Claim straddles the deductible
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: The claim crosses the deductible line: part deductible, remainder coinsurance.
Field mean
96.4
across 28 models
Models scoring 100
27
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 ... 1120.00
Member out-of-pocket credited year to date 1120.00
Family deductible credited year to date ... 1120.00
Family out-of-pocket credited year to date 1120.00
CLAIMS (adjudicate in the order listed)
Claim 1 — 2026-05-14
Service ......... Ambulatory surgery centre, knee arthroscopy, in-network
Network ......... In-network
Billed charge ... 7980.00
Allowed amount .. 4200.00
Report the required fields for Claim 1.json{
"kind": "fields",
"tolerance": 0.011,
"fields": {
"member_responsibility": 1144,
"plan_paid": 3056,
"deductible_applied": 380,
"copay_amount": 0,
"coinsurance_amount": 764,
"ending_member_deductible": 1500,
"ending_member_oopm": 2264
}
}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 · Anthropic9.1s · 206 out | 4.5s · 239 out | 5.9s · 269 out
Deductible remaining: 1500 - 1120 = 380. Applied 380. Remaining 3820 × 20% = 764 coinsurance. Member = 1144. Plan = 3056. OOPM = 1120 + 1144 = 2264.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Deductible remaining: 1500 - 1120 = 380. Applied 380. Remaining allowed: 4200 - 380 = 3820. Coinsurance 20% = 764.00. Member = 1144.00. Plan = 3056.00. OOPM: 1120 + 1144 = 2264.00. Deductible ending: 1500.00.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Deductible remaining: 1500 - 1120 = 380. Apply 380 to deductible. Remaining 4200 - 380 = 3820. Coinsurance 20% = 764.00. Member responsibility = 380 + 764 = 1144.00. Plan paid = 4200 - 1144 = 3056.00. OOPM: 1120 + 1144 = 2264.00, below 6000. Ending deductible: 1500.00.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.7 Flash · Google5.0s · 923 out | 8.2s · 974 out | 7.5s · 1,063 out
Reasoning · 798 tokens
**Calculating Deductible Application**
I'm currently processing the individual in-network deductible, which stands at $1500. My focus is on how this will impact out-of-pocket expenses and the subsequent coinsurance application.
**Applying Deductible and Coinsurance**
I've successfully processed Claim 1, applying the remaining individual in-network deductible. The next step involves calculating the member's coinsurance and ensuring it stays within the Out-of-Pocket Maximum.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 849 tokens
**Analyzing Deductible Application**
I'm currently focusing on how the deductible applies to this claim. It appears the prior member deductible credit will offset a portion, bringing the remaining deductible closer to the amount I need to process.
**Calculating Member Responsibility**
My current focus is on the precise member responsibility. I've determined the remaining deductible is $380, and after applying coinsurance to the remaining allowed amount, the total member cost share comes to $1144, which is well within the out-of-pocket maximum.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 938 tokens
**Reviewing Claim 1**
I'm currently examining Claim 1, focusing on an in-network ambulatory surgery center's knee arthroscopy. My analysis involves cross-referencing the billed charge of $7980.00 against the allowed amount of $4200.00, while also considering the existing individual deductible of $1120.00.
**Calculating Member Responsibility**
I am now calculating the member's out-of-pocket responsibility for Claim 1. My focus is on applying the remaining individual deductible and then the coinsurance. I'm also verifying against the individual and family out-of-pocket maximums.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.5 · OpenAI2.9s · 258 out | 4.0s · 251 out | 3.0s · 259 out
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Sol · OpenAI3.8s · 161 out | 3.7s · 153 out | 3.8s · 163 out
Reasoning · 62 tokens
**Calculating remaining deducible amounts**
I need to calculate the remaining deduction of 380. Next, I want to find 20% of 3820, which is 764. I also see Member 1144 and a plan for 3056, and then there's an ending deduction of 1500. The out-of-pocket expense is 2264. I have to remember that when dealing with JSON, having numbers with two decimal places can be tricky, but showing 1144.00 is a valid numeric format.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 54 tokens
**Calculating remaining deductions**
I need to compute the remaining deductions: starting with 380, and then calculate 20% of 3820, which is 764. The member number is 1144, and the plan amount is 3056. I also need to factor in total accumulated deductions of 1500, with out-of-pocket costs at 2264. Finally, I'll ensure to format these numbers in JSON style, keeping two decimal places for technical accuracy.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 64 tokens
**Calculating coin distribution**
I need to calculate the deduction and remaining coins, which starts with 380. After subtraction, that leaves me with 3820 coins, and 20% of that is 764. When I consider the member count as 1144 and the plan at 3056, I end up with an out-of-pocket ending of 2264 and a deductible ending of 1500. I’m also facing a problem with JSON serialization, where it seems numbers aren’t preserving two decimals correctly.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.6 · xAI14.3s · 787 out | 8.6s · 571 out | 12.3s · 834 out
Reasoning · 689 tokens
The problem is a benefit adjudication task. I need to adjudicate claims and report for the FINAL claim, which is Claim 1, the only one.
**Claim 1 adjudication results:**
- **deductible_applied**: 380.00
- **coinsurance_applied**: 764.00
- **copay_applied**: 0.00
- **plan_paid**: 3056.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 482 tokens
The problem is about benefit adjudication. I need to adjudicate claims and report for the FINAL claim, which is Claim 1, the only one.
json{"member_responsibility": 1144.00, "plan_paid": 3056.00, "deductible_applied": 380.00, "copay_amount": 0.00, "coinsurance_amount": 764.00, "ending_member_deductible": 1500.00, "ending_member_oopm": 2264.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 736 tokens
The problem is about benefit adjudication. I need to adjudicate Claim 1 and report the JSON with the required keys.
{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"coinsurance_applied": 764.00,
"copay": 0.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.5 · xAI7.4s · 539 out | 7.1s · 460 out | 8.3s · 520 out
Reasoning · 450 tokens
The problem is about adjudicating a claim for a health plan.
json{"member_responsibility": 1144.00, "plan_paid": 3056.00, "deductible_applied": 380.00, "copay_amount": 0.00, "coinsurance_amount": 764.00, "ending_member_deductible": 1500.00, "ending_member_oopm": 2264.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 371 tokens
The problem is about adjudicating a claim for a health plan.
json{"member_responsibility": 1144.00, "plan_paid": 3056.00, "deductible_applied": 380.00, "copay_amount": 0.00, "coinsurance_amount": 764.00, "ending_member_deductible": 1500.00, "ending_member_oopm": 2264.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 431 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.
json{"member_responsibility": 1144.00, "plan_paid": 3056.00, "deductible_applied": 380.00, "copay_amount": 0.00, "coinsurance_amount": 764.00, "ending_member_deductible": 1500.00, "ending_member_oopm": 2264.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.1 Pro · Google12.4s · 1,147 out | 12.3s · 1,167 out | 11.2s · 1,183 out
Reasoning · 1,022 tokens
**Adjudicating Claim 1: My Thought Process**
Alright, my primary objective here is to accurately adjudicate Claim 1 against the Bluebonnet PPO 1500 plan for the 2026 plan year. I need to determine precisely what the member is responsible for and what the plan will pay, keeping all accumulator balances up-to-date.
First, I've established the foundational plan details: the member's individual deductible is $1500, their out-of-pocket maximum (OOPM) is $6000, and for in-network services, the coinsurance split is 20% for the member and 80% for the plan.
Then, I've noted the member's current accumulators *before* this claim. They've already applied $1120 towards their individual deductible, their individual OOPM, their family deductible, and their family OOPM. This is a crucial starting point.
Now, let's dissect Claim 1 itself. The service is an ambulatory surgery centre, specifically a knee arthroscopy, and importantly, it's an in-network service. The billed charge was $7980, but the allowed amount, which is what we work with for cost-sharing, is $4200. Since there's no specific copay mentioned for this particular service, I know I'll be relying on the general in-network cost-sharing rules: deductible and coinsurance.
My first step in applying cost-sharing is always the **deductible**. I need to figure out how much of the remaining member deductible needs to be applied to this claim.
* The member's remaining individual deductible is $1500 (total) - $1120 (already credited) = $380.
* I also check the remaining family deductible: $3000 (assuming a family deductible of $3000, though not explicitly stated but implied by the individual deductible) - $1120 (already credited) = $1880.
* Since the remaining individual deductible ($380) is less than the remaining family deductible, the member will satisfy their *individual* deductible with this claim. So, the deductible applied to Claim 1 is $380.00.
Next, I move on to **coinsurance**. This applies to the *allowed amount remaining after the deductible has been met*.
* The allowed amount remaining is $4200 (total allowed) - $380 (deductible applied) = $3820.
* The member's coinsurance responsibility is 20% of this remaining amount.
* Therefore, the member's coinsurance amount for this claim is $3820 * 0.20 = $764.00.
For **copay**, as I noted earlier, there's no specific copay for this service, so this amount is $0.00.
Now, the critical step is to **check the OOPM**. I need to ensure that the member's total cost-sharing for this claim doesn't exceed their OOPM limit.
* Their current OOPM credit YTD is $1120.
* The total member cost-sharing for *this claim*, before considering the OOPM cap, is the deductible applied ($380) plus the coinsurance amount ($764), which equals $1144.00.
* Adding this to their current OOPM YTD: $1120 + $1144 = $2264.00.
* This $2264.00 is significantly below the $6000.00 OOPM limit, so the OOPM is not a factor in limiting the member's responsibility on this specific claim.
So, to summarize the **final member responsibility for Claim 1**:
* It's the sum of the deductible applied and the coinsurance amount: $380.00 + $764.00 = $1144.00.
Now, let's determine the **final plan paid for Claim 1**:
* This is the allowed amount minus the total member responsibility: $4200.00 - $1144.00 = $3056.00.
* Alternatively, I can confirm this by calculating 80% of the remaining allowed amount after deductible: 80% of $3820 = $3056.00. It matches.
Finally, I need to update the **ending member accumulators**:
* Ending member deductible: $1120.00 (initial) + $380.00 (applied) = $1500.00. This means the member has now fully met their individual deductible for the plan year.
* Ending member OOPM: $1120.00 (initial) + $1144.00 (member cost on this claim) = $2264.00.
I've reviewed my calculations and the logic. The allowed amount has been correctly reduced by the deductible, coinsurance has been applied to the remainder, the OOPM was checked and is not exceeded, and all accumulators are updated. The plan paid is the allowed amount less the member's total responsibility, and importantly, the member has now satisfied their individual deductible. Everything seems consistent and accurate based on the provided information and plan rules.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,042 tokens
**Adjudicating Claim 1: A Step-by-Step Thought Process**
My task is to adjudicate Claim 1, which involves an in-network ambulatory surgery for a knee arthroscopy. To do this effectively, I need to consult the plan document and the member's existing accumulator data. The core information I need to determine and output includes `member_responsibility`, `plan_paid`, `deductible_applied`, `copay_amount`, `coinsurance_amount`, `ending_member_deductible`, and `ending_member_oopm`.
First, I'll review the plan details: the in-network individual deductible is $1500.00, the individual Out-of-Pocket Maximum (OOPM) is $6000.00, and the coinsurance is 20% for the member and 80% for the plan, applicable *after* the deductible is met.
Next, I examine the member's accumulators *before* this claim is processed. The member has already met $1120.00 of their individual deductible and $1120.00 of their individual OOPM. The family accumulators are also $1120.00, but since this is an individual claim and we're concerned with individual limits, I'll focus on those.
Now, let's look at Claim 1 itself. The billed charge was $7980.00, but the allowed amount for this in-network service is $4200.00. This is the figure I'll use for calculations. The service is in-network ambulatory surgery. The plan document doesn't have a specific copay listed for this type of service, so it will be subject to the deductible and coinsurance structure.
Here's the adjudication breakdown:
1. **Deductible Application:** The member has $1500.00 - $1120.00 = $380.00 remaining on their deductible. Since the allowed amount ($4200.00) is greater than the remaining deductible ($380.00), the full remaining deductible will be applied. Therefore, `deductible_applied` is $380.00.
