-of-pocket maximum is $2660, and the plan's limit is $4640. I have to ensure all these fields are correctly handled to get accurate results. Let’s make sure to double-check my calculations as I go along!json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 42 tokens
**Calculating remaining values**
I'm thinking about calculating the remaining total, which is 600. Then I need to apply a 20% rate to 5800, resulting in 1160. Adding that gives a total of 1760. I see that we need to consider OOPM as 2660. Finally, there’s a plan totaling 4740 to keep in mind. It feels a bit jumbled, but I'm piecing it together!json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Hunyuan 4 · Tencent141.4s · 4,866 out | 112.0s · 5,615 out | 106.2s · 5,546 out
Reasoning · 4,767 tokens
We need answer only JSON block. Need adjudicate claim 1. There is only one claim listed? Task asks "Report the required fields for Claim 1." But required fields include member_responsibility for FINAL claim listed, plan_paid for FINAL claim, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. Since only Claim 1, final claim is Claim 1. Need compute.
We have Bluebonnet PPO 1500 synthetic. Plan year 2026.
Accumulators before Claim 1:
Member deductible credited YTD = 900.00
Member OOP credited YTD = 900.00
Family deductible credited = 900.00 (individual embedded? We'll need maybe family not needed except maybe family OOP? Since individual OOP max 6000 in-network. The OOP max family 12000. For individual, we track member OOP accumulator? They ask ending_member_oopm. It says member out-of-pocket accumulator after all claims. We have Member out-of-pocket credited year to date 900.00. Need update member OOP. There is also Family OOP credited 900.00. Since single member? It says accumulators as of moment before Claim1 include member and family. We need ending_member_deductible and ending_member_oopm. We may also need family? Not asked. But maybe family deductible is relevant to embedded? For individual claim, we apply individual deductible etc. Since in-network, individual deductible 1500. Member deductible credited before = 900. Allowed amount = 6400. Service ED visit resulting in inpatient admission, in-network. Emergency room copay 400.00, waived if visit results in inpatient admission, in which case visit subject to deductible and coinsurance. So for this claim: ED visit resulting in inpatient admission, copay waived. Therefore no copay. The service subject to deductible and coinsurance. Need follow plan: in-network deductible 1500 individual. Coinsurance after deductible, in-network: 20% member / 80% plan. Preventive not relevant. Allowed amount 6400. Basis: member cost share from allowed.
Need apply deductible first: Member deductible remaining to satisfy individual in-network threshold = 1500 - 900 = 600. Since allowed 6400 > remaining 600, deductible applied = 600.00. After satisfying deductible, member has met individual deductible (balance becomes 1500.00). Remaining allowed subject to coinsurance = 6400 - 600 = 5800. Wait careful: Usually deductible portion is applied to allowed amount; then coinsurance on remaining allowed after deductible. Yes. Member coinsurance 20% of 5800 = 1160.00. Plan pays 80% of 5800 = 4640.00. Plan also? Does plan pay anything toward deductible portion? No, member pays all deductible: 600. So total member responsibility = deductible 600 + coinsurance 1160 + copay (waived) 0 = 1760.00. Plan paid = allowed - member responsibility = 6400 - 1760 = 4640.00. Check plan paid equals 80% of post-deductible 5800 = 4640. Yes.
Now update accumulators:
Member deductible credited YTD was 900. Deductible applied 600 -> ending member deductible = 1500.00. (It reaches individual deductible threshold). Since embedded structure: individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount. We had family deductible credited 900 before. This claim adds 600 to family deductible? The member's deductible credits accumulate to a SINGLE member deductible balance, measured against threshold when service out-of-network? Wait plan: "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." Hmm parse: Deductible section: Individual (in-network) 1500; Family (in-network) 3000; Structure EMBEDDED — individual satisfies individual deductible on own; family deductible is also satisfied once total family credits reach family amount, whichever comes first. 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." Need understand: For in-network services, threshold is individual in-network 1500 (and family 3000 embedded). For out-of-network, threshold is 3000 individual? It says out-of-network (individual) 3000. And 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. The "amount above" maybe refers to Out-of-network (individual) 3000? Actually sentence: "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." In the Deductible list, just before that sentence: Out-of-network (individual) ............ 3000.00. Then sentence says 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. "The amount above" = Out-of-network individual 3000? Or maybe the "Individual (in-network) 1500" is above? Let's map:
Deductible
Individual (in-network) ................ 1500.00
Family (in-network) .................... 3000.00
Structure .............................. EMBEDDED — ...
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.
So "The amount above" likely refers to Out-of-network (individual) 3000.00, i.e., the threshold for out-of-network deductible is 3000, and the single balance is measured against 3000 when service is out-of-network. For in-network, the threshold measured is in-network individual 1500 (or family 3000). Since this is in-network, we use in-network individual 1500. The single member deductible balance includes both in and out network credits. Before: member deductible credited YTD 900 (presumably全部? Maybe all in-network? It says member deductible credited year to date 900.00. Family deductible credited 900.00. Since single balance maybe member deductible credited is the single balance, and family deductible credited is separate family aggregate? Wait "Member deductible credited year to date ... 900.00" and "Family deductible credited year to date ... 900.00". If family has only one member? The family deductible credited equals member's? They start same. For embedded family, each member has individual deductible, and family deductible is aggregate. The family deductible credited is total across family? If only one member has incurred, it's 900. The member's own individual deductible credited is 900. When this claim adds 600, individual member deductible credited becomes 1500, satisfying individual. Family deductible credited becomes 1500 (if family includes only this member or all credits from this member count). But family amount is 3000, not reached. Not asked.
Now OOPM: Member OOP credited YTD = 900. Need update with member responsibility components that count toward OOP max. Copays always credit OOP max. Deductible and coinsurance also count toward OOP max? In standard, yes, member cost share (deductible, coinsurance, copays) counts toward OOP maximum. The plan doc: Out-of-pocket maximum: Once member reaches OOP max plan pays 100%. It doesn't explicitly say deductible/coinsurance credit OOP, but by definition OOP max is ceiling on member cost share; all member cost share for covered services counts. Also copays always credit OOP max (explicit). Deductible and coinsurance are member cost share, so they credit OOP. Need check: "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." No exclusion. So member responsibility of 1760 all counts toward OOP? Deductible 600 + coinsurance 1160 = 1760. Copay waived 0. So add 1760 to OOP accumulator. Starting 900 -> ending member OOP = 2660.00. Wait check if there is family OOP max 12000; individual OOP max in-network is 6000. Member OOP credited before 900. After 1760 = 2660, below 6000. So plan still pays coinsurance etc. Yes.
But need verify if the emergency room copay waiver means the ED visit is subject to deductible and coinsurance. However is the service an emergency department visit resulting in inpatient admission. The claim line is "Emergency department visit resulting in inpatient admission, in-network". The disposition: Admitted as an inpatient from the emergency department. The ER copay 400 waived if visit results in inpatient admission, in which case the visit is subject to deductible and coinsurance. So we correctly applied deductible/coinsurance to the whole allowed amount? Or is only the ED visit portion subject? The claim is for ED visit resulting in inpatient admission. The allowed amount 6400 for the ED visit? It says Service: Emergency department visit resulting in inpatient admission, in-network. Billed/allowed for this service. So whole allowed is the ED visit. Since waived copay and subject to deductible/coinsurance, yes the entire allowed is processed as a non-preventive in-network service with deductible/coinsurance. So our calc stands.
Need examine if coinsurance is applied to allowed amount after deductible, but plan pays 80% of allowed after deductible. Yes.
Check rounding: Allowed 6400, deductible remaining 600 exactly, remaining 5800, 20% = 1160.00 exact. Plan paid 4640.00. Member responsibility = 1760.00. 1760 + 4640 = 6400. Good.
Now required keys:
"member_responsibility": 1760.00
"plan_paid": 4640.00
"deductible_applied": 600.00
"copay_amount": 0.00 (since waived; component does not apply, use 0.00 not null)
"coinsurance_amount": 1160.00
"ending_member_deductible": 1500.00
"ending_member_oopm": 2660.00
Need output exactly one fenced JSON code block, nothing else. Ensure numbers as JSON numbers with two decimal places? The instructions: Money is US dollars. Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not "1234.5 dollars". In JSON, a number can be 1760.00? JSON allows 1760.00 as a number? Yes, a JSON number can have fraction .00. It will be parsed as number 1760.0 perhaps, but the textual representation should have two decimal places. The example says "1234.50". So we must write 1760.00, 4640.00, 600.00, 0.00, 1160.00, 1500.00, 2660.00. JSON numbers: 0.00 is valid? Yes, 0.00 is a number with fractional part zero. 600.00 etc. Need ensure no strings. Use null where told; not here. All values numbers. The key names exactly as required. Let's list:
{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Wait, let's double-check if member responsibility might include something else? Let's recalc thoroughly.
Accumulators before:
Member deductible credited YTD = 900.00. In-network individual deductible threshold = 1500. So remaining = 600.
Allowed = 6400. Since service is in-network, not preventive, not a copay-only service? It is an ER visit with admission, copay waived, so subject to deductible and coinsurance. There is no separate copay. The member pays deductible 600. Then coinsurance 20% of remaining 5800 = 1160. Total = 1760.
Plan pays 80% of 5800 = 4640. Check: Does plan also pay anything on the deductible portion? No, member pays 100% of first 600. So plan paid 4640. Sum 6400. Good.
Now accumulators:
Member deductible ending: Starting 900 + 600 = 1500 (satisfied individual). The accumulator might be "credited year to date" meaning amount credited toward deductible. It ends at 1500.00. If the deductible is satisfied, further services in-network will have no deductible applied. Yes.
Member OOP ending: Starting 900 + member responsibility 1760 = 2660.00. Does the 600 deductible count? Yes. Does the 1160 coinsurance count? Yes. Copay 0. So 2660. The individual OOP max in-network is 6000, so not reached. Family OOP maybe 900+1760=2660, not asked.
Wait, there is also a nuance: Out-of-pocket maximum: Individual (in-network) 6000.00. "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." Starting OOP credited 900. We add 1760 -> 2660. Not reached.
Another nuance: The plan says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." Here copay is waived, so none.
What about "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". Could there be a separate inpatient admission claim? No, only Claim 1. The service description includes the ED visit resulting in inpatient admission. The disposition says admitted as inpatient from ED. So the ER copay is waived. The visit is subject to deductible and coinsurance. There's no inpatient copay or per-admission copay listed. So no other copay.
Could the allowed amount 6400 be subject to deductible and coinsurance, but for an inpatient admission maybe there is a different cost share? Not specified. Only generic coinsurance. So yes.
Check if member deductible credited year to date 900.00 might be the single member deductible balance that includes in and out network. For out-of-network, threshold is 3000. For in-network, threshold is 1500 (individual). The wording: "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." Let's parse: The amount above = Out-of-network (individual) 3000.00. The threshold that balance is measured against when service is out-of-network is 3000. That implies when service is in-network, the balance is measured against the in-network individual amount (1500) or family 3000. It says structure embedded: individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever comes first. Since we are processing an individual member in-network, the individual in-network deductible is 1500, and the member's individual credit is 900. After 600, individual satisfied. Good.
But wait: The "Member deductible credited year to date ... 900.00" and "Family deductible credited year to date ... 900.00". Are these two separate accumulators? Yes. The family deductible credited is 900. After the claim, the member's deductible credit goes to 1500, family deductible credit goes to 1500 (since family total credits from this member? If there are other members, not mentioned; we only track the given accumulators. Since family credited before is 900, and the claim's deductible amount 600 is credited to the family deductible as well? In an embedded family deductible, each member's expenses count toward both their individual deductible and the family aggregate deductible. So family deductible credited becomes 1500. But not asked. The single member deductible balance? The phrase "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance." That suggests there is only one member deductible balance (the "Member deductible credited year to date" 900), not separate in/out. The family deductible credited is separate aggregate. The single member balance is measured against 1500 for in-network? Actually for out-of-network, measured against 3000. So the member deductible credited YTD is the single balance. Before = 900. Add 600 -> 1500. For an in-network service, threshold is 1500. So satisfied. Good.
Now, one more nuance: The ER copay is 400 waived if admitted. Does the copay waiver mean the visit is subject to deductible and coinsurance, but is the copay amount considered $0? Yes, copay_amount = 0.00. The plan document: "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". So no copay. Good.
Check: Are there any Member cost share for inpatient admission? The plan document lists only office visits, urgent care, emergency room, pharmacy copays. For inpatient admission, no copay listed, so coinsurance after deductible. Since the ER visit resulted in admission, the ER visit is subject to deductible and coinsurance. The allowed amount is for the ED visit? Or is the claim for the ED visit only, not the inpatient stay? The service label: "Emergency department visit resulting in inpatient admission, in-network". Billed/allowed for this service. So yes.
Now check output contract: "Reply with exactly one fenced JSON code block and nothing else. No preamble, no commentary before or after, no second code block." So final answer should be:
```json
{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
```
Need ensure key order? Not specified, but include every required key. Order as given maybe. They said keys required in that object are given by task. We can output in the order listed in task: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. Yes.
Let's double-check math:
Allowed = 6400.
Deductible remaining = 1500 - 900 = 600.
Amount after deductible = 6400 - 600 = 5800.
Coinsurance member 20% = 0.20 * 5800 = 1160.
Plan 80% = 4640.
Member responsibility = 600 + 1160 = 1760.
Plan paid = 4640.
Sum 1760 + 4640 = 6400. OK.
Ending deductible = 900 + 600 = 1500.
Ending OOP = 900 + 1760 = 2660. Wait, is the starting OOP 900 the same as member deductible credited? They gave both as 900. That means the member's prior cost share that credited OOP was 900, which also credited deductible? If prior charges were subject to deductible, the 900 could be both deductible and OOP. That's consistent: member paid 900 toward deductible, which also counted toward OOP. So YTD OOP is 900. Now add all 1760 (deductible + coinsurance) to OOP. Yes 2660.
Wait, does the 600 deductible also count toward OOP? Yes, member paid it. And 1160 coinsurance counts. So total new OOP = 1760. Starting 900 -> 2660. Correct.
Could there be a situation where the member had met deductible? No, starting 900 < 1500. So first 600 of allowed is deductible.
One more nuance: In-network coinsurance is 20% member / 80% plan after deductible. Does the plan pay 80% of the allowed amount after subtracting deductible, or 80% of the entire allowed while member pays 20% plus deductible? Standard: plan pays 80% of (allowed - deductible). That's what we did. Member pays deductible + 20% of remainder. Plan pays 80% of remainder. Yes.
Check if there is any out-of-pocket maximum for in-network individual 6000. After this claim, OOP = 2660, not maxed. If it were maxed, plan_paid would be allowed - member_responsibility where member_responsibility would be capped. Not the case.
Now final answer only fenced JSON. Ensure no trailing commas? JSON does not allow trailing commas. Our object has commas between key-value pairs, none after last. Good.
Let's craft final.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 5,513 tokens
We need answer JSON only. Need adjudicate Claim 1 for a single member? We have a set of claims: only Claim 1 listed. Need report required fields for Claim 1. Wait task says "CLAIMS (adjudicate in the order listed) Claim 1..." Only one claim. It asks "Report the required fields for Claim 1." The required JSON keys are for final claim listed. Here final claim is Claim 1. Need compute member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm.
We must carefully apply plan. Let's parse accumulators before claim: member deductible credited YTD = 900.00. Member out-of-pocket credited YTD = 900.00. Family deductible credited YTD = 900.00. Family OOPM = 900.00.
Plan year 2026. Embedded deductible structure: Individual in-network 1500, Family in-network 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." Wait there's an out-of-network individual deductible 3000. For in-network, threshold is individual 1500 (or family 3000 if embedded? Actually 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.) For in-network, individual deductible is 1500, family 3000. Since member has 900 YTD toward deductible, below 1500 individual. Family credited 900 too (because one member? Family deductible credited 900). For embedded, the individual deductible can be satisfied on its own by the member reaching 1500, regardless of family total? Or family total reaching 3000 satisfies all members. We need adjudicate. For this member (single?), The accumulators: member deductible 900, family deductible 900. It seems only one member considered? This is family? The presence of family accumulators suggests family coverage. But the claim is for a member. We have "Member deductible credited year to date" and "Family deductible credited". Need track both? The output asks ending_member_deductible and ending_member_oopm. Not family. However the adjudication of claim may depend on whether the family deductible is satisfied? Let's read plan:
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.
This wording: For in-network, the member deductible balance measured against Individual (in-network) 1500 or Family 3000 if family? For this member, if member balance reaches 1500, they satisfy individual deductible; plan begins coinsurance for that member (since embedded). If instead total family credits reach 3000, family deductible satisfied, all members considered satisfied? Since embedded, yes. Anyway current member deductible balance = 900, family = 900. Both below 1500/3000. This claim is in-network, emergency department visit resulting in inpatient admission.
Cost share rules: 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.
So for ED visit resulting in inpatient admission, the ER copay is waived. The visit (the ED services? Maybe the emergency department visit? Or the entire claim? The claim service is "Emergency department visit resulting in inpatient admission, in-network". Allowed amount 6400. It is subject to deductible and coinsurance instead of copay. Since in-network, after deductible, coinsurance is 20% member / 80% plan. Before deductible satisfied, member pays 100% of allowed? Actually cost share: Deductible: member pays at allowed rate before coinsurance begins. So before deductible satisfied, member pays allowed amount (100%) until deductible met, plan pays 0. After deductible met, coinsurance 20%.
Need compute applied amounts to this claim: allowed 6400. Accumulated deductible before claim: member deductible credited 900. Individual in-network deductible threshold = 1500. So remaining deductible = 1500 - 900 = 600.00. Since claim allowed 6400 > remaining deductible, member pays 600.00 toward deductible (deductible_applied). After this, member deductible credited = 900 + 600 = 1500, satisfying individual deductible. The rest of allowed amount = 6400 - 600 = 5800 is subject to coinsurance (since no copay because waived). In-network coinsurance 20% member / 80% plan. So coinsurance_amount = 20% of 5800 = 1160.00. Plan pays 80% of 5800 = 4640.00. Member responsibility = deductible_applied + coinsurance_amount + copay_amount (0) = 600 + 1160 = 1760.00. Plan paid = 4640.00. Check member_responsibility + plan_paid = 6400? 1760+4640=6400 yes.
Now OOPM accumulator: Member out-of-pocket credited before = 900. This claim's member responsibility counts toward OOPM? Deductible portion counts toward OOPM? Need: OOPM is ceiling on member cost share for plan year. Deductible, coinsurance, copays count? The glossary: Out-of-pocket maximum: ceiling on member cost share. Premiums and non-covered services never count. It doesn't explicitly say deductible counts, but member cost share includes deductible. In typical plans, deductible, coinsurance, copays count toward OOPM. The accumulators given: Member out-of-pocket credited YTD 900. Member deductible credited YTD 900. Since they are equal before claim, it implies all of the 900 YTD counts as both deductible and OOPM? Or member paid 900 out-of-pocket, and it also credited deductible (maybe all was deductible). Copays always credit OOPM, not deductible. But YTD both 900, so likely the 900 was deductible payments that also count toward OOPM, or maybe there was a copay of 900? Unlikely. We need compute ending_member_oopm = beginning 900 + member_responsibility total? Need verify if all components of member responsibility (deductible_applied, coinsurance, copay) count toward OOPM. Yes, OOPM includes deductible, coinsurance, copays. Plan document: "Copays always credit the out-of-pocket maximum." Deductible? It says member cost share is calculated from allowed. OOPM ceiling on member cost share. So deductible and coinsurance are member cost share, so they count. Need check: Does deductible count toward out-of-pocket maximum? Standard yes. The accumulators: beginning member OOPM = 900, deductible = 900, family OOPM = 900, family deductible = 900. If a member had met 900 of deductible and also 900 OOPM, that means the 900 paid was applied to deductible and also counted to OOPM. Yes.
Thus ending_member_oopm = 900 + 1760 = 2660.00. But wait, is there an individual OOPM limit of 6000 in-network, family 12000. Member OOPM before 900, after 2660, below 6000 and family 12000. No 100% plan payment triggered by OOPM (we only check after accumulators? The claim is processed; if during claim the OOPM is reached, remaining cost share is plan 100%. But here after all claims, OOPM = 2660, below limits. So no adjustment.
Ending_member_deductible = 1500.00 (reached individual in-network deductible). But note: The member deductible balance after all claims: beginning 900 + 600 = 1500. Since individual in-network threshold is 1500, satisfied. Does it go beyond? No, because remaining after satisfying is coinsurance, not deductible. So ending member deductible credited = 1500.00. The family deductible accumulator would become 900 + 600 = 1500? Wait the claim credits 600 to the member deductible. There's a single member deductible balance, but family deductible credited also increases by the amount credited to the member? The plan says family deductible credited year to date = 900 before. Since it's a family plan, the amount paid by member towards deductible also counts toward family deductible (embedded). Since the member's deductible payment of 600 credits the member deductible balance and also family deductible (since single balance? Let's examine: "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." That sentence is about in-network and OON deductible credits accumulating to a single member deductible balance, and the OON amount (3000) is threshold measured when service is OON. For in-network, the threshold is 1500 individual? Or family? Need interpret: There's a single member deductible balance. For in-network services, the threshold is the Individual in-network deductible (1500). For out-of-network services, the threshold is the Out-of-network individual deductible (3000). The family deductible (3000) is a separate aggregate? Actually embedded: Individual 1500, Family 3000. The single member deductible balance is measured against the applicable threshold depending on network. But family deductible credited? They gave family deductible credited YTD = 900. If one member's payments count toward family deductible, then after 600 more, family deductible credited becomes 1500, not 3000. But embedded means family deductible satisfied when total family credits reach family amount (3000). Since only 1500, family not satisfied. That's fine.
But output only asks ending_member_deductible, not family. Ending member deductible balance is 1500.00, which equals individual in-network threshold. The family dedicated accumulator would be 1500 but not asked.
Wait, we must ensure if the emergency department visit resulting in inpatient admission is subject to deductible and coinsurance, does the entire allowed amount 6400 represent the ED visit? Or is the ED visit facility fee and inpatient admission separate? The claim service: "Emergency department visit resulting in inpatient admission, in-network". Allowed amount 6400. Disposition: Admitted as an inpatient from the emergency department. The documentation says ER copay waived if visit results in inpatient admission, in which case the visit is subject to deductible and coinsurance. So yes, the ED visit is subject to deductible/coinsurance. The inpatient admission itself might be a separate claim? But here only one claim. So allowed 6400 is the ED visit (maybe including admission?). It doesn't matter; allowed is 6400 and subject to deductible/coinsurance.
Check if any preventive? No.
Check if billed charge 12160 matters? No, in-network allowed 6400, member not responsible for excess.
Now, verify "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." Copay is waived, so copay_amount = 0.00.
Coinsurance after deductible in-network: 20% member / 80% plan. So coinsurance_amount = 0.20 * (allowed - deductible_applied) because deductible satisfied first. Wait, is the deductible applied to the allowed amount before coinsurance? Yes. Remaining after deductible = 5800. Member coinsurance = 1160. Plan pays 4640.
But let's double-check if member responsibility for the portion that satisfies deductible is exactly 600, plan pays 0 for that portion. Yes.
Now consider if there is any separate copay for specialist? No, ER copay waived. So copay 0.
Now OOPM: Out-of-pocket maximum Individual (in-network) 6000. Member OOPM credited before = 900. After claim, member cost share = 1760. Total OOPM = 2660. Not near max. Therefore plan_paid = 4640. If OOPM had been reached, plan would pay 100% of allowed remaining. Not the case.
Need check if the deductible_applied counts toward OOPM: The ending_member_oopm = beginning 900 + member_responsibility? Let's recalc: Member responsibility for claim = 1760. All of it (600 deductible + 1160 coinsurance) is member cost share and counts to OOPM. So ending OOPM = 900 + 1760 = 2660.00. Ending deductible = 900 + 600 = 1500.00. Wait, does coinsurance count toward deductible? No. So ending deductible stays 1500. Good.
But need to verify if "deductible_applied" is the amount of the FINAL claim that applied to deductible. Yes, 600.00. And "coinsurance_amount" is the coinsurance portion of FINAL claim: 1160.00. "copay_amount": 0.00. "member_responsibility": total member for final claim = 1760.00. "plan_paid": plan's total for final claim = 4640.00. Plus maybe plan paid 0 on deductible portion; total plan paid = 4640.00.
Check sum: 1760 + 4640 = 6400 allowed. Yes.
Now, is there any possibility that because this is an inpatient admission, the emergency room copay waiver means the "visit" is subject to deductible and coinsurance, but perhaps the inpatient admission is subject to something else? The allowed amount 6400 is for the ED visit. The disposition says admitted as inpatient from ED. The claim service is ED visit resulting in inpatient admission. So correct.
Let's carefully re-read Plan Document for Emergency room: "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". So if waived, no 400 copay. The visit is subject to deductible and coinsurance. Good.
Now check out-of-network? Network In-network. So in-network deductible threshold 1500 applied. Since beginning member deductible = 900, remaining = 600. Allowed = 6400. Deductible applied = 600 (cannot exceed remaining deductible). But wait: The member deductible credited YTD = 900. For in-network, the threshold is Individual (in-network) 1500. So remaining = 600. Yes.
But there is also family in-network deductible 3000. Beginning family deductible credited = 900. If this were a family plan with multiple members, the individual embedded deductible means each individual has their own 1500, but also family 3000 aggregate. The member's own deductible balance is 900. The claim is for this member. Under embedded, the member satisfies deductible when either their individual deductible (1500) is met OR the family deductible (3000) is met. Since we track member deductible balance, we apply to member's individual deductible. The remaining until individual satisfaction is 600. So deductible_applied=600. After that, member's individual deductible is met. The family deductible accumulator increases by 600 to 1500. Family not met, but member's individual met, so for this member, deductible satisfied. Good.
Wait: 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." This means: For an individual, if her own credited amount reaches 1500, she is considered to have met the deductible (so coinsurance starts for her), even if family total <3000. Conversely, if family total reaches 3000, then all individuals are considered to have met deductible, even if one individual's own credits <1500. So our approach is correct: remaining to satisfy member's individual deductible is 600; after paying 600, member's own credits =1500, so she has satisfied deductible.
Now is there any nuance about "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." This sentence: The single member deductible balance includes both in-network and OON deductible credits. For an in-network service, the threshold is... which amount? It says: "Individual (in-network) ................ 1500.00; 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." So when service is out-of-network, threshold is 3000. When in-network, threshold is the Individual (in-network) 1500 (or family? Actually family in-network 3000 is a family aggregate threshold, not measured against single member balance? Wait: The single member deductible balance is measured against the out-of-network individual threshold when OON. For in-network, the individual deductible is 1500. The family deductible 3000 is an embedded family deductible, not the single member balance? But they say family deductible credited YTD = 900. How is family deductible credited calculated? For embedded family deductible, total family credits (sum of all members' amounts applied to their individual deductibles? Actually each member's payments toward their own individual deductible also count toward the family deductible, up to the family amount. The family deductible credited is the total of all family members' deductible credits? It started at 900, equal to member's 900. So likely just one member in the family considered, or all $900 is from this member and counts to family. Since we only have this member, family = member amount. So after 600, family = 1500. Fine.
But output doesn't ask family ending amounts. So member deductible ending = 1500.00. Member OOPM ending = 2660.00.
Double-check rounding: 20% of 5800 = 1160 exactly. 600 deductible. All two decimals.
Wait, need to check if beginning OOPM 900 plus 1760 = 2660. Yes.
Is there any chance that the 900 YTD deductible and OOPM came from copays only? The plan says copays do not credit deductible. If the 900 YTD deductible credited is 900, then that 900 must be from deductible/coinsurance payments, not copays (since copays don't credit deductible). And since OOPM credited is also 900, that means the 900 deductible payments also counted toward OOPM. So consistent.