2. **Coinsurance Calculation:** After applying the deductible, the remaining allowed amount subject to coinsurance is $4200.00 - $380.00 = $3820.00. The member's coinsurance responsibility is 20% of this amount. So, `coinsurance_amount` is $3820.00 * 0.20 = $764.00.
3. **Copay:** As noted, there's no specific copay for this service according to the plan document. Thus, `copay_amount` is $0.00.
4. **Total Member Responsibility:** The total the member is responsible for on this claim is the sum of the deductible applied and the coinsurance amount: $380.00 + $764.00 = $1144.00. This will be `member_responsibility`.
5. **OOPM Check:** Before updating, the member's OOPM accumulator is $1120.00. Adding the current claim's member responsibility ($1144.00) brings the new accumulator to $1120.00 + $1144.00 = $2264.00. This is well below the $6000.00 OOPM limit, so no further adjustments are needed due to the OOPM.
6. **Plan Paid Amount:** The amount the plan pays is the allowed amount minus the total member responsibility: $4200.00 - $1144.00 = $3056.00. This will be `plan_paid`.
7. **Ending Accumulators:**
* The `ending_member_deductible` will be the previous deductible ($1120.00) plus the deductible applied on this claim ($380.00), totaling $1500.00. The deductible is now fully met.
* The `ending_member_oopm` will be the previous OOPM ($1120.00) plus the total member responsibility for this claim ($1144.00), totaling $2264.00.
I've performed a double-check of these calculations to ensure accuracy:
* Allowed: $4200.00
* Deductible to meet: $1500 - $1120 = $380.00
* Deductible applied: $380.00
* Amount after deductible: $4200 - $380 = $3820.00
* Coinsurance (20%): $3820 * 0.20 = $764.00
* Copay applied: $0.00
* Member responsibility: $380.00 (deductible) + $764.00 (coinsurance) = $1144.00
* Plan paid: $4200.00 - $1144.00 = $3056.00
* Ending deductible: $1120.00 + $380.00 = $1500.00
* Ending OOPM: $1120.00 + $1144.00 = $2264.00
The request specifies that the claim requires the member's total for the *final* claim listed, and since there's only Claim 1, that's what I've focused on.
Finally, I will format these results as a JSON object, ensuring all amounts are precise to two decimal places and that the keys match the specified fields exactly, with no extraneous information.
The final values to report are:
* `member_responsibility`: 1144.00
* `plan_paid`: 3056.00
* `deductible_applied`: 380.00
* `copay_amount`: 0.00
* `coinsurance_amount`: 764.00
* `ending_member_deductible`: 1500.00
* `ending_member_oopm`: 2264.00
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,059 tokens
**Adjudicating Claim 1: My Thought Process**
Alright, the task at hand is to process Claim 1 for a specific member under their health plan and present the adjudication results in JSON format. This requires a meticulous review of the plan's details against the claim information.
Let's break down the plan parameters first. I'm looking at an in-network individual deductible of $1500, with an out-of-pocket maximum (OOPM) of $6000. The family structure is "embedded," which is important for how accumulators might behave across family members, though for this single claim, I'm primarily focused on individual accumulators. The coinsurance is a standard 20% for the member and 80% for the plan, kicking in *after* the deductible is met. Crucially, copays do *not* count towards the deductible, but they *do* count towards the OOPM.
Now, let's look at the member's current financial standing with the plan: they've already accumulated $1120 towards their individual deductible and $1120 towards their individual OOPM. These same figures also apply to their family accumulators, which is consistent with the embedded structure for this scenario.
Moving on to Claim 1 itself. It's for an ambulatory surgery centre, specifically a knee arthroscopy, and it's in-network. The billed charge was $7980, but the allowed amount, which is what the plan uses for calculations, is $4200.
Here's how I'm adjudicating this:
1. **Deductible Application:** The service is subject to the deductible and coinsurance. The allowed amount is $4200. The member's current individual deductible is $1120. The plan's individual deductible is $1500. So, the remaining deductible is $1500 - $1120 = $380. This $380 is the amount I'll apply to the deductible for this claim.
2. **Coinsurance Calculation:** After applying the $380 deductible, the remaining allowed amount is $4200 - $380 = $3820. The member's coinsurance is 20%. Therefore, the coinsurance amount the member is responsible for is $3820 * 0.20 = $764.
3. **Total Member Responsibility:** The total financial responsibility for the member on this claim is the deductible applied ($380) plus the coinsurance amount ($764), which sums up to $1144.
4. **OOPM Check:** Now I need to verify this against the OOPM. The member's current OOPM accumulator is $1120. The remaining OOPM is $6000 - $1120 = $4880. Since the member's responsibility of $1144 is well within this remaining OOPM, the member will indeed pay the full $1144.
5. **Plan Payment:** The plan's payment is the allowed amount ($4200) minus the member's total responsibility ($1144), which comes to $3056.
6. **Copay:** There's no mention of a copay for this service, so the copay amount is $0.00.
7. **Ending Accumulators:**
* The ending member deductible will be the starting amount plus what was applied: $1120 + $380 = $1500. The deductible is now fully met.
* The ending member OOPM will be the starting amount plus the total member responsibility for this claim: $1120 + $1144 = $2264.
I'm taking a moment to double-check my math.
* Member responsibility ($1144) + Plan paid ($3056) indeed equals the allowed amount ($4200).
* Deductible applied ($380) + Copay ($0) + Coinsurance ($764) sums to the total member responsibility ($1144).
* Ending deductible ($1500) is correct (starting $1120 + applied $380).
* Ending OOPM ($2264) is correct (starting $1120 + member responsibility $1144).
Everything aligns perfectly. The format requires all numerical values to have two decimal places.
So, the JSON payload will contain these calculated figures.
```json
{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
```
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 5 · Anthropic3.5s · 246 out | 3.1s · 239 out | 3.2s · 235 out
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3 Flash · Google12.8s · 1,698 out | 12.6s · 1,440 out | 11.4s · 1,351 out
Reasoning · 1,573 tokens
**My Thought Process for Adjudicating the Bluebonnet PPO 1500 Claim**
Here's how I'm breaking down this Bluebonnet PPO 1500 claim for a knee arthroscopy performed on May 14, 2026, at an in-network ambulatory surgery center. My primary goal is to accurately determine member responsibility and plan payment, ensuring all plan provisions are accounted for.
First, I'm noting the plan details: Bluebonnet PPO 1500 for 2026. The critical figures for an in-network scenario are an individual deductible of $1,500 and an out-of-pocket maximum (OOPM) of $6,000. I see that this is an embedded structure, which means the individual limits apply to each person, and a family's total responsibility is capped by the family OOPM, but for this specific member's adjudication, I'm focusing on their individual limits.
Now, I'm looking at the member's current status for this plan year. They've already met $1,120 of their individual deductible and $1,120 of their individual OOPM. This is a crucial starting point for calculating the remaining costs.
The service in question is an in-network knee arthroscopy. The provider billed $7,980, but the plan's allowed amount is $4,200. My calculations will always be based on this allowed amount, not the billed amount.
Given the plan structure, I know that after the deductible is met, there's a 20% member coinsurance / 80% plan split. There are no specified copays for this type of service, so I'll assume both the deductible and coinsurance apply. I also recall the rule that copays don't credit the deductible but *do* credit the OOPM, though that's not relevant here since there are no copays.
Here’s my step-by-step calculation for member responsibility:
1. **Deductible Application:**
* The member's individual deductible is $1,500.
* They've already applied $1,120 towards it.
* This leaves a remaining deductible of $1,500 - $1,120 = $380.00.
* I'll apply this $380.00 to the allowed amount of $4,200.00.
* The amount remaining after the deductible is applied is $4,200.00 - $380.00 = $3,820.00.
2. **Coinsurance Application:**
* The coinsurance rate is 20% for the member.
* I'll apply this to the amount remaining after the deductible: $3,820.00 * 0.20 = $764.00. This is the coinsurance amount the member is responsible for.
3. **Total Member Responsibility Calculation:**
* Total Member Responsibility = Deductible Applied + Coinsurance Amount + Copay Amount.
* In this case: $380.00 (deductible) + $764.00 (coinsurance) + $0.00 (copay) = $1,144.00.
4. **OOPM Check:**
* The member's individual OOPM is $6,000.
* They had $1,120 already applied, leaving a remaining OOPM of $6,000 - $1,120 = $4,880.00.
* The calculated member responsibility of $1,144.00 is well within this remaining OOPM ($1,144.00 < $4,880.00). Therefore, the member is responsible for the full $1,144.00 calculated.
5. **Plan Paid Calculation:**
* The plan pays the remaining portion of the allowed amount after member responsibility is accounted for.
* Plan Paid = Allowed Amount - Total Member Responsibility.
* Plan Paid = $4,200.00 - $1,144.00 = $3,056.00.
Finally, I'm updating the member's plan year-to-date totals:
* **Ending Member Deductible:** $1,120.00 (previous) + $380.00 (applied) = $1,500.00. This means they have now met their individual deductible.
* **Ending Member OOPM:** $1,120.00 (previous) + $1,144.00 (member responsibility) = $2,264.00.
I'm doing a final check: the member responsibility ($1,144.00) plus the plan paid ($3,056.00) equals the allowed amount ($4,200.00), which is correct. The deductible applied is $380.00, the copay amount is $0.00, and the coinsurance amount is $764.00. The ending member deductible is $1,500.00 and the ending member OOPM is $2,264.00. All figures align with the plan rules and the provided service details.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,315 tokens
**My Thought Process on This Bluebonnet PPO 1500 (2026) Claim**
Alright, let's break down this Bluebonnet PPO 1500 plan for 2026 and see how this specific ambulatory surgery center claim plays out. My primary goal here is to accurately calculate member responsibility and how it impacts deductibles and out-of-pocket maximums.
First, I need to get the key plan parameters straight in my head. For an individual, the in-network deductible is $1500, and the out-of-pocket maximum (OOPM) is $6000. Coinsurance is 20% for me, 80% for the plan, kicking in *after* the deductible is met. Copays aren't relevant for this specific surgery center claim, although I've noted they don't credit towards the deductible but *do* credit towards the OOPM.
Now, looking at the specific patient's status *before* this claim: they've already met $1120 of their individual deductible and $1120 of their individual OOPM. This is crucial. For family plans, it's the same $1120 for both deductible and OOPM, which is good to keep in mind if this were a family claim, but for this calculation, the individual limits are what matter.
The claim itself is for an ambulatory surgery center visit, in-network. The billed amount is a hefty $7980, but the plan's allowed amount is significantly less at $4200. This is the figure I'll be working with.
So, how much of the deductible is still outstanding for this individual? It's $1500 (the plan's individual deductible) minus the $1120 they've already paid, leaving $380 remaining on their individual deductible.
Since the allowed amount ($4200) is greater than the remaining deductible ($380), I can apply the full $380 of the deductible to this claim. This means the plan will start covering its portion after this $380 is accounted for.
The allowed amount remaining after the deductible is applied is $4200 - $380 = $3820. This is the amount that will be subject to coinsurance.
The coinsurance is 20% of this remaining amount, so $3820 * 0.20 = $764. That's my coinsurance responsibility for this claim.
Now, let's tally up the total member cost share for this claim: it's the deductible applied ($380) plus the coinsurance ($764), totaling $1144.
I need to check this against the individual OOPM. The patient's YTD OOPM *after* this claim will be their previous $1120 plus the $1144 from this claim, resulting in $2264. Since $2264 is well below the $6000 individual OOPM, the maximum isn't hit.
As for copays, the plan document lists specific categories, but "Ambulatory surgery center" isn't among them. Based on the information provided, standard coinsurance applies here, so the copay amount is $0.00.
Therefore, the total member responsibility for this claim is $1144 ($380 deductible + $764 coinsurance).
The plan's payment on this claim will be the remaining allowed amount after the deductible, applied to coinsurance: $4200 (allowed) - $1144 (member responsibility) = $3056. This is also calculated as 80% of the balance after deductible: $3820 * 0.80 = $3056. The numbers align, which is reassuring.