Now ensure JSON keys exactly:
"member_responsibility" number
"plan_paid" number
"deductible_applied" number
"copay_amount" number
"coinsurance_amount" number
"ending_member_deductible" number
"ending_member_oopm" number
All numbers with two decimals. Use JSON null? No, 0.00 for copay_amount. Must output exactly one fenced JSON code block and nothing else. Inside ```json ... ```.
Let's construct:
```json
{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
```
Wait JSON numbers: 1760.00 is a number with two decimal places. In JSON, 1760.00 is valid and parsed as 1760 but represented with .00. The instruction: "Every value is a number with two decimal places. Use 0.00, not null". JSON doesn't preserve trailing zeros if parsed, but the grader likely does string comparison? It says report as plain number with two decimal places: 1234.50, not $1,234.50. In JSON, 1234.50 is a number; some serializations keep it as 1234.5, but if we write 1760.00 in the code block, the raw text has two decimals. That satisfies. Should we write 1760.00 or 1760.0? Must be two decimal places, so 1760.00. 600.00, 4640.00, 0.00, 1160.00, 1500.00, 2660.00.
But wait, plan_paid maybe is plan's total for final claim: For the deductible portion, plan paid 0; for coinsurance portion, plan paid 4640. So plan_paid = 4640.00. Yes.
Let's double-check if member_responsibility plus plan_paid equals allowed amount of final claim: 1760 + 4640 = 6400. Yes.
Now, let's consider if the claim is an ED visit resulting in inpatient admission. Typically the ED visit might have a copay that is waived, but the inpatient admission may have its own deductible/coinsurance. The allowed amount 6400 covers the ED visit? The service: "Emergency department visit resulting in inpatient admission, in-network". So it's the ED visit. The disposition "Admitted as an inpatient from the emergency deparjson{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 5,445 tokens
We need answer as JSON only in fenced block. Need adjudicate Claim 1 given plan document, accumulators before claim.
Let's parse.
Harness: BENEFIT ADJUDICATION. We are given accumulators as of moment before Claim 1:
Member deductible credited YTD: 900.00
Member OOP credited YTD: 900.00
Family deductible credited YTD: 900.00
Family OOP credited YTD: 900.00
Only one claim? It says Report required fields for Claim 1. But required JSON keys: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. Those are for the FINAL claim listed. Since only Claim 1, final claim = Claim 1. Need ending_member_deductible and ending_member_oopm after all claims. Since only one claim, after Claim 1. Note family accumulators not asked, but they matter? Need determine if embedded? Actually plan has embedded individual deductible inside family. But we need member accumulators after all claims. It asks ending_member_deductible and ending_member_oopm. There's also family? Not asked. We must compute member responsibility for final claim, plan paid, deductible applied, copay amount, coinsurance amount.
Claim 1 details:
Date 2026-05-14.
Service: Emergency department visit resulting in inpatient admission, in-network.
Network: In-network.
Billed: 12160.00
Allowed: 6400.00
Disposition: Admitted as an inpatient from the emergency department.
Plan rules:
Deductible: Individual in-network 1500.00. Family in-network 3000.00. Embedded. OON individual 3000, etc. In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is threshold that balance measured against when service is OON. (Here in-network, threshold 1500). Member deductible credited before claim: 900. So remaining individual deductible = 1500 - 900 = 600. Family? Family credited 900, family deductible 3000 embedded? Wait family deductible credited YTD 900, family amount 3000. But embedded: individual satisfies individual on own; family satisfied once total family credits reach family amount, whichever comes first. In-network family threshold 3000. Since family credits 900 < 3000, not satisfied. But member in-network individual deductible threshold 1500; member has 900, remaining 600. Since embedded, the member can satisfy his individual deductible with 600 of allowed amount; after that deductible satisfied for this member (individual). But does the family deductible also increase by the same credited amounts? The accumulators: Member deductible credited YTD 900; Family deductible credited YTD 900. Usually family deductible is aggregate of all family members' credits; since there is only this member? It says family credited 900, same as member. We need consider whether applying $600 to member deductible also increases family deductible by $600, making family 1500. But family not at threshold, so irrelevant except maybe after family satisfied plan pays? For individual member, embedded deductible means individual amount can be satisfied on its own. The plan pays after individual satisfied regardless of family? Wait embedded deductible: an individual deductible inside a family deductible; the individual amount can be satisfied on its own. This means when member meets individual deductible (1500), the plan begins paying coinsurance for that member even if family deductible not met. And the family deductible is satisfied once total family credits reach family amount, whichever comes first, at which point no member has deductible? Actually in embedded, family deductible is satisfied when either each member meets individual or total family credits reach family amount. Need not worry because after this claim member individual will be satisfied (900+600=1500). Remaining allowed amount after deductible: 6400 - 600 = 5800. Then coinsurance in-network after deductible: 20% member / 80% plan. But need check ER visit copay: Emergency room copay 400.00 copay, WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance. Here service is ED visit resulting in inpatient admission, disposition says Admitted as an inpatient from the emergency department. So ER copay is WAIVED. Therefore visit is subject to deductible and coinsurance. So no copay. Copay amount = 0.00.
But wait: Service is "Emergency department visit resulting in inpatient admission, in-network". Allowed 6400. Is this the ED visit professional/facility charge? It says visit resulting in inpatient admission. Since admitted as inpatient from ED, ER copay waived; subject to deductible and coinsurance. So we apply deductible first, then coinsurance to remaining allowed. Does the entire allowed amount go through deductible and coinsurance? Yes. Preventive? No.
Need track OOPM. Before claim: Member OOP credited YTD = 900.00. Member OOPM individual in-network = 6000.00. Family OOPM in-network = 12000. Member remaining OOP before claim: 6000 - 900 = 5100.00.
Now compute Claim 1:
Allowed = 6400.00.
Step 1: Apply to deductible. Member deductible remaining = 1500 - 900 = 600. So deductible applied = 600.00. (Cannot exceed remaining individual deductible; also allowed 6400 > 600). After this, member deductible credited becomes 1500 (satisfied). Family deductible credited becomes 900 + 600 = 1500? But not asked. The plan says in-network and OON deductible credits accumulate to a single member deductible balance. Also family credits? We'll just track member. Ending member deductible after all claims = 1500.00 (since before 900 + 600 = 1500). Wait, does the member deductible accumulator continue to increase beyond the individual threshold? Usually accumulators track amount credited toward deductible, can exceed? No, once threshold reached, the amount credited is capped at the deductible amount? In payer accumulators, the "deductible credited year to date" typically counts the amount applied, and when it reaches the deductible amount, the accumulator equals the deductible amount. It doesn't keep going up because additional dollars are coinsurance, not deductible. The accumulator for deductible stops at threshold (or can show amount applied up to threshold). For example if deductible 1500, you can credit at most 1500. Before claim 900, remaining 600, apply 600, ending accumulator = 1500. It does NOT become 900+ entire allowed 6400 = 7300. The deductible accumulator is the amount of allowed expenses applied to deductible, capped at the deductible. The prompt says "Deductible: ... amount a member pays at the allowed rate before coinsurance begins." "Accumulator: running year-to-date total of a member's deductible or OOPM." For deductible accumulator, total credited toward deductible, capped at threshold? In real accumulators, once deductible met, the accumulator value is the deductible amount and additional claims do not increase the deductible accumulator (they go to coinsurance/OOPM). The description: "Member deductible credited year to date ... 900.00" before claim. After applying 600, it becomes 1500.00, not 7300. Yes.
Now remaining allowed after deductible = 6400 - 600 = 5800. This amount is subject to coinsurance.
Coinsurance in-network after deductible: member 20%, plan 80%. So coinsurance_amount = 20% of 5800 = 1160.00. Plan paid for coinsurance portion = 80% of 5800 = 4640.00.
Copay amount = 0.00 (ER copay waived due to admission). Wait: Is there any other copay? Service is ED visit resulting in inpatient admission. The copay for Emergency room is 400, waived if results in inpatient admission. So waived. So copay = 0.00.
Member responsibility for this claim = deductible applied (600) + coinsurance (1160) + copay (0) = 1760.00. Wait need check OOPM: Member responsibility (cost share) that credits OOPM includes deductible + coinsurance + copays (copays always credit OOPM). So total member cost share for claim = 600 + 1160 + 0 = 1760.00. This will credit to OOP accumulator. Before OOP was 900. So after claim, OOP accumulator = 900 + 1760 = 2660.00. But need check OOPM limit: member OOPM individual in-network = 6000. Remaining before claim 5100. Member responsibility 1760 < remaining 5100, so no OOPM maximum reached. Plan pays 100% after OOPM reached, but not reached. So member responsibility stays 1760. Plan paid = allowed - member responsibility = 6400 - 1760 = 4640.00. This matches coinsurance plan paid portion: For the 5800 after deductible, plan pays 80% = 4640. Plan pays nothing for the 600 deductible portion (member pays 600). Total plan paid = 0 + 4640 = 4640. Yes.
Check deductible_applied = 600.00. copay_amount = 0.00. coinsurance_amount = 1160.00.
Ending member deductible = 1500.00. Ending member OOPM = 2660.00.
Need verify if any family embedded interplay could cause plan to pay differently? Let's examine: Family deductible credited before claim = 900, family threshold = 3000. After member applies 600 deductible, family credits = 1500 if this is a family plan and these are all family members. Not reaching 3000, so no family satisfaction. The member's individual deductible is met, so plan pays coinsurance for this member. Correct.
What about out-of-pocket maximum family? Family OOP before 900, family OOPM 12000. After member responsibility 1760, family OOP = 900 + 1760 = 2660 if only member? Not reached 12000. Individual OOPM 6000 not reached.
What about the wording: "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." Means there is one member deductible balance. Before claim, member deductible credited = 900 (in-network? It doesn't specify, but presumably). Since service is in-network, threshold is 1500. Good.
Now check if ER copay waiver: "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". The service is ED visit resulting in inpatient admission, disposition admitted as inpatient from ED. So waived. Good. But wait: Could there be an inpatient admission copay? No, not listed. The service is the ED visit itself. Since admitted, the ED visit is subject to deductible and coinsurance. There's no separate inpatient service listed; the claim is for the ED visit resulting in inpatient admission. Allowed amount 6400 presumably for the ED visit. We apply as above.
Need verify member cost share calculation: Deductible: member pays 100% of allowed until deductible satisfied. So for first 600 of allowed, member pays 600 (deductible). Then remaining 5800, coinsurance 20% member = 1160. Total 1760. Plan pays 80% of 5800 = 4640. Allowed = 6400; member + plan = 1760 + 4640 = 6400. Good.
Now, check if copays credit OOPM but not deductible. Since copay is 0, no effect. If ER copay had not been waived, would copay apply before or after deductible? But it's waived.
Wait: There's also a nuance: "Primary care office visit 30 copay; Specialist 60; Urgent care 75; Emergency room 400 copay, WAIVED if... in which case the visit is subject to the deductible and coinsurance". Since the admission is inpatient, is the service considered inpatient rather than ER? The description: "Emergency department visit resulting in inpatient admission, in-network", disposition: Admitted as an inpatient from the emergency department. The claim is labeled as ED visit resulting in inpatient admission. The plan says ER copay waived if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance. So exactly our handling.
Now need output JSON with exactly keys:
"member_responsibility"
"plan_paid"
"deductible_applied"
"copay_amount"
"coinsurance_amount"
"ending_member_deductible"
"ending_member_oopm"
All numbers with two decimals. Let's ensure rounding: 5800 * 0.20 = 1160.00 exactly. 5800 * 0.80 = 4640.00. 6400 - 600 = 5800.
Ending member deductible: 1500.00. Before 900, applied 600, reaches threshold 1500. Should ending_member_deductible be 1500.00 or maybe 1500.00? Yes. Wait, the accumulator "Member deductible credited year to date" prior is 900.00. After claim, credited year to date is 1500.00. The key is "ending_member_deductible". The task says ending_member_deductible number — member deductible accumulator after all claims. So 1500.00. If the accumulator tracks amount credited toward deductible, capped at 1500. Yes.
Ending member OOPM: before 900.00, plus member responsibility 1760.00 = 2660.00. Wait, check: Does deductible amount credit OOPM? Yes, OOPM includes deductible, coinsurance, copays. The glossary: "Out-of-pocket maximum (OOPM): the ceiling on member cost share for the plan year. Once reached, the plan pays 100% of the allowed amount for covered in-network services. Premiums and non-covered services never count toward it." Member cost share includes deductible, coinsurance, copay. Accumulator: running YTD total of a member's deductible or OOPM. OOPM accumulator counts all member cost share. So member responsibility for claim (1760) credits OOPM. Starting OOP credited = 900. Ending = 2660. Yes.
But wait: There's a nuance: Before claim, Member out-of-pocket credited YTD = 900.00, and Member deductible credited YTD = 900.00. That means the 900 OOP credited came from the deductible payments (since deductible credits OOPM). So OOP = 900. After claim, member pays 600 deductible + 1160 coinsurance = 1760, all credit OOP. So OOP becomes 2660. Correct.
Now, check if the family OOPM matters due to embedded OOP? The plan says OOPM: Individual (in-network) 6000; Family (in-network) 12000. Is OOPM embedded? It doesn't explicitly say embedded for OOPM. It says structure for deductible is EMBEDDED. For OOPM it lists individual and family amounts but doesn't specify embedded or aggregate. However, typical embedded OOP? The document: "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 says "Once a member reaches the out-of-pocket maximum" (singular). This suggests individual OOPM is the measure for a member; family maybe aggregate? But since not asked and not reached, irrelevant. The member's individual OOPM is 6000; remaining 5100, claim responsibility 1760, not reached. So fine.