Finally, let's update the patient's status:
The individual deductible is now fully met: $1120 (previous) + $380 (applied) = $1500.
The individual OOPM is now $1120 (previous) + $1144 (this claim's cost share) = $2264.
So, to summarize the outcome of this claim:
* Member Responsibility: $1144.00
* Plan Paid: $3056.00
* Deductible Applied: $380.00
* Copay Amount: $0.00
* Coinsurance Amount: $764.00
* Ending Individual Deductible: $1500.00
* Ending Individual OOPM: $2264.00
I've also done a quick self-correction here: initially, I might have overthought the "specialist visit" copay, but rereading, the service is explicitly "Ambulatory surgery center," which typically falls under the deductible/coinsurance structure for facility fees, not an office visit copay. The plan document confirms no specific copay for this type of service, reinforcing that coinsurance is the correct application. Everything looks consistent.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,226 tokens
**My Thought Process on This Claim Adjudication**
Alright, let's break down this Bluebonnet PPO 1500 plan for the 2026 plan year and how this specific claim fits in. I'm looking at an ambulatory surgery center visit for a knee arthroscopy, and it's in-network, which is key.
First, I'm mapping out the plan's parameters. The individual deductible is $1,500, and the individual out-of-pocket maximum (OOPM) is $6,000. Crucially, this is an embedded deductible structure. For coinsurance after the deductible, I'm seeing a 20% member responsibility and an 80% plan responsibility.
Then, I'm noting the copays: $30 for primary care, $60 for specialists, $75 for urgent care, a hefty $400 for the ER, and $15 for generic prescriptions. A vital detail here is that these copays *do not* apply to the deductible, but they *do* credit towards the OOPM. Preventive care is fully covered, a $0 cost-share.
Now, let's look at the current year-to-date (YTD) accumulators. For both individual and family deductibles and OOPMs, the current amount is $1,120.
The service itself: the billed amount is $7,980, but the allowed amount is $4,200. This is a standard procedure, not one of the specific copay categories I listed earlier. Therefore, it falls under the general coinsurance after deductible umbrella.
So, my first step is to figure out how much of the deductible still needs to be met. The individual deductible is $1,500, and $1,120 has been met YTD. That leaves $380 remaining on the deductible. The individual OOPM is $6,000, with $1,120 met, leaving $4,880 remaining.
Now, I'll apply the deductible to the allowed amount of $4,200. I'll apply the remaining $380 of the deductible first. This means $380 is the portion of the allowed amount that applies to the deductible. After applying this, I have $4,200 minus $380, which leaves $3,820 of the allowed amount still to be processed.
Next, I move to coinsurance. The coinsurance rate is 20% for the member. So, on the remaining $3,820, the member's coinsurance responsibility is $3,820 * 0.20, which equals $764.
There's no specific copay for this type of ambulatory surgery center service, so the copay amount for this claim is $0.
Now, I need to check the OOPM. The total member responsibility for *this specific claim* so far is the deductible applied ($380) plus the coinsurance ($764), totaling $1,144. When I add this to the YTD OOPM of $1,120, the projected YTD OOPM becomes $2,264. Since $2,264 is well below the $6,000 OOPM limit, the member is responsible for the full $1,144 calculated for this claim.
Finally, I determine what the plan pays. The allowed amount was $4,200, and the member's responsibility is $1,144. Therefore, the plan pays $4,200 minus $1,144, which is $3,056. I can double-check this by calculating the plan's coinsurance share: $3,820 * 0.80 = $3,056. It matches.
Lastly, I update the accumulators. The member's deductible is now fully met: $1,120 YTD + $380 applied = $1,500. The member's OOPM is now $1,120 YTD + $1,144 for this claim = $2,264.
I'm just doing a quick sanity check to ensure everything lines up: the allowed amount ($4,200) equals the member responsibility ($1,144) plus the plan paid ($3,056). The deductible applied ($380) correctly reduces the remaining deductible. The coinsurance was applied to the remaining allowed amount. The OOPM tracking looks correct, and all figures are properly formatted. The JSON keys are also aligned with what I've calculated.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K3 · Moonshot22.1s · 423 out | 23.0s · 533 out | 17.5s · 606 out
Reasoning · 317 tokens
Let me work through this.
Member accumulators before Claim 1:
- Member deductible YTD: 1120.00
- Member OOP YTD: 1120.00
- Family deductible YTD: 1120.00
- Family OOP YTD: 1120.00
Plan: Individual in-network deductible 1500.00, embedded. OOPM individual in-network 6000.00.
Claim 1: ASC knee arthroscopy, in-network, allowed 4200.00. This is subject to deductible and coinsurance (no copay applies — it's not an office visit/urgent/ER/pharmacy).
Remaining deductible: 1500 - 1120 = 380.00.
Deductible applied: 380.00.
Remaining allowed: 4200 - 380 = 3820.00.
Coinsurance: 20% member = 764.00. Plan pays 80% = 3056.00.
Member responsibility: 380 + 764 = 1144.00.
Plan paid: 3056.00.
Check OOPM: member OOP after = 1120 + 1144 = 2264.00, below 6000. Fine.
Copay: 0.00.
Ending member deductible: 1500.00.
Ending member OOPM: 2264.00.
member_responsibility + plan_paid = 1144 + 3056 = 4200. ✓
Output JSON.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 429 tokens
Let me work through this.
Plan: Bluebonnet PPO 1500. Individual in-network deductible 1500, embedded. Family 3000. OOPM individual in-network 6000.
Accumulators before Claim 1:
- Member deductible YTD: 1120.00
- Member OOPM YTD: 1120.00
- Family deductible YTD: 1120.00
- Family OOPM YTD: 1120.00
Claim 1: in-network ambulatory surgery, allowed 4200.00. Not preventive, not a copay service (it's a surgery, subject to deductible and coinsurance).
Remaining individual deductible: 1500 - 1120 = 380.00. Embedded structure: individual deductible satisfied when member's own credits reach 1500. Member has 1120, so 380 remaining.
Family deductible: 3000, credited 1120, so family not met either — but embedded means individual amount can be satisfied on its own. Member needs 380 to meet individual.
Deductible applied to claim: 380.00.
Remaining allowed: 4200 - 380 = 3820.00.
Coinsurance: member 20% = 764.00; plan 80% = 3056.00.
Member responsibility: 380 + 764 = 1144.00.
Plan paid: 3056.00.
Check: 1144 + 3056 = 4200. ✓
Copay: 0.00 (surgery centre service — no copay listed; deductible/coinsurance applies).
OOPM: member had 1120, now adds 1144 → 2264.00. Under 6000, so no OOPM cap issue.
Ending member deductible: 1500.00 (capped at threshold — credited 1120 + 380 = 1500).
Ending member OOPM: 1120 + 1144 = 2264.00.
All good. Output JSON only.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 497 tokens
We need answer only JSON. Need adjudicate Claim 1 with given plan.
We have accumulators before claim 1:
Member deductible credited YTD = 1120.00
Member OOP credited YTD = 1120.00
Family deductible = 1120.00
Family OOP = 1120.00
Plan: embedded deductible, individual in-network 1500, family 3000. Single member deductible balance? "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." For in-network threshold 1500.
Claim 1: in-network ambulatory surgery, allowed 4200. Not office visit copay, not preventive. Subject to deductible and coinsurance 20/80.
Deductible remaining before claim: individual: 1500 - 1120 = 380. Family deductible: 3000 - 1120 = 1880 but embedded: individual satisfies on own at 1500. Member has 1120 credited, so remaining to satisfy individual deductible = 380.
Apply deductible: 380 of allowed to deductible. Member pays 380. Deductible accumulator becomes 1500 (satisfied). Family deductible becomes 1500? Family accumulator credited with 380 too → 1120+380=1500.
Remaining allowed after deductible: 4200 - 380 = 3820. Coinsurance member 20% = 764.00, plan 80% = 3056.00.
Check OOPM: member OOP before = 1120. Add deductible 380 + coinsurance 764 = 1144 → total 2264. Below 6000 individual OOPM, so no cap.
Member responsibility final claim = 380 + 764 = 1144.00. Plan paid = 3056.00. Sum = 4200. ✓
deductible_applied = 380.00, copay_amount = 0.00, coinsurance_amount = 764.00.
ending_member_deductible = 1500.00 (accumulator capped at threshold? Typically accumulator is credited amount; once satisfied, stays at 1500). Report 1500.00.
ending_member_oopm = 1120 + 1144 = 2264.00.
Output JSON only.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 2.5 Pro · Google21.3s · 2,101 out | 24.4s · 2,342 out | 22.3s · 2,118 out
Reasoning · 1,976 tokens
Alright, let's break down this claim. My primary objective here is to figure out exactly what the member owes and what the plan is responsible for on this particular adjudication, and then update their benefit accumulators accordingly.
My initial step is always to get a clear picture of where the member stands before this claim hits the system. I've noted their current YTD accumulators:
* Member Deductible YTD: \$1120.00
* Member OOPM YTD: \$1120.00
And I've pulled up the relevant benefit details for this plan:
* In-network Individual Deductible: \$1500.00
* In-network Individual OOPM: \$6000.00
Next, I'm turning my attention to the specifics of the claim itself.
* This is Claim 1, for an ambulatory surgery center, specifically a knee arthroscopy, and importantly, it's in-network.
* The crucial figure here is the allowed amount, which is \$4200.00. This is what I'll base my calculations on.
* I've also confirmed that this service isn't a preventive one, nor is it an office visit, urgent care, or ER visit with a specific copay. This means it will be subject to the standard deductible and coinsurance provisions.
Now, for the adjudication of Claim 1:
**Deductible Application:**
* The individual deductible is \$1500.00.
* The member has already contributed \$1120.00 towards this.
* This leaves a remaining deductible of \$1500.00 - \$1120.00 = \$380.00.
* Since the allowed amount for this claim (\$4200.00) is significantly more than the remaining deductible, the full remaining deductible will be applied here.
* So, the deductible applied to this claim is \$380.00.
**Post-Deductible Processing (Coinsurance & Copay):**
* After applying the deductible, the amount remaining for further processing is \$4200.00 - \$380.00 = \$3820.00.
* According to the plan document, for in-network services, the coinsurance is 20% for the member and 80% for the plan, once the deductible is met.
* **Coinsurance Calculation:** The member's coinsurance responsibility is 20% of the remaining amount: \$3820.00 \* 0.20 = \$764.00.
* **Copay:** As established, there is no copay for this specific type of service, so the copay amount is \$0.00.
**Calculating Member Responsibility for Claim 1:**
* Deductible applied: \$380.00
* Coinsurance amount: \$764.00
* Copay amount: \$0.00
* My total for the member's responsibility on this claim is: \$380.00 + \$764.00 = \$1144.00.
**Calculating Plan Paid for Claim 1:**
* The plan pays the remainder of the allowed amount: \$4200.00 - \$1144.00 = \$3056.00.
* Alternatively, I can confirm this by looking at the plan's coinsurance portion: \$3820.00 \* 0.80 = \$3056.00. This matches, so I'm confident in this figure.
**OOPM Check:**
* I need to ensure this member responsibility doesn't exceed their out-of-pocket maximum.
* Before this claim, their OOPM YTD was \$1120.00, with an individual OOPM of \$6000.00, leaving \$6000.00 - \$1120.00 = \$4880.00 remaining for OOPM accumulation.
* Since the member's responsibility for this claim (\$1144.00) is well within this remaining amount, the full \$1144.00 will count towards their OOPM.
**Updating Accumulators Post-Claim:**
* **Ending Member Deductible:**
* Starting Deductible YTD: \$1120.00
* Deductible applied from this claim: \$380.00
* My ending member deductible is: \$1120.00 + \$380.00 = \$1500.00. This means the member's individual deductible is now fully met.
* **Ending Member OOPM:**
* Starting OOPM YTD: \$1120.00
* Member responsibility from this claim (deductible + coinsurance): \$1144.00 (The plan documents clarify that both deductible payments and coinsurance payments credit the OOPM, while copays are separate and also credit the OOPM).
* My ending member OOPM is: \$1120.00 + \$1144.00 = \$2264.00.
Finally, I've compiled all these figures for the output:
* `member_responsibility`: \$1144.00
* `plan_paid`: \$3056.00
* `deductible_applied`: \$380.00
* `copay_amount`: \$0.00
* `coinsurance_amount`: \$764.00
* `ending_member_deductible`: \$1500.00
* `ending_member_oopm`: \$2264.00
I did a quick sanity check: \$1144.00 (member) + \$3056.00 (plan) = \$4200.00 (allowed amount). That's correct. And \$380.00 (deductible) + \$0.00 (copay) + \$764.00 (coinsurance) = \$1144.00 (member responsibility). All the numbers align perfectly.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,217 tokens
Alright, let's break down how I'm approaching this adjudication for the member on the Bluebonnet PPO 1500 plan. My primary goal here is to accurately process this single claim, ensuring all plan provisions are applied correctly and that I update the member's accumulators precisely.
First, I'm taking stock of the plan itself. I see the plan year is 2026, which is crucial for verifying the claim date. I've noted the in-network deductible structure (individual $1500, family $3000, embedded), the out-of-pocket maximums (individual $6000, family $12000), and the specific cost-sharing mechanisms: coinsurance at 20% for the member after the deductible, various copays for different services, and a 100% coverage for preventive care. The rules about copays not crediting the deductible but *always* crediting the OOPM are particularly important to keep in mind.
Next, I'm looking at where the member stands *before* this claim. Their current individual deductible and OOPM accumulators are both at $1120.00, and this also applies to the family level since it's the same starting point. This pre-existing balance is my baseline for all calculations.
Now, to the claim itself: an ambulatory surgery for a knee arthroscopy on May 14, 2026, in-network, with a billed charge of $7980.00 and an allowed amount of $4200.00.
Here's my step-by-step thought process for adjudicating this specific claim:
1. **Service Identification:** I first need to figure out how this service is handled. The plan details specific copays for office visits, urgent care, ER, and pharmacy. This "Ambulatory surgery centre, knee arthroscopy" doesn't fit any of those specific copay categories, nor is it listed as preventive. Therefore, I know it will be subject to the general deductible and coinsurance structure.
2. **Deductible Calculation:**
* The individual deductible is $1500.00.
* The member has already met $1120.00 of their deductible.
* This means they have $1500.00 - $1120.00 = $380.00 remaining on their individual deductible.
3. **Applying Deductible to Allowed Amount:**
* The allowed amount for this service is $4200.00.
* Since the remaining deductible ($380.00) is less than the allowed amount, the member will pay the full remaining deductible.
* So, the `deductible_applied` to this claim will be $380.00. This also signifies that the member's individual deductible is now met for the plan year.
4. **Remaining Amount for Coinsurance:**
* After applying the deductible, I have $4200.00 (allowed amount) - $380.00 (deductible applied) = $3820.00 remaining.
5. **Applying Coinsurance:**
* The plan has 20% member / 80% plan coinsurance after the deductible.
* The member's coinsurance responsibility on this remaining amount is $3820.00 * 0.20 = $764.00. This will be my `coinsurance_amount`.
* The plan's portion for coinsurance is $3820.00 * 0.80 = $3056.00.
6. **Copay Check:** As established in step 1, this service doesn't have a specific copay associated with it. So, the `copay_amount` is $0.00.
7. **Total Member Responsibility for Claim:**
* Now, I sum up what the member is responsible for on *this specific claim*:
* Deductible applied: $380.00
* Coinsurance amount: $764.00
* Copay amount: $0.00
* Total `member_responsibility` for this claim is $380.00 + $764.00 = $1144.00.
8. **OOPM Check:**
* The member's individual OOPM is $6000.00.
* Their OOPM accumulator *before* this claim was $1120.00.
* The member's total financial responsibility for this claim ($1144.00) will be added to their OOPM accumulator.
* The new `ending_member_oopm` will be $1120.00 + $1144.00 = $2264.00.
* Since $2264.00 is still well below the $6000.00 individual OOPM limit, the plan doesn't need to start paying 100% for any part of this claim based on exceeding the OOPM. My calculation stands.
9. **Total Plan Paid:**
* The plan's responsibility for this claim is the allowed amount minus the total member responsibility.
* `plan_paid` = $4200.00 (allowed amount) - $1144.00 (member responsibility) = $3056.00.
* This matches the coinsurance portion calculated earlier, which makes sense since the deductible was met, and there was no copay.
10. **Ending Accumulators:**
* **Ending Member Deductible:** The member started at $1120.00 and had $380.00 applied to the deductible on this claim. So, the `ending_member_deductible` is $1120.00 + $380.00 = $1500.00. This means their individual deductible is now fully met.
* **Ending Member OOPM:** As calculated in step 8, the `ending_member_oopm` is $1120.00 (starting) + $1144.00 (member responsibility on this claim) = $2264.00.
I've double-checked the math: $1144.00 (member responsibility) + $3056.00 (plan paid) equals $4200.00, which correctly matches the allowed amount. Also, $380.00 (deductible) + $764.00 (coinsurance) + $0.00 (copay) equals $1144.00, matching the total member responsibility.
I've also considered the family accumulators, though they aren't explicitly requested for the final output of *this* claim's adjudication. The member's contribution of $380.00 to the deductible and $1144.00 to the OOPM will also update the family accumulators, but for the purpose of this output, I'm focusing on the individual member's accumulators as requested.
So, my final outputs for this claim adjudication are:
`member_responsibility`: 1144.00
`plan_paid`: 3056.00
`deductible_applied`: 380.00
`copay_amount`: 0.00
`coinsurance_amount`: 764.00
`ending_member_deductible`: 1500.00
`ending_member_oopm`: 2264.00json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,993 tokens
Alright, I've got this single claim for a member on the "Bluebonnet PPO 1500" plan. My task is to adjudicate it, which means figuring out exactly how much the member owes and how much the plan will cover, based on their plan details and what they've already paid this year.
First, I've reviewed the plan specifics:
* It's a PPO plan for the 2026 plan year.
* The in-network individual deductible is $1500, and the family deductible is $3000 (which is embedded, meaning individual deductibles count towards the family one).
* The in-network individual Out-of-Pocket Maximum (OOPM) is $6000, and the family OOPM is $12000.
* After the deductible is met, the coinsurance kicks in at 20% for the member and 80% for the plan.
* I also noted that while there are copays, they don't apply to this specific service. Importantly, copays *don't* count towards the deductible but *do* count towards the OOPM. Preventive care is 100% covered, but this claim isn't for preventive services.
Next, I've looked at the member's current financial accumulators for the year:
* Their individual deductible paid YTD is $1120.
* Their individual OOPM paid YTD is also $1120.
* The family accumulators are the same at $1120 for both deductible and OOPM.
Now, let's break down **Claim 1**:
* The service was an in-network ambulatory surgery centre for a knee arthroscopy on May 14, 2026.
* The billed charge was $7980, but the allowed amount (what the plan considers fair payment for the service) is $4200. This is the amount I'll work with.
Here's how I'm going to process this claim step-by-step:
1. **Determine the cost-sharing rules for this service:** The service is an ambulatory surgery, not preventive care, or a typical office visit. Therefore, it's subject to the deductible and coinsurance.
2. **Calculate the remaining deductible:**
* The individual deductible is $1500.
* The member has already paid $1120 towards it.
* So, the remaining individual deductible is $1500 - $1120 = $380.
3. **Apply the allowed amount to the remaining deductible:**
* The allowed amount for this claim is $4200.
* The first $380 of the allowed amount will go towards meeting the remaining deductible.
* This $380 is the member's responsibility.
4. **Determine the amount subject to coinsurance:**
* After applying $380 to the deductible, the remaining allowed amount is $4200 - $380 = $3820. This portion will be subject to coinsurance.
5. **Calculate the coinsurance:**
* The member pays 20% of the remaining $3820, which is $3820 * 0.20 = $764.
* The plan pays 80% of that, which is $3820 * 0.80 = $3056.
6. **Check against the OOPM limit:**
* The member's responsibility for *this specific claim* is the $380 deductible plus the $764 coinsurance, totaling $1144.
* Their starting OOPM accumulator was $1120.
* If I add the $1144 from this claim, their new OOPM total would be $1120 + $1144 = $2264.
* Since $2264 is well below the individual OOPM of $6000, there's no OOPM adjustment needed for this claim.
7. **Finalize the member responsibility and plan payment for Claim 1:**
* The member's responsibility is the sum of the deductible applied and the coinsurance they owe: $380 + $764 = $1144.
* The plan will pay the remaining portion of the allowed amount: $4200 (allowed) - $1144 (member responsibility) = $3056.
* This $3056 matches the plan's portion of the coinsurance calculated earlier, so it looks correct.
8. **Update the member's accumulators:**
* **Ending Member Deductible:** Their starting $1120 + the $380 applied in this claim = $1500. Their individual deductible is now fully met.
* **Ending Member OOPM:** Their starting $1120 + the $1144 member responsibility for this claim = $2264.
So, to summarize the outcome for this claim:
* The member will be responsible for $1144.00.
* The plan will pay $3056.00.
* Specifically, $380.00 of the member's responsibility goes towards their deductible.
* There's no copay amount ($0.00).
* The member's coinsurance amount is $764.00.
* Their ending individual deductible accumulator will be $1500.00.
* Their ending individual OOPM accumulator will be $2264.00.
All the numbers seem to line up with the plan rules and the member's current status. I'm ready to generate the output based on these calculations.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.2 · Z.ai5.4s · 694 out | 58.4s · 654 out | 5.3s · 510 out
Reasoning · 587 tokens
Let me adjudicate Claim 1.
Member accumulators before Claim 1:
- Member deductible credited YTD: 1120.00
- Member OOP credited YTD: 1120.00
- Family deductible credited YTD: 1120.00
- Family OOP credited YTD: 1120.00
Plan details:
- Individual in-network deductible: 1500.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Individual in-network OOPM: 6000.00
Claim 1:
- Ambulatory surgery centre, knee arthroscopy, in-network
- Allowed amount: 4200.00
- No copay specified for this service type (not a PCP, specialist, urgent care, ER, or pharmacy copay)
This is not a preventive service (knee arthroscopy is a surgical procedure), so it's subject to deductible and coinsurance.
Member deductible before claim: 1120.00
Individual deductible: 1500.00
Remaining deductible: 1500.00 - 1120.00 = 380.00
So from the 4200.00 allowed amount:
- First 380.00 goes to deductible
- Remaining: 4200.00 - 380.00 = 3820.00 subject to coinsurance
- Coinsurance (member 20%): 3820.00 * 0.20 = 764.00
- Plan pays (80%): 3820.00 * 0.80 = 3056.00
Member responsibility: 380.00 (deductible) + 764.00 (coinsurance) = 1144.00
Plan paid: 3056.00
Check: 1144.00 + 3056.00 = 4200.00 ✓
Now update accumulators:
- Member deductible: 1120.00 + 380.00 = 1500.00 (deductible satisfied)
- Member OOP: 1120.00 + 1144.00 = 2264.00
- Family deductible: 1120.00 + 380.00 = 1500.00
- Family OOP: 1120.00 + 1144.00 = 2264.00
OOPM not reached (2264.00 < 6000.00)
Required fields:
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 557 tokens
Let me adjudicate Claim 1.
Member accumulators before Claim 1:
- Member deductible credited YTD: 1120.00
- Member OOP credited YTD: 1120.00
- Family deductible credited YTD: 1120.00
- Family OOP credited YTD: 1120.00
Claim 1:
- Service: Ambulatory surgery centre, knee arthroscopy, in-network
- Billed: 7980.00
- Allowed: 4200.00
This is not a preventive service, not an office visit with a copay, not urgent care, not ER. It's an ambulatory surgery - subject to deductible and coinsurance.