Now, let's double-check the ER waiver and possible copay application order. Suppose ER visit not admitted: copay 400, and does it also subject to deductible/coinsurance? The plan says "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". This implies if not waived, the ER visit is NOT subject to deductible/coinsurance, just the copay? Wait reading: "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". So normally (without admission), you pay 400 copay and that's it? Or copay applies and maybe also deductible/coinsurance? The phrasing: It lists copay under member cost share. "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." For ER, there is a 400 copay. It is waived if admitted; "in which case the visit is subject to the deductible and coinsurance". So if not admitted, the ER visit is subject to the 400 copay instead of deductible/coinsurance? Actually in many plans, ER copay is applied, and then maybe the copay is in lieu of deductible/coinsurance for the ER visit, or the copay is applied first and then deductible/coinsurance on remaining? The plan specifically says: if waived, the visit is subject to deductible and coinsurance. That implies if not waived, the visit is NOT subject to deductible and coinsurance; the copay is the member's cost share (maybe the only one). Our case is waived, so subject to deductible and coinsurance, no copay. Good.
Now, check if the allowed amount 6400 is for the ED visit only, not including inpatient stay. Yes.
Now, is there any possibility that because the member is admitted, the ED visit becomes part of the inpatient admission and the inpatient admission might have different cost share? Not specified. We only have one claim with service description. We must use allowed amount 6400. The disposition: "Admitted as an inpatient from the emergency department". The ER copay waiver applies. It's subject to deductible and coinsurance. No separate per diem or admission copay listed. So our calc stands.
Now, verify "member_responsibility plus plan_paid must equal the allowed amount of the final claim." member_responsibility = 1760.00, plan_paid = 4640.00, sum = 6400.00. Good.
Check components: deductible_applied = 600.00, copay_amount = 0.00, coinsurance_amount = 1160.00. Sum = 1760.00 = member_responsibility. Good.
Ending member deductible = 1500.00. Ending member OOPM = 2660.00.
Need output JSON only fenced. No other keys. Ensure numbers have two decimals. In JSON, numbers can be 1760.00, which is valid JSON number with two decimal places? JSON number 1760.00 is allowed; it will be parsed as 1760 but the formatting in the JSON text is 1760.00. The instruction: "Report every dollar amount as a plain number with two decimal places and no currency symbol". So in the JSON code block, we write 1760.00, etc. JSON allows trailing zeros after decimal. Yes.
Let's construct:
```json
{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
```
Wait, check if "ending_member_deductible" after all claims: Since this is the only claim, we applied 600 to deductible. But could the deductible credited year to date be 1500 or maybe 1500.00? Yes.
Double-check family deductible embedded: The member has individual deductible 1500. The family deductible credited before claim 900. After applying 600, family credits = 1500. Not met. But embedded means the individual is satisfied, so plan pays coinsurance. Yes.
One more nuance: The member deductible credited before claim is 900. It may include both in-network and out-of-network credits. Since the service is in-network, the threshold is 1500. Member needs 600 more. If the member had out-of-network credits, the single balance is measured against 1500 for in-network? Wait: "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." Hmm. Let's parse carefully:
Deductible section:
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.
The "amount above" refers to Out-of-network (individual) 3000? Let's read: It lists Individual (in-network) 1500, Family (in-network) 3000, Structure embedded, Out-of-network (individual) 3000. Then says: "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." The "amount above" likely refers to the Out-of-network (individual) 3000? Or does it refer to the Individual (in-network) 1500? Wait, threshold depends on json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K2.6 · Moonshot108.2s · 3,178 out | 38.2s · 2,574 out | 12.3s · 2,469 out
Reasoning · 3,081 tokens
We need to adjudicate Claim 1 according to the plan document.
Plan: Bluebonnet PPO 1500.
Plan year: 2026.
Deductible: Individual in-network $1500, family in-network $3000, embedded.
Member accumulators before Claim 1:
- Member deductible YTD: 900.00
- Member OOPM YTD: 900.00
- Family deductible YTD: 900.00
- Family OOPM YTD: 900.00
Claim 1:
- Service: Emergency department visit resulting in inpatient admission, in-network.
- Network: In-network.
- Allowed amount: 6400.00.
- Disposition: Admitted as an inpatient from the emergency department.
We need to determine member responsibility and plan paid for Claim 1.
Plan document says:
- 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.
Since the claim disposition is admitted as inpatient from ED, the ER copay is waived. So the visit is subject to deductible and coinsurance (in-network: 20% member / 80% plan after deductible).
So we need to apply deductible first, then coinsurance.
Member deductible accumulator before claim: 900.00. Individual deductible in-network is 1500.00. Embedded structure. So member has 1500 - 900 = 600.00 remaining individual deductible.
Since it's an in-network service subject to deductible and coinsurance, the allowed amount of 6400.00 flows through deductible.
How much deductible applies? Up to remaining deductible: 600.00. So deductible applied = 600.00.
After deductible, remaining allowed amount = 6400.00 - 600.00 = 5800.00.
Coinsurance: 20% member, 80% plan. Member coinsurance = 5800.00 * 0.20 = 1160.00. Plan pays = 5800.00 * 0.80 = 4640.00. Plus plan pays the deductible portion? No, plan pays 80% of remaining after deductible. But total plan paid = allowed amount - member responsibility.
Member responsibility = deductible applied + coinsurance amount + any copay. Copay = 0 (waived). So member responsibility = 600.00 + 1160.00 = 1760.00.
Plan paid = 6400.00 - 1760.00 = 4640.00.
Check OOPM: Individual in-network OOPM is 6000.00. Member OOPM YTD before claim: 900.00. Does deductible count toward OOPM? Usually yes, unless plan says otherwise. The plan 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 standard is that deductible counts toward OOPM. However, we need to be careful: The plan document says "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." It doesn't explicitly state that deductible counts toward OOPM. But typical ACA plans and most plans count deductible toward OOPM. The prompt says: "Accumulator: the running year-to-date total of a member's deductible or OOPM." But we need to see if the plan document says they count. Usually they do. Let's read carefully.
Plan document: "Member cost share" section: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." This implies that other forms of cost share (deductible, coinsurance) do credit the OOPM. Also, the definition of OOPM: "the ceiling on member cost share for the plan year." Deductible is member cost share. So it counts.
Thus, after claim, member OOPM = 900.00 + 1760.00 = 2660.00. Wait, but does the deductible portion count? Yes. So ending member OOPM = 2660.00.
Member deductible after claim = 1500.00 fully met. So ending_member_deductible = 1500.00.
But the required keys:
- member_responsibility: total for FINAL claim listed. Since only Claim 1, it's 1760.00.
- plan_paid: 4640.00.
- deductible_applied: 600.00.
- copay_amount: 0.00.
- coinsurance_amount: 1160.00.
- ending_member_deductible: 1500.00.
- ending_member_oopm: 2660.00.
Wait, we need to double-check the exact wording: "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". So yes, waived.
Now, is there any family deductible consideration? The structure is embedded. The family deductible is 3000. The family deductible credited YTD is 900. After this claim, family deductible credited becomes 900 + 600 = 1500. But the question doesn't ask for family accumulators. It asks for ending_member_deductible and ending_member_oopm. So we only need individual.
But let's verify if OOPM is per individual or family. The required key is ending_member_oopm, which is the member's out-of-pocket accumulator. That suggests individual OOPM. The plan document says Individual OOPM in-network is 6000. So we track member's individual OOPM accumulation.
Before claim: 900. After claim: 900 + 1760 = 2660. Since 2660 < 6000, no OOPM cap applied. Good.
But wait: does the member's OOPM accumulator before claim include the 900 deductible? The prompt says "Member out-of-pocket credited year to date 900.00". Since the deductible is 900, that 900 likely is the deductible amount that has been credited. So yes, OOPM includes deductible.
Now, check if any other nuance: The plan says "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." This doesn't affect our in-network claim.
Also, "Preventive care... not subject to deductible..." irrelevant.
Basis of payment: member cost share is from allowed amount. We used allowed amount.
Now, rounding: 5800 * 0.20 = 1160.00 exactly. 5800 * 0.80 = 4640.00 exactly.
So final JSON:
{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Double-check: member_responsibility + plan_paid = 1760 + 4640 = 6400 = allowed amount. Good.
Wait, is there any possibility that the ER visit subject to deductible and coinsurance means that the deductible is applied first, but the OOPM might limit the coinsurance? Since OOPM before claim is 900, and remaining OOPM is 6000 - 900 = 5100. The member responsibility for this claim is 1760, which is less than 5100, so no OOPM cap.
But what if the 900 OOPM already includes some copays? It's just a number; we take it as given.
One more nuance: The plan says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." It does not explicitly say that deductible credits OOPM. However, in standard insurance, deductible counts toward OOPM. The prompt's glossary defines OOPM as "the ceiling on member cost share for the plan year." Deductible is member cost share. So it counts. Also, the accumulator for OOPM would logically include deductible. If the plan intended otherwise, it would say "deductible does not count toward OOPM." Since it doesn't, we assume it does.
But let's consider if the plan's OOPM accumulator before claim (900) is separate from deductible. The prompt says "Member out-of-pocket credited year to date 900.00". If deductible didn't count toward OOPM, then the OOPM accumulator would be from copays/coinsurance only. But we have no info about that. The most straightforward reading is that the 900 OOPM includes the 900 deductible. Because otherwise we have no way to know what contributed to it. So we just add the member responsibility of this claim (1760) to the prior OOPM (900) to get 2660.
But is there any rule about embedded deductible affecting OOPM? No.
Also, is the family OOPM relevant? No, the key asks for member OOPM.
Everything seems straightforward.
But let's consider if the ER visit resulting in admission is treated as an inpatient admission, which might have different cost sharing (e.g., no copay, deductible and coinsurance). The plan explicitly says "Emergency room ... WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance". So that's exactly what we did.
Wait, is there a separate inpatient deductible or coinsurance? No, the plan just says "subject to the deductible and coinsurance". So the general deductible and in-network coinsurance apply.
One more nuance: The allowed amount is 6400. Is there any chance the deductible is applied to the allowed amount before coinsurance? Yes, that's what we did.
Compute again:
Allowed = 6400.
Remaining deductible = 1500 - 900 = 600.
Deductible applied = min(6400, 600) = 600.
Remaining after deductible = 6400 - 600 = 5800.
Coinsurance member = 5800 * 0.20 = 1160.
Plan pays = 5800 * 0.80 = 4640.
Member total = 600 + 1160 = 1760.
Check ending deductible: 900 + 600 = 1500. So fully met.
Check ending OOPM: 900 + 1760 = 2660.
All numbers have two decimal places.
Thus answer.
Wait, I should check if there is any family deductible that could be satisfied before the individual, affecting anything. The structure is 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 the individual deductible is the primary threshold for this member. Since the individual deductible is not yet met, the family deductible being at 900 doesn't matter. After the claim, family deductible credited = 900 + 600 = 1500. Still not met. So no effect.
I think that's all.
One more check: the prompt says "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not '1234.5 dollars'." So in JSON, numbers should be like 1760.00. JSON numbers don't have quotes. The format is standard JSON. So 1760.00 is fine? Wait, JSON numbers don't require trailing zeros, but the prompt says "Report every dollar amount as a plain number with two decimal places". So 1760.00 is correct. But does JSON allow 1760.00? Yes, it's a number. Some parsers might treat it as 1760.0, but the string representation should have two decimal places? The grader is mechanical. It probably parses JSON numbers and compares numeric values. But to be safe, we should include the trailing zeros as part of the number literal. JSON spec allows fractions.
So final JSON:
```json
{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
```
I will output exactly that.
Wait, is there any possibility that the OOPM is capped at the individual amount and the family OOPM is 12000? The member OOPM is 6000. So ending_member_oopm is 2660.00.
Double-check: what if the OOPM accumulator before claim (900) is not including deductible? Let's examine the prompt: "Member deductible credited year to date ... 900.00. Member out-of-pocket credited year to date 900.00." If deductible didn't count toward OOPM, these could be different. They happen to be the same here, which suggests the member has only incurred deductible so far, no copays or coinsurance. That supports the interpretation that the 900 OOPM is from the deductible. So adding the deductible and coinsurance from this claim is correct.
Alternatively, if deductible did not count toward OOPM, then the OOPM accumulator would remain 900 + 1160 = 2060. But that would be unusual. Let's see if the plan document says anything explicit. It says: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." This is the only mention of OOPM accumulation. It doesn't say deductible credits OOPM, but it's standard. The glossary says: "Out-of-pocket maximum (OOPM): the ceiling on member cost share for the plan year. Once reached, the plan pays 100% of the allowed amount for covered in-network services." It doesn't define what counts, but "member cost share" includes deductible, coinsurance, and copays. The only thing excluded is premiums and non-covered services. So yes, deductible counts.
I think it's solid.
One more thing: "member_responsibility plus plan_paid must equal the allowed amount of the final claim." 1760 + 4640 = 6400. Yes.
Alright.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,477 tokens
We need to adjudicate Claim 1. Plan document: Bluebonnet PPO 1500. Need to output JSON with specific keys for the FINAL claim listed, which is Claim 1. So compute member responsibility, plan paid, deductible applied, copay amount, coinsurance amount, ending_member_deductible, ending_member_oopm.
Given accumulators before Claim 1:
Member deductible credited YTD: 900.00
Member OOPM credited YTD: 900.00
Family deductible credited YTD: 900.00
Family OOPM credited YTD: 900.00
Claim 1: 2026-05-14. Service: Emergency department visit resulting in inpatient admission, in-network. Network: In-network. Billed charge: 12160.00. Allowed amount: 6400.00. Disposition: Admitted as an inpatient from the emergency department.
Plan rules:
- Emergency room copay: 400.00, WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance.
Since admitted, the ER visit is subject to deductible and coinsurance (in-network). So no copay.
- In-network preventive services without cost share are paid 100%, but this is not preventive.
- Allowed amount is basis. So allowed = 6400.00.
- Deductible: individual in-network = 1500.00. Embedded: individual satisfies on own. Member has 900.00 credited toward deductible. Remaining deductible = 1500 - 900 = 600.00.
- Since admitted, subject to deductible and coinsurance in-network: after deductible, coinsurance is 20% member / 80% plan.
- OOPM individual in-network = 6000.00. Member OOPM credited YTD = 900.00. So remaining OOPM = 5100.00.
We need to see how much of the allowed amount goes to deductible, then coinsurance on remainder, ensuring OOPM cap.
Step 1: Deductible application. Allowed amount = 6400.00. Member deductible remaining = 600.00. So apply 600.00 to deductible. After deductible applied, remaining allowed = 6400 - 600 = 5800.00.
Step 2: Coinsurance on remaining 5800.00 at 20% member = 1160.00. Plan pays 80% = 4640.00.
Check OOPM: Member responsibility total = deductible 600 + coinsurance 1160 = 1760.00. Current OOPM before claim = 900.00. After adding 1760, OOPM = 2660.00, which is below 6000.00. So no OOPM cap triggered. (Also note that family OOPM is 12000, family OOPM YTD 900, after this member's 1760 family OOPM = 2660, well below 12000.)
Also note: Are there any special rules for inpatient admission after ED? The plan says "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." It says "the visit" — so the ED visit is subject to deductible and coinsurance. We treat the allowed amount of 6400.00 as the amount for that visit.
Thus:
- member_responsibility = 1760.00
- plan_paid = 6400.00 - 1760.00 = 4640.00 (or 80% of 5800 = 4640). Yes.
- deductible_applied = 600.00
- copay_amount = 0.00 (waived)
- coinsurance_amount = 1160.00
- ending_member_deductible = 900.00 + 600.00 = 1500.00 (individual deductible now fully met). Note: Since embedded, family deductible also gets credited. The family deductible accumulator becomes 900 + 600 = 1500.00. But the key asks for "ending_member_deductible". Wait: The accumulator is "Member deductible credited year to date" and "Family deductible credited year to date". The required key is "ending_member_deductible". Usually that means the member's deductible accumulator (the amount credited toward the member's individual deductible). After this claim, member has met the individual deductible: 1500.00. So ending_member_deductible = 1500.00.
But could it be that the "member deductible accumulator" is the remaining amount? No, the prompt says "Accumulator: the running year-to-date total of a member's deductible or OOPM." So it's the credited amount, not remaining. So ending_member_deductible = 1500.00.
- ending_member_oopm = 900.00 + 1760.00 = 2660.00. Note: Copays do not apply (0). Deductible and coinsurance count toward OOPM. So OOPM credited becomes 2660.00.
Double-check: Are there any family accumulator constraints? The plan document says "Embedded deductible: an individual deductible inside a family deductible; the individual amount can be satisfied on its own." So the family deductible is satisfied once total family credits reach family amount (3000) or individual amount is satisfied. Since we only have one member's claim, the family deductible credited is 1500 after claim. But the question only asks for ending_member_deductible and ending_member_oopm. So we don't need family.
Wait, the prompt's required keys: "ending_member_deductible" and "ending_member_oopm". It does not ask for family. So just member.
Let's ensure the numbers add up:
member_responsibility + plan_paid = 1760.00 + 4640.00 = 6400.00 = allowed amount. Good.
Deductible applied: 600.00.
Copay: 0.00.
Coinsurance: 1160.00.
Member responsibility = deductible_applied + copay_amount + coinsurance_amount? Usually yes. 600 + 0 + 1160 = 1760. Good.
Now check if any OOPM cap would affect coinsurance. Since member OOPM after claim would be 2660 < 6000, no cap. So plan pays full 80% of remainder.
One nuance: Does the plan require that OOPM includes the deductible? Yes, OOPM is the ceiling on member cost share for the plan year. Deductible counts toward OOPM. So adding 600 to OOPM is correct.
Another nuance: Does the family OOPM or family deductible affect anything? Since embedded individual deductible, the member's claim is measured against individual deductible. No family aggregate constraints. So fine.
Thus final JSON:
{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Wait, the prompt says: "Use JSON null, not the string 'null', for a value you are told to leave empty." Not relevant.
Make sure numbers have two decimal places. JSON numbers can be represented as 1760.00? In JSON, 1760.00 is valid but same as 1760. However, the grader likely expects numbers with two decimals. Usually they parse JSON numbers, which don't preserve trailing zeros, but the instruction says "Report every dollar amount as a plain number with two decimal places". In JSON, 1760.00 is a number literal that evaluates to 1760. But in the raw text, it includes ".00". The grader might compare the raw string or parse as number. To be safe, include ".00". JSON allows it.
Double-check if there is any other rule: "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." This is relevant for OON, but here it's in-network. So threshold is 1500.
Also, the ER visit resulting in admission: "in which case the visit is subject to the deductible and coinsurance". Does the deductible apply to the whole allowed amount? Yes, because the visit is subject to deductible and coinsurance. So the allowed amount is 6400, minus deductible, then coinsurance. That is what we did.
One more nuance: The plan says "Emergency room 400.00 copay, WAIVED if the visit results in an inpatient admission". So copay is waived. We set 0.00.
Is there any separate cost share for the inpatient admission itself? The claim is for the emergency department visit. It says "Emergency department visit resulting in inpatient admission". The disposition is admitted. So it's one claim for the ED visit. We adjudicate that claim. The plan's wording suggests the ED visit is treated differently if admitted. It doesn't mention separate inpatient cost share. So we just apply deductible and coinsurance to the allowed amount of the ED visit.
Therefore, the answer seems straightforward.
Let's think about whether the deductible applied should be limited by allowed amount. Since allowed is 6400 > 600 remaining deductible, it's 600. Good.
Coinsurance = 20% of (6400 - 600) = 20% of 5800 = 1160.00. Rounding? 5800 * 0.20 = 1160. Exact. No rounding issues.
Check ending_member_deductible: It's a running total. Starting was 900. Applied 600. So 1500.00. This meets the individual deductible. After this, any future claims would not have deductible (unless family OOP or other, but individual is met).
Check ending_member_oopm: Starting 900. Member responsibility total = 1760. So 2660.00.
Are we sure OOPM starts at 900? The prompt says "Member out-of-pocket credited year to date 900.00". Yes.
Everything seems consistent.
Wait, the plan says: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." So if there were a copay, it would not count toward deductible but would count toward OOPM. Here copay is 0, so no effect.
Also, "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered in-network services." Not reached.
Thus final answer as JSON.
One more check: Is there any scenario where the family deductible being embedded matters for the calculation of member responsibility? The embedded deductible means the individual can satisfy their own deductible. The family deductible is 3000. But the member only has 1500 individual. Since the member's own deductible is embedded, the claim uses the individual deductible. So we did that.
What about the family deductible accumulator? Not asked.
I think it's correct.
Let's format exactly as required: one fenced JSON code block, nothing else.
```json
{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
```json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,281 tokens
The user wants me to adjudicate a single claim (Claim 1) based on the provided plan document and member accumulators.
Key facts:
- Plan: Bluebonnet PPO 1500
- Plan year: 2026-01-01 to 2026-12-31
- Member accumulators before Claim 1:
- Member deductible YTD: 900.00
- Member OOPM YTD: 900.00
- Family deductible YTD: 900.00
- Family OOPM YTD: 900.00
- Claim 1: 2026-05-14
- Service: Emergency department visit resulting in inpatient admission, in-network
- Network: In-network
- Billed charge: 12160.00
- Allowed amount: 6400.00
- Disposition: Admitted as an inpatient from the emergency department
Plan rules to apply:
- Deductible:
- Individual in-network: 1500.00 (embedded structure)
- Family in-network: 3000.00 (embedded structure)
- Member deductible balance: 1500.00 - 900.00 = 600.00 remaining for individual.
- Since embedded, the individual deductible can be satisfied on its own. The family deductible is 3000.00 with 900.00 credited so far.
- OOPM:
- Individual in-network: 6000.00
- Family in-network: 12000.00
- Member OOP balance: 6000.00 - 900.00 = 5100.00 remaining.
- Cost share for 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.
Since the disposition says "Admitted as an inpatient from the emergency department", the ER copay is waived. So the visit is subject to deductible and coinsurance.
Allowed amount: 6400.00
Step 1: Apply deductible.
Remaining member deductible before claim: 1500.00 - 900.00 = 600.00.
Allowed amount is 6400.00.
So deductible applied = min(600.00, 6400.00) = 600.00.
Remaining allowed amount after deductible: 6400.00 - 600.00 = 5800.00.
Step 2: Apply coinsurance.
In-network coinsurance after deductible: 20% member / 80% plan.
Member coinsurance = 20% of 5800.00 = 1160.00.
Plan pays 80% of 5800.00 = 4640.00.
Step 3: Check OOPM.
Current member OOP before claim: 900.00.
This claim adds: deductible 600.00 + coinsurance 1160.00 = 1760.00.
New OOP: 900.00 + 1760.00 = 2660.00.
This is well below the individual OOPM of 6000.00. So no OOPM capping needed.
Wait, let me double-check: OOPM includes deductible and coinsurance. Does the plan specify if copays count? It says "Copays always credit the out-of-pocket maximum." So yes, copays count, but there is no copay here because it was waived.
Also need to consider family deductible? The plan has 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."
Since it's embedded, the individual deductible applies first. The family deductible is 3000.00, currently at 900.00. The member is part of the family. Since we track member deductible balance against individual amount for in-network services, and the prompt says "The amount above is the threshold that balance is measured against when the service is out-of-network." Actually, wait. Let me re-read carefully.
"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."
Wait, this is slightly ambiguous. "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."
What amount? The out-of-network (individual) amount? 3000.00?
For in-network, the threshold is presumably the individual in-network amount (1500.00) because it's embedded. The plan says the individual satisfies the individual deductible on their own. So for an in-network service, the member's deductible balance is measured against the individual in-network amount (1500.00).
So before claim, member has 900.00 credited toward deductible. Remaining individual deductible: 600.00.
After claim:
- Deductible applied: 600.00
- Coinsurance amount: 1160.00 (20% of 5800)
- Copay amount: 0.00 (waived)
- Member responsibility: 600.00 + 1160.00 = 1760.00
- Plan paid: Allowed amount - member responsibility = 6400.00 - 1760.00 = 4640.00
Alternatively, plan pays 80% of 5800 = 4640.00. Correct.
Ending member deductible accumulator: previous 900.00 + 600.00 = 1500.00. (Satisfied)
Ending member oopm accumulator: previous 900.00 + 1760.00 = 2660.00.
Let me re-read the ER rule: "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"
Yes, so waived. Subject to deductible and coinsurance. No copay.
Are there any other nuances? "Preventive care: In-network preventive services required to be covered without cost share..." This is an ER visit, not preventive.
"Basis of payment: Member cost share is calculated from the ALLOWED amount." Yes, used 6400.00.
Are there any family accumulator impacts? The question asks for ending_member_deductible and ending_member_oopm. It does not ask for family accumulators. The required keys are:
- member_responsibility
- plan_paid
- deductible_applied
- copay_amount
- coinsurance_amount
- ending_member_deductible
- ending_member_oopm
Let me verify the numbers:
Allowed amount: 6400.00
Deductible remaining: 1500.00 - 900.00 = 600.00
Deductible applied: 600.00
Remaining after deductible: 6400.00 - 600.00 = 5800.00
Member coinsurance: 0.20 * 5800.00 = 1160.00
Plan pays: 0.80 * 5800.00 = 4640.00
Member responsibility: 600.00 + 1160.00 = 1760.00
Check: 1760.00 + 4640.00 = 6400.00. Correct.
Ending member deductible: 900.00 + 600.00 = 1500.00
Ending member oopm: 900.00 + 1760.00 = 2660.00
Copay amount: 0.00
Format: plain numbers with two decimal places. JSON.
Let me consider if the deductible is aggregate or embedded. It explicitly 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." This means the member only needs to meet 1500.00 individual deductible for their own in-network services. Since the member had 900.00 credited, 600.00 remains. Correct.
What about the sentence: "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."
This just means there is one running balance per member, not separate buckets for INN and OON. The threshold for OON is 3000.00. The threshold for INN is presumably 1500.00 as per embedded individual amount. This seems consistent.
One final check: does the member responsibility get capped by OOPM during the claim? Before claim, OOPM is 900. The claim would add 1760. Total 2660. OOPM is 6000. No cap.
Everything seems straightforward.
Required keys mapping:
member_responsibility -> 1760.00
plan_paid -> 4640.00
deductible_applied -> 600.00
copay_amount -> 0.00
coinsurance_amount -> 1160.00
ending_member_deductible -> 1500.00
ending_member_oopm -> 2660.00
I need to ensure the JSON is exactly one fenced code block and nothing else.
```json
{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
```
Wait, the output contract says: "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not "1234.5 dollars"."
In JSON, numbers like 1760.00 are valid and should parse fine.
One thought: Is the deductible satisfied by the full 600, but does the plan require that the family deductible also be considered? With embedded, no. The individual amount is what matters for this member's services until the family total reaches 3000. But the family total is currently 900. The claim adds 600. Family total becomes 1500. Still below 3000. But the individual deductible is now met (1500). So future claims for this member would not be subject to deductible (unless OON). Correct.
Another thought: Is the ER copay truly 0 or just replaced? The text says "WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance". So it is replaced by deductible/coinsurance logic. Copay is 0.