Individual deductible (in-network): 1500.00
Member deductible credited so far: 1120.00
Remaining deductible: 1500.00 - 1120.00 = 380.00
So the deductible applied to this claim: 380.00 (the remaining amount to satisfy the individual deductible)
Remaining allowed after deductible: 4200.00 - 380.00 = 3820.00
Coinsurance: 20% member / 80% plan
Member coinsurance: 3820.00 * 0.20 = 764.00
Plan pays: 3820.00 * 0.80 = 3056.00
Member responsibility: 380.00 (deductible) + 764.00 (coinsurance) = 1144.00
Plan paid: 3056.00
Check: 1144.00 + 3056.00 = 4200.00 ✓
Now update accumulators:
Member deductible credited: 1120.00 + 380.00 = 1500.00 (individual deductible met)
Member OOP credited: 1120.00 + 1144.00 = 2264.00
Family deductible: 1120.00 + 380.00 = 1500.00
Family OOP: 1120.00 + 1144.00 = 2264.00
Ending member deductible: 1500.00
Ending member OOPM: 2264.00
Required fields for Claim 1:
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 413 tokens
Let me adjudicate Claim 1.
Member accumulators before Claim 1:
- Member deductible credited YTD: 1120.00
- Member OOPM credited YTD: 1120.00
- Family deductible credited YTD: 1120.00
- Family OOPM credited YTD: 1120.00
Claim 1: Ambulatory surgery centre, knee arthroscopy, in-network
- Allowed amount: 4200.00
- No copay applies (this is not an office visit, urgent care, ER, or pharmacy)
- In-network coinsurance: 20% member / 80% plan after deductible
Individual deductible: 1500.00
Member deductible credited: 1120.00
Remaining deductible: 1500.00 - 1120.00 = 380.00
The deductible portion of this claim: 380.00 (to satisfy the individual deductible)
Remaining allowed amount after deductible: 4200.00 - 380.00 = 3820.00
Coinsurance at 20%: 3820.00 * 0.20 = 764.00
Plan pays: 3820.00 * 0.80 = 3056.00
Member responsibility: 380.00 (deductible) + 764.00 (coinsurance) = 1144.00
Plan paid: 3056.00
Total: 1144.00 + 3056.00 = 4200.00 ✓
Copay: 0.00
Ending member deductible: 1120.00 + 380.00 = 1500.00
Ending member OOPM: 1120.00 + 1144.00 = 2264.00
Check OOPM: Individual in-network OOPM is 6000.00. 2264.00 < 6000.00, so not reached.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 4.8 · Anthropic4.4s · 341 out | 3.6s · 278 out | 3.5s · 304 out
Claim 1: In-network, deductible remaining = 1500 - 1120 = 380.
Deductible applied: 380.00, member pays 380.00
Remaining allowed: 4200 - 380 = 3820
Coinsurance 20%: 764.00
Member so far: 380 + 764 = 1144
OOPM check: starting OOP 1120 + 1144 = 2264, under 6000. OK.
Member responsibility: 1144.00
Plan paid: 4200 - 1144 = 3056.00
Ending deductible: 1120 + 380 = 1500.00
Ending OOPM: 1120 + 1144 = 2264.00
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Deductible remaining: 1500 - 1120 = 380.
Deductible applied: 380. Remaining allowed: 4200 - 380 = 3820.
Coinsurance: 20% of 3820 = 764.
Member: 380 + 764 = 1144.
OOPM before: 1120. After: 1120 + 1144 = 2264 (under 6000).
Plan paid: 4200 - 1144 = 3056.
Ending deductible: 1500.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Claim 1: Deductible remaining = 1500 - 1120 = 380.
Deductible applied = 380.00. Remaining allowed = 4200 - 380 = 3820.
Coinsurance = 20% of 3820 = 764.00.
Member responsibility = 380 + 764 = 1144.00.
Plan paid = 4200 - 1144 = 3056.00.
OOPM: 1120 + 1144 = 2264.00 (under 6000).
Deductible accumulator: 1120 + 380 = 1500.00.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 5 · Anthropic4.1s · 348 out | 3.6s · 342 out | 3.9s · 354 out
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 4.6 · Anthropic10.1s · 691 out | 9.0s · 611 out | 9.6s · 647 out
I need to adjudicate Claim 1: ambulatory surgery centre, knee arthroscopy, in-network, allowed amount 4200.00.
**Starting accumulators:**
- Member deductible YTD: 1120.00 (individual deductible: 1500.00)
- Member OOPM YTD: 1120.00 (individual OOPM: 6000.00)
**Step 1: Determine service type and cost-share rules.**
Ambulatory surgery centre / knee arthroscopy — this is not a PCP visit, specialist visit, urgent care, ER, or pharmacy. No copay applies. Subject to deductible and coinsurance (in-network: 20% member / 80% plan).
**Step 2: Apply deductible.**
Remaining individual deductible: 1500.00 − 1120.00 = 380.00
The claim's allowed amount is 4200.00, which exceeds the remaining deductible.
Deductible applied: 380.00
**Step 3: Apply coinsurance to remainder.**
Remaining after deductible: 4200.00 − 380.00 = 3820.00
Member coinsurance (20%): 3820.00 × 0.20 = 764.00
Plan coinsurance (80%): 3820.00 × 0.80 = 3056.00
**Step 4: Check OOPM.**
Member responsibility before OOPM check: 380.00 + 764.00 = 1144.00
Member OOPM YTD after this claim: 1120.00 + 1144.00 = 2264.00
Individual OOPM is 6000.00 — not exceeded. No cap needed.
**Step 5: Totals.**
- Member responsibility: 380.00 + 764.00 = 1144.00
- Plan paid: 4200.00 − 1144.00 = 3056.00
- Deductible applied: 380.00
- Copay: 0.00
- Coinsurance: 764.00
- Ending member deductible: 1120.00 + 380.00 = 1500.00 (fully satisfied)
- Ending member OOPM: 1120.00 + 1144.00 = 2264.00
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}I need to adjudicate Claim 1: ambulatory surgery centre, knee arthroscopy, in-network, allowed amount 4200.00.
**Starting accumulators:**
- Member deductible YTD: 1120.00 (individual deductible: 1500.00)
- Member OOPM YTD: 1120.00 (individual OOPM: 6000.00)
**Step 1: Determine cost-share type.**
This is an ambulatory surgery centre claim — not a copay service (not PCP, specialist office visit, urgent care, ER, or pharmacy). Subject to deductible and coinsurance.
**Step 2: Apply remaining deductible.**
Remaining individual deductible: 1500.00 - 1120.00 = 380.00
Deductible applied: 380.00 (cannot exceed allowed amount of 4200.00)
**Step 3: Apply coinsurance to remainder.**
Remaining after deductible: 4200.00 - 380.00 = 3820.00
Member coinsurance (20%): 3820.00 × 0.20 = 764.00
Plan pays (80%): 3820.00 × 0.80 = 3056.00
**Step 4: Check OOPM.**
Member responsibility so far: 380.00 + 764.00 = 1144.00
Member OOPM after this claim: 1120.00 + 1144.00 = 2264.00
Individual OOPM is 6000.00 — not exceeded.
**Step 5: Totals.**
- Member responsibility: 380.00 + 764.00 = 1144.00
- Plan paid: 4200.00 - 1144.00 = 3056.00
- Ending member deductible: 1120.00 + 380.00 = 1500.00
- Ending member OOPM: 1120.00 + 1144.00 = 2264.00
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}I need to adjudicate Claim 1: Ambulatory surgery centre, knee arthroscopy, in-network, allowed amount 4200.00.
**Starting accumulators:**
- Member deductible: 1120.00 (individual limit: 1500.00, so 380.00 remaining)
- Member OOPM: 1120.00 (individual limit: 6000.00, so 4880.00 remaining)
**No copay applies** — copays are listed for PCP, specialist, urgent care, ER, and pharmacy. Ambulatory surgery is not in that list, so it's subject to deductible + coinsurance.
**Step 1: Apply deductible**
Remaining individual deductible: 1500.00 - 1120.00 = 380.00
Member pays 380.00 toward deductible.
Individual deductible now satisfied (1500.00).
**Step 2: Apply coinsurance to remaining allowed amount**
Remaining allowed after deductible: 4200.00 - 380.00 = 3820.00
Member coinsurance (in-network): 20% × 3820.00 = 764.00
Plan pays: 80% × 3820.00 = 3056.00
**Step 3: Check OOPM**
Member responsibility so far: 380.00 + 764.00 = 1144.00
OOPM remaining before claim: 6000.00 - 1120.00 = 4880.00
1144.00 < 4880.00, so OOPM is not hit.
**Step 4: Totals**
- Member responsibility: 380.00 + 764.00 = 1144.00
- Plan paid: 4200.00 - 1144.00 = 3056.00
- Deductible applied: 380.00
- Copay: 0.00
- Coinsurance: 764.00
- Ending member deductible: 1120.00 + 380.00 = 1500.00
- Ending member OOPM: 1120.00 + 1144.00 = 2264.00
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.7 Max · Alibaba16.0s · 966 out | 12.4s · 988 out | 12.8s · 1,053 out
Reasoning · 843 tokens
Let me adjudicate Claim 1 step by step.
**Member Accumulators before Claim 1:**
- Member deductible credited YTD: 1120.00
- Member OOPM credited YTD: 1120.00
- Family deductible credited YTD: 1120.00
- Family OOPM credited YTD: 1120.00
**Claim 1:**
- Date: 2026-05-14
- Service: Ambulatory surgery centre, knee arthroscopy, in-network
- Network: In-network
- Billed charge: 7980.00
- Allowed amount: 4200.00
This is an in-network ambulatory surgery center service. It's not a copay service (not PCV, specialist, urgent care, ER, or generic pharmacy). It's not preventive care. So it's subject to deductible and then coinsurance.
**Step 1: Apply deductible**
- Individual deductible: 1500.00
- Member deductible credited YTD: 1120.00
- Remaining deductible: 1500.00 - 1120.00 = 380.00
- Allowed amount: 4200.00
- Deductible applied: 380.00 (this is less than the allowed amount)
- Remaining allowed amount after deductible: 4200.00 - 380.00 = 3820.00
**Step 2: Apply coinsurance**
- In-network coinsurance: 20% member / 80% plan
- Coinsurance on remaining: 3820.00 * 20% = 764.00
- Plan pays: 3820.00 * 80% = 3056.00
**Step 3: Check OOPM**
- Member OOPM credited YTD: 1120.00
- Individual OOPM: 6000.00
- This claim adds: deductible (380.00) + coinsurance (764.00) = 1144.00
- New OOPM accumulator: 1120.00 + 1144.00 = 2264.00
- 2264.00 < 6000.00, so OOPM is not reached. No adjustment needed.
**Step 4: Calculate totals**
- Member responsibility: 380.00 (deductible) + 764.00 (coinsurance) = 1144.00
- Plan paid: 3056.00
- Check: 1144.00 + 3056.00 = 4200.00 ✓ (equals allowed amount)
**Ending accumulators:**
- Member deductible: 1120.00 + 380.00 = 1500.00
- Member OOPM: 1120.00 + 1144.00 = 2264.00
**Required fields:**
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 865 tokens
Let me adjudicate Claim 1 for the Bluebonnet PPO 1500 plan.
**Member Accumulators before Claim 1:**
- Member deductible credited YTD: 1120.00
- Member OOPM credited YTD: 1120.00
- Family deductible credited YTD: 1120.00
- Family OOPM credited YTD: 1120.00
**Claim 1:**
- Date: 2026-05-14
- Service: Ambulatory surgery centre, knee arthroscopy, in-network
- Network: In-network
- Billed charge: 7980.00
- Allowed amount: 4200.00
**Step 1: Determine the applicable deductible threshold.**
- In-network individual deductible: 1500.00
- Member has already credited 1120.00 toward the deductible.
- Remaining deductible: 1500.00 - 1120.00 = 380.00
**Step 2: Apply deductible.**
- The allowed amount is 4200.00.
- The remaining deductible is 380.00.
- Deductible applied: 380.00
- Remaining allowed amount after deductible: 4200.00 - 380.00 = 3820.00
**Step 3: Apply coinsurance.**
- In-network coinsurance after deductible: 20% member / 80% plan
- Member coinsurance: 3820.00 * 0.20 = 764.00
- Plan coinsurance: 3820.00 * 0.80 = 3056.00
**Step 4: Check OOPM.**
- Member OOPM before this claim: 1120.00
- OOPM limit (individual, in-network): 6000.00
- Member cost share on this claim: deductible (380.00) + coinsurance (764.00) = 1144.00
- OOPM after this claim: 1120.00 + 1144.00 = 2264.00
- This is below 6000.00, so no OOPM cap applies.
**Step 5: Calculate totals.**
- Member responsibility: 380.00 (deductible) + 764.00 (coinsurance) = 1144.00
- Plan paid: 3056.00
- Check: 1144.00 + 3056.00 = 4200.00 ✓ (equals allowed amount)
**Step 6: Update accumulators.**
- Ending member deductible: 1120.00 + 380.00 = 1500.00
- Ending member OOPM: 1120.00 + 1144.00 = 2264.00
**Required fields:**
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00
This is not a preventive service, not a copay service (it's surgery), so no copay applies. The deductible and coinsurance are correct.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 930 tokens
Let me adjudicate Claim 1 step by step.
**Member Accumulators before Claim 1:**
- Member deductible credited YTD: 1120.00
- Member OOPM credited YTD: 1120.00
- Family deductible credited YTD: 1120.00
- Family OOPM credited YTD: 1120.00
**Claim 1:**
- Service: Ambulatory surgery centre, knee arthroscopy, in-network
- Network: In-network
- Billed charge: 7980.00
- Allowed amount: 4200.00
**Step 1: Determine the applicable deductible**
- Individual in-network deductible: 1500.00
- Member deductible credited YTD: 1120.00
- Remaining individual deductible: 1500.00 - 1120.00 = 380.00
**Step 2: Apply deductible**
- Allowed amount: 4200.00
- Deductible remaining: 380.00
- Deductible applied to this claim: 380.00
- Remaining allowed amount after deductible: 4200.00 - 380.00 = 3820.00
**Step 3: Apply coinsurance**
- After deductible, in-network coinsurance: 20% member / 80% plan
- Member coinsurance: 3820.00 * 0.20 = 764.00
- Plan coinsurance: 3820.00 * 0.80 = 3056.00
**Step 4: Check copay**
- This is an ambulatory surgery centre, knee arthroscopy. It's not a primary care visit, specialist visit, urgent care, ER, or generic retail pharmacy. So no copay applies.
- Copay amount: 0.00
**Step 5: Calculate member responsibility**
- Deductible: 380.00
- Coinsurance: 764.00
- Copay: 0.00
- Total member responsibility: 380.00 + 764.00 = 1144.00
**Step 6: Calculate plan paid**
- Plan paid: 4200.00 - 1144.00 = 3056.00
- Check: member_responsibility + plan_paid = 1144.00 + 3056.00 = 4200.00 ✓
**Step 7: Check OOPM**
- Member OOPM individual (in-network): 6000.00
- Member OOPM credited YTD: 1120.00
- Member cost share on this claim: 1144.00
- New OOPM accumulator: 1120.00 + 1144.00 = 2264.00
- 2264.00 < 6000.00, so OOPM is not reached. No adjustment needed.
**Step 8: Update accumulators**
- Ending member deductible: 1120.00 + 380.00 = 1500.00 (deductible satisfied)
- Ending member OOPM: 1120.00 + 1144.00 = 2264.00
**Summary for Claim 1 (the final claim):**
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 · Z.ai3.3s · 687 out | 5.5s · 1,099 out | 4.3s · 679 out
Reasoning · 590 tokens
Let me work through this.
Plan: Bluebonnet PPO 1500.
- Individual in-network deductible: 1500.00
- Embedded structure.
- Member deductible credited YTD before Claim 1: 1120.00
- Member OOPM credited YTD: 1120.00
- Family deductible credited: 1120.00
- Family OOPM credited: 1120.00
Claim 1: Ambulatory surgery centre, knee arthroscopy, in-network. Billed 7980.00, allowed 4200.00.
This is not a preventive service, not an office visit copay service. It's subject to deductible and coinsurance.
Deductible: member needs 1500.00 - 1120.00 = 380.00 remaining to satisfy individual deductible. Allowed amount 4200.00 > 380.00, so deductible applied = 380.00.
After deductible: 4200.00 - 380.00 = 3820.00 subject to coinsurance at 20% member / 80% plan.
Coinsurance = 3820.00 * 0.20 = 764.00.
Plan pays = 3820.00 * 0.80 = 3056.00.
Copay = 0.00.
Member responsibility = 380.00 + 764.00 = 1144.00.
Plan paid = 3056.00.
Check: 1144.00 + 3056.00 = 4200.00 = allowed. ✓
OOPM check: member OOPM before = 1120.00. Adding 1144.00 gives 2264.00, which is below the 6000.00 individual in-network OOPM, so no cap applies.
Ending member deductible accumulator: deductible is fully satisfied after this claim: 1120.00 + 380.00 = 1500.00.
Ending member OOPM: 1120.00 + 1144.00 = 2264.00.
Required fields:
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00
All numbers two decimal places. Family accumulators aren't asked for, only member. The family deductible would be 1120 + 380 = 1500.00 too, but family is not fully satisfied (3000.00), but embedded structure means individual satisfied on own — which it is.
Output as JSON only.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 898 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500, plan year 2026.
Accumulators before Claim 1:
- Member deductible credited YTD: 1120.00
- Member OOP credited YTD: 1120.00
- Family deductible credited YTD: 1120.00
- Family OOP credited YTD: 1120.00
Claim 1 — 2026-05-14
- Ambulatory surgery centre, knee arthroscopy, in-network
- Billed: 7980.00
- Allowed: 4200.00
Deductibles:
- Individual in-network: 1500.00 (embedded)
- Family in-network: 3000.00
The member has 1120.00 credited toward individual deductible. Embedded: individual satisfies individual deductible on their own. The member needs 1500 - 1120 = 380.00 more to satisfy the individual deductible.
Claim is in-network. Allowed amount 4200.00. No copay applies (ambulatory surgery is not an office visit, urgent care, ER, or pharmacy — it's subject to deductible and coinsurance).
Deductible portion: 380.00 (remaining to reach 1500.00).
After deductible satisfied, remaining allowed: 4200 - 380 = 3820.00 subject to 20% coinsurance.
Coinsurance: 20% of 3820 = 764.00.
Member responsibility: 380 + 764 = 1144.00.
Plan paid: 4200 - 1144 = 3056.00. Check: 80% of 3820 = 3056.00. Yes.
Now check OOPM: individual in-network OOPM 6000. Member OOP credited 1120.00. After this claim: 1120 + 1144 = 2264.00. That's below 6000, so OOPM not reached; no truncation.
Wait — should I check the family deductible? Family deductible is 3000.00, family credited 1120.00. Embedded: individual satisfies on their own, whichever comes first. The member's individual credit is 1120. The individual threshold is 1500. The member pays deductible until individual 1500 is met. Family aggregate is 3000 but only 1120 credited family-wide (which apparently is all this member). Since embedded, individual amount can be satisfied on its own. So member pays up to individual remaining 380.
Coinsurance is 20% in-network.
Copay: 0.00 (no copay for ASC surgery).
Ending accumulators:
- Member deductible: 1120 + 380 = 1500.00 (individual deductible satisfied).
- Member OOP: 1120 + 1144 = 2264.00. Copays credit OOP; none here. Deductible and coinsurance both credit OOP.
Note: "Member out-of-pocket credited year to date 1120.00" — equals deductible credited, so previously no copays/coinsurance.
So:
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00
Check sum: 1144 + 3056 = 4200 = allowed amount. ✓
Deductible threshold: is the member deductible balance measured against 1500 (in-network threshold) since service is in-network? Yes. 1500 - 1120 = 380.
Alternatively, could family deductible matter? Family credited 1120, family threshold 3000. Embedded structure means the individual can satisfy their own individual deductible; the family deductible is satisfied once total family credits reach family amount, whichever comes first. Here the individual reaches 1500 first. Either way, the member's cost share stops at individual deductible satisfaction — with embedded, once individual deductible is met, that member's services are paid (subject to coinsurance) even if family deductible isn't fully met. So coinsurance applies after individual 1500.
Coinsurance: 20% of (4200 - 380) = 20% × 3820 = 764.00. Plan 80% = 3056.00.
OOPM check: individual in-network OOPM 6000. 2264 < 6000. Fine.
Family OOPM 12000 — not reached either.
All good. Format as JSON with two decimals.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 422 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500, plan year 2026.
- Individual in-network deductible: 1500.00, embedded in family 3000.00
- Member YTD deductible credited: 1120.00 (family also 1120.00)
- Member OOPM YTD: 1120.00
Claim 1: Ambulatory surgery centre, knee arthroscopy, in-network. Allowed 4200.00. Billed 7980.00.
Member cost share is based on allowed amount 4200.00.
Deductible: individual deductible 1500.00. Member has 1120.00 credited. Remaining deductible to satisfy: 1500.00 - 1120.00 = 380.00.
So deductible applied = min(380.00, 4200.00) = 380.00.
After deductible satisfied, remaining allowed = 4200.00 - 380.00 = 3820.00. Coinsurance 20% member = 764.00. Plan pays 80% = 3056.00.
Check OOPM: individual in-network OOPM 6000.00. Member OOP YTD 1120.00. Member responsibility on this claim = 380.00 + 764.00 = 1144.00. Total OOP after = 1120.00 + 1144.00 = 2264.00, well below 6000.00. So no OOPM cap.
No copay applies (surgery, not office visit).
Member responsibility = 1144.00
Plan paid = 3056.00
Check: 1144.00 + 3056.00 = 4200.00 ✓
Ending member deductible accumulator: 1120.00 + 380.00 = 1500.00 (individual deductible satisfied).
Ending member OOPM: 1120.00 + 1144.00 = 2264.00.
Also family deductible: 1120.00 + 380.00 = 1500.00 (family credited equals member's credit here since it's the same; but we only report member accumulators).
So:
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00
Rounding: 3820.00 * 0.20 = 764.00 exactly. Good.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Max · Alibaba21.9s · 793 out | 14.5s · 696 out | 21.2s · 855 out
Reasoning · 670 tokens
We need answer user with JSON only. Need adjudicate claim. Need analyze carefully.
We have plan document. Member accumulators before claim 1:
Member deductible credited YTD 1120.00
Member OOP credited YTD 1120.00
Family deductible credited 1120.00
Family OOP credited 1120.00
Claim 1: 2026-05-14 ambulatory surgery centre knee arthroscopy in-network. Billed 7980, allowed 4200. Need final claim fields only (only claim). Need member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm.
Plan: Individual in-network deductible 1500. Embedded. OOPM individual in-network 6000. Coinsurance after deductible in-network 20%. Copays not relevant; no copay for surgery? The listed copays for office visit etc. Ambulatory surgery center probably subject to deductible/coinsurance. Need apply remaining deductible: member deductible balance 1120, threshold 1500, remaining 380. Allowed 4200. Deductible applied = min(allowed, remaining) = 380. Remaining allowed after deductible = 4200-380=3820. Coinsurance member 20% = 764. Plan pays 80% = 3056. Member responsibility = 380+764 = 1144. Plan paid = 3056. Sum = 4200. OOPM credits: deductible and coinsurance count? Usually yes member cost share for covered in-network. Deductible applied 380 + coinsurance 764 = 1144. Prior OOP 1120 -> ending OOP = 2264. Deductible ending = 1500 (since reached individual deductible). Family deductible? not asked. Ending member deductible = 1500.00. Ending member OOPM = 2264.00. Need ensure OOPM not capped? OOPM not reached. No issue.
Need output exactly fenced JSON. Ensure two decimals. Values as numbers? "Every value is a number with two decimal places." JSON numbers can have decimals. Use 0.00.
Double-check: Ambulatory surgery center maybe outpatient surgical, no copay. Does plan doc say surgery copay? No. So deductible+coinsurance.
Potential subtlety: OOPM includes deductible? Usually yes, member cost share. The accumulators starting OOP equals deductible credited 1120 suggests yes. Copays always credit OOPM, deductible and coinsurance presumably credit OOPM. Glossary: OOPM ceiling on member cost share. Deductible and coinsurance are member cost share. So yes.