Everything looks good. json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Luna · OpenAI2.9s · 156 out | 2.6s · 150 out | 2.4s · 152 out
Reasoning · 78 tokens
**Calculating copays and deductibles**
Okay, I need to work through the calculations. The ER copay is waived due to the admission, but there's a deductible that applies. The member's deductible is 900, so with a threshold of 1500, that leaves 600 to be covered. The remaining allowed amount is 5800, and with 20% coinsurance, that would be 1160. The member pays 1760, and the plan covers 4640. The out-of-pocket total prior is 900 plus 1760, which equals 2660. I need to prepare this in JSON format.json{"member_responsibility":1760.00,"plan_paid":4640.00,"deductible_applied":600.00,"copay_amount":0.00,"coinsurance_amount":1160.00,"ending_member_deductible":1500.00,"ending_member_oopm":2660.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 72 tokens
**Calculating healthcare costs**
I need to calculate the costs involved here. The emergency room copay was waived due to admission, and the deductible left is $600. The allowed amount is $6,400, meaning there's $5,800 remaining after the deductible. With a 20% coinsurance, that's $1,160, making the plan cover $4,640 while the member’s part is $1,760. Adding the previous out-of-pocket amount of $900 gives $2,660. I also need to ensure the JSON has exact decimal points.json{"member_responsibility":1760.00,"plan_paid":4640.00,"deductible_applied":600.00,"copay_amount":0.00,"coinsurance_amount":1160.00,"ending_member_deductible":1500.00,"ending_member_oopm":2660.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 74 tokens
**Calculating healthcare costs**
I need to calculate some healthcare numbers. The ER copay is waived due to admission, and there’s a deductible of $600 remaining. The allowed amount is $6,400, so after applying the deductible, there's $5,800 left. With a 20% coinsurance, that totals to $1,160. The member has a plan with a $1,760 limit and accumulates a deductible of $1,500, alongside an out-of-pocket maximum of $2,660. Getting these figures into JSON format is important.json{"member_responsibility":1760.00,"plan_paid":4640.00,"deductible_applied":600.00,"copay_amount":0.00,"coinsurance_amount":1160.00,"ending_member_deductible":1500.00,"ending_member_oopm":2660.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Flash · DeepSeek14.7s · 897 out | 7.3s · 1,268 out | 5.3s · 880 out
Reasoning · 792 tokens
We need to adjudicate Claim 1 only. The member has YTD accumulators before claim 1:
- Deductible credited: 900.00 (individual deductible threshold 1500)
- OOPM credited: 900.00 (individual OOPM 6000)
- Family deductible credited: 900.00 (family threshold 3000)
- Family OOPM credited: 900.00 (family threshold 12000)
Claim 1 is an emergency department visit resulting in inpatient admission, in-network. Plan document: Emergency room copay 400.00 is WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance. So the ED visit is treated as a service subject to deductible and coinsurance, no copay. Since it's in-network, coinsurance after deductible 20% member / 80% plan.
We need to apply deductible first. Member has 900 credited toward individual deductible. Remaining deductible to satisfy: 1500 - 900 = 600. The allowed amount is 6400. So after satisfying the deductible of 600, the remaining 5800 is subject to coinsurance at 20% member. Then member responsibility = deductible portion 600 + coinsurance 20% of 5800 = 1160. So total member = 1760. Plan pays the rest: 6400 - 1760 = 4640. But also need to update accumulators for final claim? The task asks for final claim (Claim 1) fields and ending accumulators after all claims (only claim 1).
Check if OOPM applies: member accumulates deductible and coinsurance toward OOPM. Copay would too, but here no copay. Member OOPM before: 900. After claim: add 1760 => 2660. That is below 6000. So no OOPM threshold reached.
Family deductible: total family credited 900. After claim, add deductible 600? Wait, the deductible applied to family? The plan has embedded family deductible. The claim is for the member. Individual deductible satisfied portion is also credited to family deductible. Family deductible threshold 3000. After claim, family deductible credited = 900 + 600 = 1500. But the claim only applies 600 to deductible because that's the remaining individual deductible. Since embedded, family accumulates the same credits. So ending family deductible would be 1500, but not asked. The required keys: ending_member_deductible, ending_member_oopm. We need member deductible accumulator after all claims. So member deductible credited = 900 + 600 = 1500 (now fully satisfied). Member OOPM credited = 900 + 1760 = 2660.
Also consider that the entire allowed amount might be covered at 100% for inpatient admission? No, the plan says ED visit subject to deductible and coinsurance when admitted. So our calculation stands.
Check: member responsibility + plan_paid must equal allowed 6400. 1760 + 4640 = 6400. Good.
Now required JSON keys: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm.
Values:
- member_responsibility: 1760.00
- plan_paid: 4640.00
- deductible_applied: 600.00
- copay_amount: 0.00 (waived)
- coinsurance_amount: 1160.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00
Double-check: The ED visit is subject to deductible and coinsurance, so no copay. Correct.
Now output JSON.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,169 tokens
We need answer only JSON. Need adjudicate Claim1 only? Task says "Report required fields for Claim 1." Need fields for final claim listed (Claim 1). Need compute member responsibility, plan paid, deductible applied, copay, coinsurance, ending member deductible, ending member OOPM after all claims (Claim1). Need account plan rules. Claim1: Emergency department visit resulting in inpatient admission, in-network. ED copay 400 waived if visit results in inpatient admission, in which case visit subject to deductible and coinsurance. So no copay. Service allowed 6400. Need apply deductible, coinsurance. Member has deductible YTD 900 before claim. Individual in-network deductible 1500 embedded? Since family deduct also mentioned. Member deductible credited 900. Family deductible credited 900. Need determine if deductible applies to this member for in-network. Embedded: individual satisfies their own; family satisfied once total family credits reach family amount. Family deductible 3000. Family YTD 900. Individual member deductible remaining 600 (1500-900). Family remaining 2100. Need apply $600 to member deductible? Since embedded, yes, each member's individual deductible threshold applies; family deductible also may be met once family total reaches 3000. But at claim, family 900, not met. The member's deductible is 1500 individual, with 900 credited. So remaining 600 applied from allowed. Then coinsurance 20% of remaining allowed 5800 = 1160 member. Plan pays 80% of 5800 = 4640. Total member responsibility 600 + 1160 = 1760. Deductible applied 600. Copay 0. Coinsurance 1160. Plan paid 4640. Ending member deductible: starting 900 + 600 = 1500.00. Ending member OOPM: starting 900 + member cost share? Copays and deductible/coinsurance/OOPM credits. Deductible applied 600 + coinsurance 1160 = 1760. Starting OOPM 900. Ending 2660.00. Need ensure family deductible credited too: family deductible credited YTD before Claim1 is 900, after Claim1 1500, but not required? They only require ending member deductible and ending member OOPM. But maybe "Member deductible credited year to date" means member's deductible accumulator, not family. The plan has family deductible. We have family deductible credited year to date 900. For claim, deductible applied to member also credits family. But ending_member_deductible likely member-specific. We should not include family. Need "ending_member_oopm" member-specific. Fine.
Need parse "Member cost share is calculated from ALLOWED amount. Amounts billed above allowed are not member's responsibility for in-network." So ignore billed.
Need "Copays do NOT credit deductible. Copays always credit OOPM." Here no copay.
Need "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." So copay_amount 0.00, coinsurance amount after deductible.
Need "Preventive care" irrelevant.
Need ensure "coinsurance after deductible, in-network 20% member / 80% plan" applies to entire ED/inpatient? Yes.
Need output exactly JSON with keys. Should values be numbers two decimals. Use 1760.00 etc.
Potential nuance: Deductible structure says "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." Hmm confusing: Individual in-network deductible 1500; family 3000; out-of-network individual 3000. They say "The amount above is the threshold that balance is measured against when the service is out-of-network." Actually maybe "The amount above" refers to out-of-network individual 3000? Anyway service in-network, threshold 1500. So above correct.
Need maybe include claim allowed: Plan paid + member_responsibility = allowed amount 6400.00. 1760 + 4640 = 6400. Good.
Potential issue: Family deductible embedded: The plan document has "Deductible 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." But there is no separate family accumulator output. How do we adjudicate? For a member under family coverage, before individual deductible is met, applies to member deductible until reached. Family deductible not reached at 900; after claim, family = 1500, still not 3000. So no difference. If family amount had been reached, could no longer apply member deductible? No, family deductible satisfied once family total reaches family amount, whichever comes first; but not reached. So no effect.
Need use "ending_member_deductible" after all claims. Since only Claim1, after applied 600: 1500.00. "ending_member_oopm": 900+600+1160 = 2660.00. Need maybe if member OOPM includes only member responsibility (deductible + coinsurance + copays), yes. Emergency copay waived so not included. Good.
Need produce only fenced JSON code block. Need include required keys in any order? likely okay. Use exactly key names. Need ensure no extra text. Final must be exactly one fenced JSON code block and nothing else. We'll output.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 781 tokens
We need answer JSON only. Need adjudicate claim 1. Need calculate final claim. Need understand plan.
We have member accumulators before Claim1: deductible credited YTD 900, OOPM 900. Family deductible 900, family OOPM 900. Claim1 ED visit resulting inpatient admission, in-network, allowed 6400, billed 12160. Since visit results in inpatient admission, ED copay WAIVED, subject to deductible and coinsurance. In-network coinsurance after deductible 20% member. Deductible individual 1500 embedded. Member already 900 toward deductible. Need apply claim:
Allowed 6400. Deductible remaining = 1500 - 900 = 600. Member pays 600 deductible. Remaining allowed = 6400 - 600 = 5800. Coinsurance 20% of 5800 = 1160. Member responsibility = 600 + 1160 = 1760. Plan pays = 6400 - 1760 = 4640. Deductible applied = 600. Copay amount = 0 because waived. Coinsurance = 1160. Accumulators after claim: deductible credited = 900 + 600 = 1500 (assuming only allowed amount credits deductible? Actually the member's allowed amount? In this claim yes all in-network allowed goes to deductible before coinsurance? Deductible credited with amounts paid by member for covered services at allowed rates? Need structure. Usually deductible amount applied counts toward deductible, yes 600. But maybe in this harness, "deductible credited year to date" equals member deductible paid? It was 900. Now after claim, ending member deductible 1500, because the 600 deduction applied. Is there any other amount that credits deductible? In this claim no other.
OOPM: member out-of-pocket credited YTD before claim = 900. Copays credit OOPM; deductible and coinsurance also credit OOPM. So add 1760 -> 2660. Family OOPM also add? But final claim keys only member. Need "ending_member_oopm" = 2660. "ending_member_deductible" = 1500.
Need ensure final claim only; member_responsibility plus plan_paid equals allowed amount final claim, yes 1760 + 4640 = 6400.
Need consider out-of-network? No, in-network.
Need verify ED waiver: "WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance" So no copay.
Need output JSON keys exactly, with numbers two decimals.
Also maybe there is nuance: Deductible "in-network 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." For in-network threshold 1500. Since claim in-network, threshold individual in-network 1500. Yes.
Need maybe include family deductible? Not asked for final. We don't need family keys.
Need consider accumulators "as of moment before Claim1". We don't need process Claim2 etc; only claim 1 listed. This task says claims in date order, report required fields for Claim 1. So final.
Let's craft JSON. Ensure no extra keys.
Need perhaps "deductible_applied" 600.00; "copay_amount" 0.00; "coinsurance_amount" 1160.00; "member_responsibility" 1760.00; "plan_paid" 4640.00; "ending_member_deductible" 1500.00; "ending_member_oopm" 2660.00.
Let's final.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Haiku 4.5 · Anthropic48.8s · 4,794 out | 30.1s · 3,155 out | 26.4s · 2,524 out
Reasoning · 4,680 tokens
Let me carefully work through this claim adjudication step by step.
**Member Status Before Claim 1:**
- Member deductible accumulated: 900.00 (out of 1500.00 individual deductible)
- Member OOPM accumulated: 900.00 (out of 6000.00 individual OOPM)
- Family deductible accumulated: 900.00 (out of 3000.00 family deductible)
- Family OOPM accumulated: 900.00 (out of 12000.00 family OOPM)
**Claim 1 Details:**
- Service: Emergency department visit resulting in inpatient admission, in-network
- Network: In-network
- Billed charge: 12160.00
- Allowed amount: 6400.00
- Result: Admitted as inpatient
**Key Plan Rules for This Claim:**
1. Emergency room copay is $400, BUT it is WAIVED if the visit results in inpatient admission
2. Since admission occurred, the ER copay is waived
3. The visit is subject to the deductible and coinsurance
4. In-network deductible: 1500.00 individual
5. In-network coinsurance: 20% member / 80% plan (after deductible is met)
6. The allowed amount is 6400.00
**Calculation:**
Step 1: Apply deductible
- Member deductible remaining: 1500.00 - 900.00 = 600.00
- Allowed amount: 6400.00
- Deductible applied to this claim: min(600.00, 6400.00) = 600.00
- This satisfies the individual deductible
Step 2: Calculate remaining allowed amount after deductible
- Remaining: 6400.00 - 600.00 = 5800.00
Step 3: Apply coinsurance
- 20%/80% split on 5800.00: member owes 1160.00, plan pays 4640.00
Step 4: Check against OOPM
- Member OOPM remaining: 6000.00 - 900.00 = 5100.00
- Total member cost so far: 600.00 + 1160.00 = 1760.00, which is under the 5100.00 cap, so no OOPM adjustment needed.
Step 5: ER copay waived since patient is admitted, so 0.00
Step 6: Total member responsibility = 600.00 + 0.00 + 1160.00 = 1760.00
Step 7: Plan paid = 6400.00 - 1760.00 = 4640.00
Ending deductible accumulator: 900.00 + 600.00 = 1500.00
Ending OOPM: 900.00 + 1760.00 = 2660.00
Checking: 1760.00 + 4640.00 = 6400.00 ✓ matches allowed amount
Now I need to report the required fields for Claim 1 based on the JSON keys the task requests.
Required keys: "member_responsibility", "plan_paid", "deductible_applied", "copay_amount", "coinsurance_amount", "ending_member_deductible", "ending_member_oopm" — where member/plan totals refer to the FINAL claim listed. Since Claim 1 is the only claim, it's also the final one, so these values apply directly.
Starting deductible: 900.00/1500.00, OOPM: 900.00/6000.00. Claim 1: $6400.00 allowed, in-network, ER visit with inpatient admission.
Key rule: ER copay is waived due to inpatient admission — service goes through deductible + coinsurance instead. Remaining deductible = 1500.00 - 900.00 = 600.00, so deductible applied = min(6400.00, 600.00) = 600.00.
Remaining balance after deductible: 6400.00 - 600.00 = 5800.00. Coinsurance split 20/80: member owes 5800.00 × 0.20 = 1160.00, plan pays 5800.00 × 0.80 = 4640.00.
Member total cost = deductible 600.00 + copay 0.00 (waived) + coinsurance 1160.00 = 1760.00. Plan pays 6400.00 - 1760.00 = 4640.00.
Updated accumulators: deductible 900.00 + 600.00 = 1500.00 (met), OOPM 900.00 + 1760.00 = 2660.00.
I should double-check whether the ER copay waiver rule actually applies here — need to verify the exact policy language around emergency room admission.
network deductible credits accumulate to a SINGLE member deductible balance." So credits from both in-network and out-of-network count toward one shared deductible pool. The "amount above" likely refers to the out-of-network deductible threshold figure mentioned earlier, used to measure against that single balance for out-of-network claims specifically.