Need no extra keys. Include member_responsibility etc.
Let's produce JSON only.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 573 tokens
We need answer user's task. Need produce final JSON only. Need adjudicate Claim 1 given accumulators and plan doc.
We need required fields:
member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm.
All two decimals. Member resp + plan paid equals allowed amount of final claim (4200).
Initial member deductible credited YTD = 1120. Individual in-network deductible 1500. Embedded. Member OOP credited YTD =1120. Claim: ambulatory surgery center in-network, allowed 4200. Not a listed copay service (not PCP, specialist, urgent care, ER, pharmacy). So subject to deductible then 20% coinsurance. In-network.
Deductible remaining for member = 1500 - 1120 = 380. Deductible portion applied = min(allowed 4200, remaining 380) = 380. Then remaining allowed after deductible = 4200 - 380 = 3820. Coinsurance member 20% = 764. Plan 80% = 3056. Total member responsibility = 380 + 764 = 1144. Plan paid = 3056. Check sum = 4200.
OOPM: Deductible credits OOP, coinsurance credits OOP. Copays none. Initial OOP 1120. Add member resp 1144 => ending 2264. Deductible accumulator initial 1120 + 380 = 1500. Need ending_member_deductible = 1500. ending_member_oopm = 2264. Family accumulators not required. No OOPM reached.
Need ensure no preventive. In-network ambulatory surgery not preventive. No copay. Billed irrelevant.
Need output exactly fenced JSON. Numbers with two decimals likely as numbers. JSON cannot enforce trailing zeros, but can write 1144.00 etc valid? JSON numbers can have fractional zero yes. Use 1144.00. Ensure not string.
Double-check if ambulatory surgery center might have special benefit? Not in doc. So deductible/coinsurance.
Potential nuance: out-of-pocket max individual in-network 6000. initial 1120, add 1144 = 2264. Yes.
Need no extra keys. final JSON block only.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 732 tokens
We need answer user's task. Need produce JSON only. Need adjudicate Claim 1 given accumulators.
Plan: Bluebonnet PPO 1500. Deductible individual in-network 1500, family 3000 embedded. Accumulators before claim: Member deductible credited YTD 1120.00, member OOP 1120.00, family deductible 1120, family OOP 1120. Claim 1 in-network ambulatory surgery center knee arthroscopy, allowed 4200. Need final claim only (there's only one). Determine member responsibility, plan paid, deductible applied, copay, coinsurance, ending member deductible, ending member OOP.
No copay listed for ambulatory surgery center; subject to deductible/coinsurance. Starting deductible member 1120, threshold 1500 in-network. Remaining individual deductible = 380. Allowed 4200. Apply 380 deductible. Remaining after deductible = 3820. Coinsurance 20% member = 764. Plan pays 80% = 3056 plus deductible? Actually plan pays 80% after deductible: 3056. Member responsibility = deductible 380 + coinsurance 764 = 1144. Allowed = 4200; plan paid 3056; sum 4100? Wait 380+3056 = 3436? No allowed allocation: member deductible 380, member coins 764, plan paid = 4200 - 380 - 764 = 3056. Member responsibility = 1144; plan paid 3056; sum = 4200. Good.
Ending member deductible = 1120 + 380 = 1500. Ending member OOP = previous 1120 + member cost share counted. Deductible credits OOP, coinsurance credits OOP. Copays count but none. So OOP += 1144 = 2264. Check OOPM individual in-network 6000; not reached. Family accumulators too? Not required ending family. Need only ending_member_deductible and ending_member_oopm.
Potential issue: family embedded? Member individual satisfies own. Starting family deductible also 1120. But no need family ending. Since claim applies to member deductible and family too? The required only member. Could member OOP include deductible and coinsurance. Yes.
Need output exactly JSON fenced code block. Numbers two decimal places. Ensure keys exact:
"member_responsibility"
"plan_paid"
"deductible_applied"
"copay_amount"
"coinsurance_amount"
"ending_member_deductible"
"ending_member_oopm"
All numbers. No extra keys. Use 0.00 for copay. Need consider Ambulatory surgery center maybe no copay. Plan document only lists copays for office visit, urgent care, ER, pharmacy. So 0.
Double-check if preventive no. Not.
Need final JSON only. Ensure numeric types perhaps 1144.00 etc. JSON accepts numbers. Maybe no trailing text. Use fenced code.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Terra · OpenAI2.9s · 146 out | 1.8s · 138 out | 3.7s · 148 out
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 49 tokens
**Calculating deductible and payments**
I see I need to get the remaining deductible, which is 380. Then I'll calculate 20% of 3820, which gives me 764, making the total 1144. My out-of-pocket (OOP) is 2264, and I've paid 3056. So, the ending deductible is 1500, and there’s no copayment. I guess I’ll format this all into JSON later for clarity. It's a bit of a jumble, but I think I’m on the right track!json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 Flash · Z.ai15.4s · 650 out | 13.6s · 718 out | 13.5s · 732 out
Reasoning · 553 tokens
Let me work through this.
Member accumulators before Claim 1:
- Deductible credited YTD: 1120.00
- OOPM credited YTD: 1120.00
- Family deductible: 1120.00
- Family OOPM: 1120.00
Plan: Bluebonnet PPO 1500
- Individual in-network deductible: 1500.00 (embedded structure)
- Individual in-network OOPM: 6000.00
Claim 1: ASC knee arthroscopy, in-network. Allowed 4200.00. This is not a copay service (not office visit, urgent care, ER, pharmacy). So it's subject to deductible then coinsurance 20% member / 80% plan.
Deductible remaining: 1500.00 − 1120.00 = 380.00.
So deductible applied: 380.00. Remaining allowed after deductible: 4200.00 − 380.00 = 3820.00. Coinsurance 20% of 3820.00 = 764.00. Plan pays 80% = 3056.00.
Member responsibility = 380.00 + 764.00 = 1144.00. Plan paid = 3056.00. Check: 1144 + 3056 = 4200. ✓
OOPM check: member OOPM credited YTD was 1120.00. After this claim, member OOPM = 1120 + 1144 = 2264.00, well below 6000.00. So no OOPM cap hit mid-claim.
Deductible accumulator after: 1500.00 (1120 + 380 = 1500, fully satisfied).
OOPM accumulator after: 2264.00.
Family deductible: family credited 1120 + 380 = 1500, below family 3000. Embedded structure — individual satisfied on their own; individual deductible is satisfied, so plan pays coinsurance for this member regardless of family. That's consistent.
Required fields:
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00
Check sum: member_responsibility + plan_paid = 1144 + 3056 = 4200 = allowed. ✓json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 621 tokens
Let me work through this.
Member accumulators before Claim 1:
- Member deductible YTD: 1120.00
- Member OOPM YTD: 1120.00
- Family deductible: 1120.00
- Family OOPM: 1120.00
Claim 1: 2026-05-14, ambulatory surgery centre knee arthroscopy, in-network. Allowed 4200.00. Not preventive, not an office visit, not ER — no copay applies. This is subject to deductible then coinsurance.
Individual in-network deductible: 1500.00. Member has 1120.00 credited. Remaining deductible: 1500.00 − 1120.00 = 380.00.
Note: family deductible is 3000.00, family credited 1120.00, so family not satisfied. But embedded structure: individual satisfies own deductible at 1500.00. So the individual threshold applies (whichever comes first — individual 1500 comes first here).
Deductible applied: 380.00. Remaining allowed: 4200.00 − 380.00 = 3820.00.
Coinsurance 20% member / 80% plan: member coinsurance = 3820.00 × 0.20 = 764.00. Plan pays 3820.00 × 0.80 = 3056.00.
Member responsibility = 380.00 + 764.00 = 1144.00. Plan paid = 3056.00. Total = 4200.00. ✓
OOPM check: member OOPM in-network individual is 6000.00. Member OOPM YTD before claim: 1120.00. Adding 1144.00 → 2264.00, under 6000.00. No OOPM cap hit. Family OOPM 12000 — family credited 1120 + 1144 = 2264, fine.
Copay amount: 0.00 (no copay for ASC surgery).
Ending member deductible accumulator: 1120.00 + 380.00 = 1500.00.
Ending member OOPM accumulator: 1120.00 + 1144.00 = 2264.00.
Rounding: all exact to the cent.
Required keys:
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00
Check member_responsibility + plan_paid = 1144.00 + 3056.00 = 4200.00 = allowed. ✓
Output one fenced JSON block only.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 635 tokens
Let me work through this claim.
Starting accumulators:
- Member deductible: 1120.00 (individual deductible is 1500.00 in-network)
- Member OOPM: 1120.00 (individual OOPM is 6000.00 in-network)
- Family deductible: 1120.00 (family is 3000.00, embedded)
- Family OOPM: 1120.00 (family is 12000.00)
Claim 1: Ambulatory surgery centre, knee arthroscopy, in-network. Billed 7980.00, allowed 4200.00.
This is not a preventive service, not an office visit with copay, not ER, not pharmacy. So it's subject to deductible and coinsurance (20% member / 80% plan in-network).
Member cost share calculated from allowed amount: 4200.00.
Deductible remaining: 1500.00 - 1120.00 = 380.00. So 380.00 applied to deductible.
Remaining allowed after deductible: 4200.00 - 380.00 = 3820.00. Coinsurance 20% member: 764.00. Plan pays 80%: 3056.00.
Member responsibility: 380.00 + 764.00 = 1144.00. Plan paid: 3056.00. Total: 1144.00 + 3056.00 = 4200.00. ✓
OOPM check: member OOPM before claim: 1120.00. Adding 1144.00 → 2264.00, below 6000.00. So no OOPM cap hit.
Ending member deductible: 1120.00 + 380.00 = 1500.00.
Ending member OOPM: 1120.00 + 1144.00 = 2264.00.
Family accumulators: family deductible would go to 1120 + 380 = 1500.00, family OOPM 2264.00. But we only report member fields.
Fields:
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00
Note: family deductible check — embedded structure: individual satisfies on their own; family also satisfied once family credits reach family amount, whichever comes first. Family deductible is 3000.00, family credits 1120.00, so individual deductible governs here (member's individual threshold 1500.00). The member's remaining individual deductible is 380.00, which is less than family remaining (1880.00), so individual comes first. Correct to apply 380.00.
Output JSON only.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Hunyuan 4 · Tencent139.3s · 4,727 out | 61.2s · 3,103 out | 115.0s · 5,906 out
Reasoning · 4,625 tokens
We need answer task: adjudicate claims in order. Here only one claim. Need compute final claim (Claim 1) components and ending accumulators after all claims (only one claim). Need output JSON with seven numbers: member_responsibility (final claim total member responsibility), plan_paid (final claim total plan paid), deductible_applied (deductible portion of final claim), copay_amount (copay portion of final claim), coinsurance_amount (coinsurance portion of final claim), ending_member_deductible (member deductible accumulator after all claims), ending_member_oopm (member out-of-pocket accumulator after all claims). Must follow plan document. We have member accumulators before Claim 1: Member deductible credited YTD = 1120.00. Member OOPM credited YTD = 1120.00. Family deductible credited YTD = 1120.00. Family OOPM credited YTD = 1120.00. The plan is Bluebonnet PPO 1500. Year 2026.
We need adjudicate Claim 1: Date 2026-05-14. Service: Ambulatory surgery centre, knee arthroscopy, in-network. Network in-network. Billed 7980, allowed 4200. Need determine cost share. It's not preventive (knee arthroscopy likely not preventive). It is a surgery at ambulatory surgery centre. Is there a copay? Plan document lists copays: Primary care office visit 30, Specialist office visit 60, Urgent care 75, Emergency room 400, Generic retail pharmacy 15. No copay for surgery/ambulatory surgery centre or facility. Ambulatory surgery center facility? It's subject to deductible and coinsurance after deductible. Since in-network, deductible individual 1500 embedded, OOPM individual in-network 6000. It's in-network service. Allowed 4200. Before claim, member deductible credited 1120. So remaining individual deductible = 1500 - 1120 = 380.00. Since embedded, individual satisfies on own. The claim allowed is 4200. Member pays deductible portion up to remaining 380. Then after deductible satisfied, coinsurance 20% member /80% plan for in-network. Need compute.