Individual in-network: 1500.00, out-of-network: 3000.00, family in-network: 3000.00. So the threshold checked depends on network status of the service even though the balance itself is unified — 1500.00 applies for in-network claims, 3000.00 for out-of-network claims, with credits shared across both.
Claim 1 is in-network with 900.00 already accrued, threshold 1500.00, leaving 600.00 remaining — matching my earlier calculation.
I need to look closer at how the single balance works though. It seems the same running total applies to both network types, but with different caps: 1500.00 for in-network, 3000.00 for out-of-network. So using out-of-network services could push the shared balance higher before either threshold is fully met.
Or maybe simpler: crossing 1500.00 satisfies in-network deductible, but the balance keeps counting toward 3000.00 if out-of-network services are still being used.
Actually I think I'm overanalyzing this — "EMBEDDED" likely refers to individual vs. family deductible structure, not in-network vs. out-of-network. Rereading the plan: Individual (in-network) 1500.00, Family (in-network) 3000.00, Structure EMBEDDED meaning each individual satisfies their own deductible, or the family deductible is met once total family credits hit 3000.00, whichever happens first. There's likely a separate out-of-network individual deductible of 3000.00 listed separately.
Digging further: in-network and out-of-network credits both feed into one single member deductible balance — there isn't two separate running totals. The 3000.00 out-of-network figure is simply the threshold that balance gets compared to when the service happens to be out-of-network. So the same accumulated dollar amount gets checked against 1500.00 for in-network claims and against 3000.00 for out-of-network claims.
Given this claim is in-network, I compare the accumulated 900.00 against the 1500.00 threshold — meaning 600.00 remains before the deductible is met. Since the allowed amount (6400.00) far exceeds that, the entire 600.00 gap gets applied to the deductible.
Now checking the OOPM figures: individual in-network 6000.00, family in-network 12000.00, individual out-of-network 12000.00.
Since these buckets aren't described as combined, I'll treat the in-network OOPM (6000.00) separately. Adding the 1760.00 owed by the member to the existing 900.00 gives 2660.00 — still well under the 6000.00 cap, so no OOPM cap issue here.
So the final numbers stand: member owes 1760.00, plan covers 4640.00, with 600.00 going toward the deductible.
Double-checking: deductible goes from 900.00 to 1500.00 (900+600). OOPM goes from 900.00 to 2660.00 (900+1760, where 1760 = 600 deductible + 0 copay + 1160 coinsurance). Everything reconciles — member responsibility of 1760.00 matches, and plan paid should be 6400.00 minus that 1760.00.
Confirming the ER copay logic once more: the tier states a 400.00 copay that's waived when the visit leads to inpatient admission, in which case deductible and coinsurance apply instead. Since this claim shows the patient was admitted as an inpatient from the ED, the copay is waived and the visit falls under deductible/coinsurance rules — so copay = 0.00, consistent with what I calculated.
Checking the copay/deductible interaction: copays don't credit toward the deductible but do credit the OOPM, though this is moot here since the copay is 0.00.
Final figures: member_responsibility 1760.00, plan_paid 4640.00, deductible_applied 600.00, copay_amount 0.00, coinsurance_amount 1160.00, ending_member_deductible 1500.00, ending_member_oopm
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 3,040 tokens
Let me work through this step by step.
First, let me understand the member's situation:
- Plan year: 2026-01-01 to 2026-12-31
- This is an embedded deductible structure (individual and family)
- Individual deductible: 1500.00
- Family deductible: 3000.00
- Individual OOPM: 6000.00
- Family OOPM: 12000.00
Year-to-date accumulators BEFORE Claim 1:
- Member deductible: 900.00
- Member OOPM: 900.00
- Family deductible: 900.00
- Family OOPM: 900.00
Claim 1 details:
- Service: Emergency department visit resulting in inpatient admission, in-network
- Network: In-network
- Billed: 12160.00
- Allowed: 6400.00
- Disposition: Admitted as inpatient
Now, let me determine the member cost share rules for this claim.
The plan document states:
"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"
Since this ED visit resulted in an inpatient admission, the 400.00 copay is WAIVED. Instead, the visit is subject to the deductible and coinsurance.
The service is in-network, so:
- Coinsurance: 20% member / 80% plan after deductible
- The visit is not marked as preventive, so it's subject to deductible
Let me calculate:
1. Allowed amount: 6400.00
2. Member has credited 900.00 toward the individual deductible (which is 1500.00)
3. Remaining deductible: 1500.00 - 900.00 = 600.00
Since 6400.00 exceeds the 600.00 remaining, the full remaining deductible applies:
- Deductible applied: 600.00
- Remainder subject to coinsurance: 6400.00 - 600.00 = 5800.00
- Member coinsurance (20%): 5800.00 × 0.20 = 1160.00
- Plan coinsurance (80%): 5800.00 × 0.80 = 4640.00
So member owes 600.00 (deductible) + 1160.00 (coinsurance) = 1760.00, with copay waived at 0.00.
Plan paid: 4640.00. Check: 1760.00 + 4640.00 = 6400.00 ✓
Updating accumulators:
- Deductible: 900.00 + 600.00 = 1500.00 (hits individual limit)
- OOP: 900.00 + 1760.00 = 2660.00 (below 6000.00 individual OOPM)
Let me reconsider the task instructions — it mentions reporting fields for Claim 1, but I should verify whether it actually wants the final claim in the list instead.
The task family instructions specify "member_responsibility" and "plan_paid" as totals for the FINAL claim listed, alongside ending accumulators after all claims. I need to check the actual end-of-task instruction to confirm whether this scenario only has one claim, in which case Claim 1 is also the final claim.
Given a single claim scenario, Claim 1 serves as both first and final claim, so my computed values should stand:
- Member responsibility: 600.00 (deductible) + 1160.00 (coinsurance) + 0.00 (copay waived) = 1760.00
- Plan paid: 4640.00 (coinsurance portion)
- Ending deductible: 1500.00
- Ending OOPM: 2660.00
Since copays don't credit the deductible but do credit the OOPM, and this copay is waived entirely, it contributes 0.00 either way. OOPM starts at 900.00, adds 600.00 deductible + 1160.00 coinsurance = 2660.00, confirming my figure.
Now checking family deductible structure — the plan uses an embedded design.
With individual deductible at 1500.00 (now fully met) and family at 3000.00: family deductible was at 900.00, this claim adds 600.00, bringing it to 1500.00 — halfway to the family limit.
Same logic applies to the family OOPM: starting at 900.00, adding the member's 1760.00 responsibility brings the family total forward.
OOPM: 900.00 + 1760.00 = 2660.00, still under the 12000.00 family cap.
Draft answer:
```json
{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
```
But I should double check the ER copay rule — it's waived if the visit leads to inpatient admission, which changes things.
Since this claim's disposition is "Admitted as an inpatient from the emergency department," the 400.00 copay doesn't apply; instead deductible and coinsurance kick in as I calculated.
I should also verify the primary care office visit copay of 30.00 doesn't come into play here since this is an ER/inpatient scenario, not an office visit.
ived, deductible and coinsurance apply.
Re-reading the service line: "Emergency department visit resulting in inpatient admission." This is likely just the ED visit component (allowed 6400.00 on a 12160.00 billed charge), not the full inpatient stay—an actual admission would run much higher. The wording just clarifies that admission occurred, triggering the copay waiver.
So my calculation stands: copay waived, deductible and coinsurance apply to the 6400.00 allowed amount.
Preventive care rules don't apply here since an ED visit isn't preventive.
Confirming the final numbers:
- member_responsibility: 1760.00
- plan_paid: 4640.00
- deductible_applied: 600.00
- copay_amount: 0.00
- coinsurance_amount: 1160.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00
Checking: 1760.00 + 4640.00 = 6400.00, matches allowed amount.
deductible_applied + coinsurance_amount + copay_amount = 600.00 + 1160.00 + 0.00 = 1760.00, matches member responsibility. Deductible went from 900.00 to 1500.00, and OOPM went from 900.00 to 2660.00. All consistent.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,409 tokens
Let me work through this claim adjudication step by step.
**Initial Member Accumulators (before Claim 1):**
- Member deductible credited: 900.00
- Member OOPM credited: 900.00
- Family deductible credited: 900.00
- Family OOPM credited: 900.00
**Claim 1 Details:**
- Service: Emergency department visit resulting in inpatient admission, in-network
- Network: In-network
- Billed charge: 12160.00
- Allowed amount: 6400.00
- Disposition: Admitted as an inpatient
**Plan Rules that Apply:**
1. **Emergency room copay**: 400.00 copay, BUT **WAIVED if the visit results in an inpatient admission**. In this case, the visit results in an inpatient admission, so the copay is waived.
2. Since the copay is waived, the service is subject to:
- Deductible
- Coinsurance (20% member / 80% plan for in-network)
3. **Deductible structure**: EMBEDDED - individual deductible is 1500.00, family deductible is 3000.00
4. **Out-of-pocket maximum**: Individual (in-network) is 6000.00, Family (in-network) is 12000.00
5. **Basis of payment**: Member cost share calculated from ALLOWED amount (6400.00), not billed charge (12160.00)
**Adjudication of Claim 1:**
Current member deductible accumulated: 900.00
Member deductible remaining: 1500.00 - 900.00 = 600.00
Since the allowed amount is 6400.00 and the member still needs to satisfy 600.00 of their individual deductible:
applying that first brings the deductible to 1500.00, and this counts toward OOPM.
Remaining allowed after deductible: 6400.00 - 600.00 = 5800.00. Coinsurance splits this 20/80: member owes 1160.00, plan pays 4640.00.
Total member responsibility: 600.00 deductible + 1160.00 coinsurance = 1760.00, no copay since it's waived.
Now checking plan payment - initially I added 600.00 as if the plan covers the deductible too, giving 5040.00, but that's wrong. The deductible is entirely member-paid per the glossary definition, so the plan only pays the coinsurance share.
Redoing this: member pays 600.00 deductible, then coinsurance splits the remaining 5800.00 at 20/80 — member owes 1160.00, plan covers 4640.00. Total member responsibility: 600.00 + 1160.00 = 1760.00, and plan pays 4640.00 for this claim.
Sanity check: 1760.00 + 4640.00 = 6400.00, matches the allowed amount.
Updating accumulators: deductible now satisfied at 900.00 + 600.00 = 1500.00, and OOPM climbs to 900.00 + 1760.00 = 2660.00 (no copay to add here since it's waived).
00 (the full deductible amount met)
- New accumulator: 900.00 + 600.00 = 1500.00
So the running totals update to 1500.00 for deductible and 2660.00 for OOPM, with this claim contributing 600.00 to deductible and 1760.00 total (600 deductible + 1160 coinsurance) to OOPM.
Verifying: 1760.00 + 4640.00 = 6400.00 checks out, and member responsibility breaks down correctly as deductible plus coinsurance since copay was waived.
Rereading the ER rule: copay waived if inpatient admission results, with the visit then subject to deductible and coinsurance instead. This confirms my calculation approach was correct - proceeding to verify the starting state before finalizing.
Deductible remaining = 1500.00 - 900.00 = 600.00, applied first to OOPM and deductible. Remaining allowed = 6400.00 - 600.00 = 5800.00, split 20/80: member owes 1160.00, plan owes 4640.00. Member total = 600.00 + 1160.00 = 1760.00, plan pays 4640.00.
Deductible now fully met at 1500.00, and OOPM reaches 900.00 + 600.00 + 1160.00 = 2660.00. Checks out.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}67GLM-5.3 Flash · Z.ai4.0s · 155 out | 10.9s · 193 out | 10.8s · 613 out
Reasoning · 36 tokens
Deductible remaining 600. Applied 600. Remaining 5800 ×20% = 1160. Member 1760. Plan 4640. OOPM ending 900+1760=2660. Deductible ending 1500.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 57 tokens
Deductible: 1500-900=600 applied. Remaining 5800 coins 20% = 1160 member, plan 4640. Check OOPM: 600+1160=1760 < 6000. Member resp 1760, plan 4640. Deductible 600, copay 0 (waived), coins 1160. Ending deductible 1500, OOPM 1760.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1760.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 1760,
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}Reasoning · 515 tokens
Let me work through this.
Plan: Bluebonnet PPO 1500. Individual in-network deductible: 1500.00. OOPM individual in-network: 6000.00. Coinsurance after deductible in-network: 20% member / 80% plan.
Member accumulators before Claim 1:
- Deductible credited YTD: 900.00
- OOP credited YTD: 900.00
- Family deductible: 900.00
- Family OOP: 900.00
Claim 1: Emergency department visit resulting in inpatient admission, in-network. Allowed 6400.00. Disposition: admitted as inpatient from ED.
Rule: ER copay 400.00, WAIVED if visit results in inpatient admission, in which case the visit is subject to deductible and coinsurance.
So no copay. Subject to deductible and coinsurance.
Deductible: member has 900.00 credited, individual deductible 1500.00. Embedded structure. Remaining deductible: 1500 - 900 = 600.00.
So deductible applied: 600.00. Remaining allowed after deductible: 6400 - 600 = 5800.00. Coinsurance 20% member: 1160.00. Plan pays 80%: 4640.00.
Member responsibility: 600 + 1160 = 1760.00. Plan paid: 4640.00. Total: 6400.00. ✓
Check OOPM: member OOP after = 900 + 1760 = 2660.00, below 6000. No OOPM cap triggered mid-claim.
Family deductible: 900 + 600 = 1500 family credited, but family deductible is 3000; not relevant for individual since embedded and individual satisfied at 1500. Member deductible accumulator after: 900 + 600 = 1500.00.
Ending member OOPM accumulator: 900 + 1760 = 2660.00.
Fields:
- member_responsibility: 1760.00
- plan_paid: 4640.00
- deductible_applied: 600.00
- copay_amount: 0.00
- coinsurance_amount: 1160.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2660.00json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}67Qwen3.8 Flash · Alibaba24.1s · 1,259 out | 11.8s · 657 out | 7.0s · 675 out
Reasoning · 1,136 tokens
We need answer JSON only. Need adjudicate claim 1. Need reason carefully.
Plan: Bluebonnet PPO 1500. Member accumulators before claim 1: member deductible credited 900, member OOP 900, family deductible 900, family OOP 900.
Claim1: ED visit resulting in inpatient admission, in-network, allowed 6400. ER copay 400 waived if visit results in inpatient admission, in which case subject to deductible and coinsurance. So process like normal in-network: deductible individual remaining = 1500 - 900 = 600? Need consider family deductible? Embedded: individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever comes first. For single claim? Need decide coinsurance starts after individual deductible or family? Wording: Individual (in-network) 1500, Family 3000. 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.
Given member accumulators include family deductible credited 900. Usually embedded: individual deductible applies per member, family deductible is aggregate for coinsurance? "whichever comes first" means coinsurance starts when either individual deductible met OR family deductible met. Since family deductible 900 credited out of 3000, not met. Individual not met. So only need individual deductible. The family accumulator doesn't constrain because not met. Claim allowed 6400. Apply deductible to ending member deductible 1500, so deductible applied 600. Then coinsurance after deductible: 20% of remaining allowed after deductible? Need formula. Allowed 6400. Deductible applied 600. Remaining subject to coinsurance = 5800. Member coinsurance = 20%*5800=1160. Plan pays 80%*5800=4640. But OOPM: member OOP accumulator before 900. Cost share on claim = deductible 600 + coinsurance 1160 = 1760. Ending member OOP before claim + 1760 = 2660. Individual OOPM 6000; family 12000; not reached. So member_responsibility for final claim = 600 + 1160 = 1760. plan_paid 4640. deductible_applied 600. copay_amount 0. coinsurance_amount 1160. ending member deductible = 1500. ending member oop = 2660. Need ensure deductible credited cannot exceed threshold; remaining allowed after deduct = 5800. But sometimes deductible applied is min(remaining deductible, allowed) =600; coinsurance on remaining allowed. Good.
Need consider family deductible credited? They ask ending_member_deductible and member_oop, not family. But family deduct credited? Since member deductible applied 600 increases family deductible? Family deductible credited after = 1500? Not asked. ending member deductible = 1500. Good.
Check ER copay waived. If admitted, subject to deductible and coinsurance. No ER copay. Need not count billed charge because in-network allowed.
Need output exactly one fenced JSON code block and nothing else. Numeric with two decimals? In JSON numbers can have .00? It says every value number with two decimal places. JSON doesn't enforce decimals, but output e.g. 1760.00. Valid JSON number can include trailing zeros after decimal. Good. Use no string.
Need ensure member_responsibility plus plan_paid = allowed 6400.00. 1760.00+4640.00=6400.00.
Double-check if coinsurance applies to entire allowed after applying deductible. Yes.
Could there be an embedded family deductible condition: "Family deductible is also satisfied once total family credits reach family amount, whichever comes first" For this one member, if family deductible credited 900 and this claim's deductible applied 600, family reaches 1500 not 3000. But if family deductible was closer? Not relevant. Need perhaps when member deductible accumulator reaches individual deductible? It does at 1500. For coinsurance maybe if family deductible met earlier? No.
Need only required keys for Claim1. Could there be ending_family? not asked. So final JSON:
{
"member_responsibility":1760.00,
"plan_paid":4640.00,
"deductible_applied":600.00,
"copay_amount":0.00,
"coinsurance_amount":1160.00,
"ending_member_deductible":1500.00,
"ending_member_oop":2660.00
}
Need maybe member OOP after all claims? Only claim. 900 + 1760=2660.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oop": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": null,
"ok": false,
"present": false
}
],
"fabricated": false,
"abstained": false
}Reasoning · 533 tokens
We need answer JSON only. Need adjudicate Claim 1. Let's parse plan.
Member accumulators before Claim 1: member deductible credited 900, member OOP credited 900, family deductible 900, family OOP 900. Individual deductible 1500 in-network, individual OOP max 6000. ER copay 400, waived if visit results in inpatient admission, then visit subject to deductible and coinsurance. Claim 1 is emergency department visit resulting in inpatient admission, in-network. Allowed 6400. Since admitted, ER copay waived. Apply deductible: remaining individual deductible = 1500 - 900 = 600. Deductible applied 600. Remaining after deductible = 6400 - 600 = 5800. Coinsurance member 20% = 1160. Plan paid 80% = 4640. Member responsibility total = 600+1160=1760. Copay amount 0. Coinsurance amount 1160. OOP contribution: deductible applied 600 + coinsurance 1160 = 1760. No copay. Member OOP ending = 900 + 1760 = 2660. Family OOP ending = family 900 + 1760 = 2660 (unless other members not relevant). Ending member deductible after all claims = 900+600=1500. Ending member OOP = 2660. Need required keys member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. All numbers two decimals. Check if family deductible? only member fields asked. If inpatient admission maybe facility? The allowed amount is for ED visit resulting in inpatient admission? The claim just service, maybe whole allowed. Admitted triggers waiver copay and deductible/coins. Need not consider inpatient separate deductible? Service category not in plan. Emergency room copay waived if admitted, visit subject to deductible/coinsurance. Good.
Need ensure ending OOP not capped? member OOP before 900 + 1760 = 2660 less than 6000. Good.
Need output exactly fenced JSON. No extra.
json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 551 tokens
We need answer JSON only. Need adjudicate Claim 1. Need parse plan doc.
We need determine member responsibility, plan paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm for final claim only.
Given accumulators before claim: member deductible credited YTD 900, member OOP credited 900. Family deductible credited 900, family OOP 900. Individual deductible threshold 1500 in-network. Remaining deductible = 1500 - 900 = 600. Emergency room visit with inpatient admission: ER copay waived; subject to deductible and coinsurance. In-network allowed 6400. Since admitted, no copay. Apply deductible to allowed until remaining 600. Then coinsurance 20% of remaining allowed = 20% of (6400 - 600 = 5800) = 1160. Member total = deductible 600 + coinsurance 1160 + copay 0 = 1760. Plan paid = allowed - member = 6400 - 1760 = 4640. Does OOP check? Individual OOP max 6000. Prior OOP 900. Add 1760 = 2660, under max. No OOP cap effect. Deductible applied = 600. Copay amount 0. Coinsurance amount 1160. Ending member deductible: 900 + 600 = 1500. Ending member OOP: 900 + 1760 = 2660. Family? Required only member ending deductible and OOP. Should consider family deductible? EMBEDDED: individual deductible satisfied on own; but family deductible also satisfied when family credits reach 3000. Claim 1 deductible applied limited by individual remaining 600. Even if family deductible not satisfied? The plan says individual deductible inside family; embedded means individual satisfies individual deductible on their own. So use individual threshold. OK.
Need output exactly fenced JSON. Numbers two decimal places? JSON numbers don't preserve trailing zeros unless as number? They ask value is a number with two decimal places. In JSON numeric 1760.00 is valid? JSON permits fraction with two digits yes. We can emit 1760.00 etc. Ensure no keys extra. Need no preamble. Final only JSON code block.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}33DeepSeek V4 Pro · DeepSeek13.9s · 897 out | 1.7s · 98 out | 14.3s · 958 out
Reasoning · 798 tokens
We are given a plan document and a claim. We need to adjudicate Claim 1, which is the final claim (and only claim). So we compute member responsibility and plan paid for this claim, and update accumulators.
Key points from plan: In-network, individual deductible 1500, family deductible 3000 embedded. OOPM individual in-network 6000. Accumulators before claim: member deductible 900, member OOPM 900, family deductible 900, family OOPM 900.
Claim: Emergency department visit that resulted in inpatient admission, in-network. Allowed amount 6400.00. Copay for emergency room is 400.00, BUT it says: "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". Since this ER visit resulted in inpatient admission, the copay is waived, and the service is subject to deductible and coinsurance instead. Inpatient admission? Actually, the claim says "Emergency department visit resulting in inpatient admission", and disposition says "Admitted as an inpatient from the emergency department". So yes, the ER visit itself is part of the inpatient admission? The rule says if the visit results in an inpatient admission, the copay is waived and the visit is subject to deductible and coinsurance. So the entire service (ER visit) is subject to deductible and coinsurance. It's an in-network service, so deductible and coinsurance apply after deductible. Coinsurance: 20% member, 80% plan after deductible. Deductible individual 1500. Member has 900 credited, so remaining deductible is 600. The allowed amount is 6400, so first apply deductible: 600 goes to deductible (member pays), then remaining 5800 is subject to 20% coinsurance: member pays 20% of 5800 = 1160.00. So total member responsibility = deductible applied (600) + coinsurance (1160) = 1760.00. But also check OOPM: Member OOPM before claim is 900. Adding 1760 will bring OOPM to 2660, still under 6000. Copay waived. No copay. Plan paid = allowed amount (6400) minus member responsibility (1760) = 4640.00.
Now, does the deductible credit toward OOPM? Yes, deductible payments count toward OOPM. Copays also count, but none here. So ending member deductible: starting 900 + 600 applied = 1500 (met). Ending member OOPM: 900 + 1760 = 2660. Family deductible: starting 900, now with this member's deductible credit of 600 added: 1500? Actually, family deductible is embedded: individual deductible satisfied on its own, family deductible also accumulates. So family deductible credits: starting 900, this member's deductible credit (the amount applied to deductible) is 600, so family deductible becomes 900+600=1500. Family OOPM: starting 900, this member's OOPM credits (the full member responsibility of 1760) added: 900+1760=2660.
All values reported for final claim: member_responsibility = 1760.00, plan_paid = 4640.00, deductible_applied = 600.00, copay_amount = 0.00, coinsurance_amount = 1160.00. ending_member_deductible = 1500.00, ending_member_oopm = 2660.00.
Double-check: Allowed amount 6400, member pays 600+1160=1760, plan pays 4640. Sum 6400. Good.
Now produce JSON.json{
"member_responsibility": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1760,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 2680.00,
"plan_paid": 3720.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 2080.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 3580.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 2680,
"ok": false,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 3720,
"ok": false,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 2080,
"ok": false,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 3580,
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}Reasoning · 858 tokens
We are given a plan document and a member's accumulators before Claim 1. Claim 1 is an Emergency department visit resulting in inpatient admission, in-network. According to the plan:
"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"
So the copay is waived. The visit is then subject to the deductible and coinsurance. The allowed amount is 6400.00.
Current accumulators before claim: Member deductible credited: 900.00, so remaining deductible: 1500.00 - 900.00 = 600.00. Member OOPM: 900.00 credited, so remaining OOPM: 6000.00 - 900.00 = 5100.00.
Since it's an inpatient admission from ED, it's subject to deductible and coinsurance. So first we apply the deductible: member must pay deductible up to the allowed amount. Deductible remaining: 600.00. So from the allowed amount of 6400.00, the member pays the first 600.00 as deductible. After that, the remaining allowed amount: 6400.00 - 600.00 = 5800.00. Then coinsurance applies: 20% member coinsurance. So member coinsurance: 20% of 5800.00 = 1160.00. Plan coinsurance: 80% = 4640.00.
Total member responsibility: deductible_applied (600.00) + coinsurance_amount (1160.00) = 1760.00. Plan paid: 4640.00 (plan coinsurance) + any amount above? The allowed amount is 6400.00, so plan_paid = 4640.00. Total allowed = 6400.00 = 1760.00 + 4640.00. That's consistent.
Now, we need to update accumulators after this claim. The deductible applied is 600.00, so member deductible credited increases to 900+600 = 1500.00, deductible met. Family deductible: 900 before, plus 600 = 1500.00? Wait, family deductible is 3000 aggregate. But it says embedded. Family deductible is credited with the same amount? The plan 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." So the family deductible pool accumulates credits from all family members. We have only one member? The accumulators given are for the member, and family deductible credited year to date is 900.00. So after claim 1, the member deductible is satisfied, and family deductible gets additional 600, now at 1500.00. The member OOPM: before, 900.00; the member pays 1760.00 (deductible + coinsurance) which all count toward OOPM. So OOPM after: 900+1760 = 2660.00. Family OOPM: also accumulates? The family OOPM is 12000. The member's OOPM contributions also count toward family OOPM. So family OOPM goes from 900 to 2660.
But the problem asks for: "ending_member_deductible" and "ending_member_oopm". It says member deductible accumulator after all claims (only Claim 1). So ending_member_deductible = 1500.00, ending_member_oopm = 2660.00.
Now, copay_amount: Since copay is waived, copay_amount = 0.00. Deductible_applied = 600.00, coinsurance_amount = 1160.00. member_responsibility = total = 1760.00, plan_paid = 4640.00.
Check: 1760+4640 = 6400.00, correct.
We need to output as JSON with those fields.json{
"member_responsibily": 1760.00,
"plan_paid": 4640.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1160.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2660.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": null,
"ok": false,
"present": false
},
{
"field": "plan_paid",
"want": 4640,
"got": 4640,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2660,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}0DeepSeek V3.2 · DeepSeek4.2s · 94 out | 3.8s · 98 out | 2.7s · 98 out
json{
"member_responsibility": 0.00,
"plan_paid": 6400.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 0.00,
"ending_member_deductible": 900.00,
"ending_member_oopm": 900.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 0,
"ok": false,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 6400,
"ok": false,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 0,
"ok": false,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 0,
"ok": false,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 900,
"ok": false,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 900,
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}json{
"member_responsibility": 1220.00,
"plan_paid": 5180.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1220.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2120.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1220,
"ok": false,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 5180,
"ok": false,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1220,
"ok": false,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2120,
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}json{
"member_responsibility": 1280.00,
"plan_paid": 5120.00,
"deductible_applied": 600.00,
"copay_amount": 0.00,
"coinsurance_amount": 1280.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2780.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1760,
"got": 1280,
"ok": false,
"present": true
},
{
"field": "plan_paid",
"want": 4640,
"got": 5120,
"ok": false,
"present": true
},
{
"field": "deductible_applied",
"want": 600,
"got": 600,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 1160,
"got": 1280,
"ok": false,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2660,
"got": 2780,
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}