Let's calculate: Allowed = 4200.00. Deductible remaining = 380.00. Deductible applied to claim = 380.00 (member responsibility). Remaining allowed after deductible = 4200 - 380 = 3820.00. Coinsurance member = 20% of 3820 = 764.00. Plan pays 80% of 3820 = 3056.00. Wait plan_paid = allowed - member responsibility? Member responsibility = deductible_applied + coinsurance = 380 + 764 = 1144.00. Then plan_paid = 4200 - 1144 = 3056.00. Check: after deductible satisfied, plan pays 80% of remaining allowed = 3056. Yes. Copay = 0.00. Member responsibility final claim = 1144.00.
But need check out-of-pocket accumulator and deductible accumulator after claim. Deductible credited YTD starts 1120. Add deductible_applied of 380 = 1500.00. So ending_member_deductible = 1500.00. Does family deductible also reach? Family deductible credited was 1120, family amount 3000. This claim adds 380 to family deductible credits? Need think: Deductible credits accumulate to a single member deductible balance? Wait 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." Also family deductible: Family (in-network) 3000, embedded—individual satisfies individual on own; family deductible also satisfied once total family credits reach family amount. The accumulators given: Member deductible credited YTD 1120, Family deductible credited YTD 1120. Usually family deductible accumulates all members' deductible credits; since this member is one member, family credited = sum of all members? Given before claim family =1120 same as member. This claim will credit 380 to member deductible, and also to family deductible? The task asks ending_member_deductible only, not family. The required keys: ending_member_deductible (member deductible accumulator after all claims), ending_member_oopm (member out-of-pocket accumulator after all claims). So we only report member-level accumulators, not family. But we must ensure member OOPM after claim. OOPM credited YTD before claim = 1120.00. Need add member cost share amounts that credit OOPM. Copays always credit OOPM. Deductible amounts credit OOPM? Yes, out-of-pocket maximum includes deductible, coinsurance, copays. Plan document: OOPM is ceiling on member cost share. Deductible is member cost share, counts toward OOPM. The accumulators given: member OOPM credited YTD = 1120.00 matches member deductible credited YTD = 1120.00. That suggests previously member had perhaps only deductible payments (no copays/coinsurance yet), so OOPM = deductible = 1120. For this claim, member responsibility = deductible_applied 380 + coinsurance 764 = 1144. Does all 1144 credit OOPM? Yes, deductible and coinsurance count toward OOPM. Copay none. So add 1144 to OOPM YTD: 1120 + 1144 = 2264.00. Ending_member_oopm = 2264.00. Check individual in-network OOPM = 6000, not reached. So plan still pays coinsurance etc.
But need be careful: Does the member responsibility for the final claim include any amounts above allowed? No, billed above allowed not member responsibility for in-network. Allowed 4200. member_responsibility + plan_paid = 4200. 1144 + 3056 = 4200. Good.
Wait: Is ambulatory surgery centre, knee arthroscopy subject to deductible and coinsurance, or is it maybe considered surgery with some copay? The plan document didn't list a copay for ambulatory surgery centre. It only lists office visit copays, urgent care, ER, pharmacy. Knee arthroscopy at ASC is not an office visit. It's likely a facility/surgical service subject to deductible and coinsurance. Since no specific copay, it's deductible + coinsurance. No preventive care. So calculation stands.
Need verify if there is any specialist office visit copay for the surgeon? The claim is for the Ambulatory surgery centre (facility) charge, not the physician. The service description: "Ambulatory surgery centre, knee arthroscopy, in-network". That is the facility. No physician claim. So no specialist office visit copay. If it were a physician service in office? No, ASC. So no copay.
Need confirm network: In-network. Deductible individual in-network is 1500. Member deductible credited before =1120. Remaining =380. Embedded deductible: individual satisfies individual on own. Since the service is in-network, the threshold is 1500 (individual in-network). Member has 1120 credited, so needs 380 to satisfy individual in-network deductible. After this claim member deductible =1500 satisfied. Family deductible credited was 1120, after adding 380? Wait family deductible YTD before is 1120. If this member's deductible credit also counts to family, family becomes 1500? Actually before claim family deductible credited =1120. After member pays 380 deductible, family deductible credited becomes 1500 (since this member is part of family). Family amount is 3000, so not satisfied. But not asked.
Now, check OOPM: member OOPM credited YTD =1120. After claim, member cost share =1144. Add to OOPM =2264. But wait: For OOPM, is there separate in-network and out-of-network? In-network OOPM individual 6000; out-of-network individual 12000. "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It lists Individual (in-network) 6000, Family (in-network) 12000, Individual (out-of-network) 12000. Since service is in-network, the relevant OOPM for credit? Usually OOPM accumulator may be combined or separate? Plan says Member out-of-pocket maximum: Individual (in-network) 6000, Family (in-network) 12000, Individual (out-of-network) 12000. The accumulators given: Member out-of-pocket credited YTD 1120.00 (no network split). The task asks ending_member_oopm number — member out-of-pocket accumulator after all claims. They gave Member out-of-pocket credited year to date 1120.00. It doesn't say network-specific. So just add member cost share (deductible+coinsurance+copay) to that accumulator: 1120+1144=2264. It's below 6000 in-network, so no OOPM reached. Even if there were separate, previous 1120 was from prior claims? Prior claims must have been in-network? Not specified, but allowed deductible 1120 maybe in-network? It says Member deductible credited 1120; no network split. We just follow single member OOPM balance. The plan says out-of-pocket maximum: individual in-network 6000. Since all services so far in-network? Actually claim 1 is in-network. The accumulator before is 1120. It's below 6000, so not reached.
Need maybe check copays do NOT credit deductible. Copays always credit OOPM. Here no copay. Deductible_applied is 380. Does deductible_applied credit OOPM? Yes, OOPM includes deductible. The accumulators show deductible credited YTD = OOPM credited YTD =1120, consistent that all prior accumulator was deductible, and it counted toward OOPM.
Now check rounding: 20% of 3820 = 764.00 exactly. 80% 3056.00. All two decimals.
Let's ensure the definition: "deductible_applied number — the deductible portion of the FINAL claim". For final claim (Claim 1), deductible portion = 380.00. "copay_amount" = 0.00 (no copay). "coinsurance_amount" = 764.00. "member_responsibility" = sum = 1144.00. "plan_paid" = 3056.00. "ending_member_deductible" = 1120 + 380 = 1500.00. "ending_member_oopm" = 1120 + 1144 = 2264.00.
Wait: Are we sure that OOPM added amount is 1144? Let's recalc: Member responsibility = 1144. This consists of deductible 380 + coinsurance 764. Both count toward OOPM. Yes OOPM increases by member responsibility (since all member cost share counts). The prior OOPM was 1120 (all from deductible). Add 1144 -> 2264. Alternatively add deductible 380 to OOPM (now 1500) and coinsurance 764 (now 2264). Same.
Check if any copay waiver? No.
Check if the ASC service maybe has coinsurance but also maybe subject to deductible only? Plan says: "Coinsurance after deductible, in-network ......................... 20% member / 80% plan" So yes after deductible. No mention of separate surgery copay. Good.
Now need produce exactly one fenced JSON code block and nothing else. The JSON object must contain required keys. Let's list keys exactly:
"member_responsibility"
"plan_paid"
"deductible_applied"
"copay_amount"
"coinsurance_amount"
"ending_member_deductible"
"ending_member_oopm"
Need values as numbers with two decimal places. In JSON, a number can be 1144.00? JSON numbers can be 1144.00? Typically JSON parsers accept 1144.00 as a number (it's a valid number with fraction .00). The instruction: "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50". So we must write 1144.00, not "1144.00". In JSON, 1144.00 is valid numeric literal. Yes.
Need ensure no extra keys. Output:
```json
{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
```
Wait, check: In JSON, 0.00 is valid. Yes. But some JSON serializers might write 0.0. Instruction says two decimal places; we will write 0.00. In JSON, 0.00 is parsed as 0. It's fine.
Let's double-check math thoroughly.
Before claim:
- Member deductible credited YTD = 1120.00.
- Member OOPM credited YTD = 1120.00.
Plan:
- Individual in-network deductible = 1500.00. Embedded.
- In-network coinsurance after deductible = 20% member / 80% plan.
- OOPM in-network individual = 6000. (Not reached)
- Allowed = 4200.00. Billed 7980, but allowed 4200. Member responsibility only on allowed.
Step: Deductible remaining = 1500 - 1120 = 380. Since claim allowed 4200 > 380, deductible applied = 380. Member pays 380.
Remaining allowed = 4200 - 380 = 3820.
Coinsurance member = 20% * 3820 = 764. Plan pays 80% * 3820 = 3056.
Member total = 380 + 764 = 1144.
Plan total = 3056.
Sum = 4200. Yes.
Deductible accumulator: Ending member deductible = 1120 + 380 = 1500. (Satisfied)
OOPM accumulator: Ending OOPM = 1120 + 1144 = 2264. (Below 6000)
Family accumulators not asked.
Wait, one nuance: "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 says there is a single member deductible balance. The threshold measured against: for in-network service, the individual in-network deductible is 1500. For out-of-network service, threshold is 3000. So before claim, member deductible balance is 1120. For an in-network service, we look at individual in-network deductible threshold 1500. Remaining to satisfy in-network individual = 380. After applying 380, the single member deductible balance becomes 1500. If later an out-of-network service occurs, the threshold is 3000, so remaining would be 1500 (since balance 1500). That's fine.
Now check OOPM: There is also out-of-network OOPM 12000, in-network 6000. Does the plan have separate OOPM accumulators? The given accumulator says "Member out-of-pocket credited year to date 1120.00". It doesn't specify network. The task asks "ending_member_oopm". They likely treat OOPM as a single member accumulator (like deductible), but with different thresholds based on network? Let's read plan: "Out-of-pocket maximum Individual (in-network) 6000.00 Family (in-network) 12000.00 Individual (out-of-network) 12000.00 Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't explicitly say in-network and out-of-network OOPM credits accumulate to a single balance, but the accumulator provided is a single member OOPM. Since the claim is in-network, the OOPM threshold for in-network is 6000. The member's OOPM credited is 1120. After adding 1144, it's 2264, below 6000. So no OOPM reached. Even if separate, previous 1120 might be in-network? It must be, since all prior? Not known, but task just asks ending_member_oopm (the accumulator given is member out-of-pocket credited YTD). So use single accumulator.
Check: Does the deductible_applied count toward the family deductible accumulator? Family deductible credited before was 1120. After claim, family deductible credited becomes 1500 if all family members' credits? Wait, before claim family credited = 1120. This means total family deductible credits across all members = 1120. This member's individual credited = 1120, so maybe this is the only member who has met anything, or the family has one member. Adding 380 makes family credited = 1500. Family threshold is 3000. Not asked.
Now ensure claim is final claim listed: only Claim 1. So all fields for final claim (Claim 1) and ending accumulators after all claims. Yes.
One more nuance: "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". Not relevant. "Preventive care ... paid at 100% ... not subject to deductible, coinsurance, or a copay." Knee arthroscopy is not preventive (it's a treatment for a knee condition, not a screening/preventive service). So not preventive.
Could an ambulatory surgery centre service be considered "Specialist office visit"? No, it's not an office visit. Copays are for office visits. The plan lists "Primary care office visit", "Specialist office visit". An ASC facility claim is not an office visit. So no copay. Also the service is "Ambulatory surgery centre, knee arthroscopy" — facility charge, not professional. Even the surgeon's fee would be a surgery service, not an office visit. So coinsurance after deductible.
Let's verify if the plan document says "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." So billed 7980, allowed 4200. Member responsibility on 4200 only. Good.
Now output format. Must be exactly one fenced JSON code block and nothing else. Use ```json ... ```. No preamble. The code block content is JSON. Ensure no trailing commas. Use spaces? Fine.
Let's draft final:
```json
{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
```
Wait, JSON number 1144.00 is okay. But some validators might say 1144.00 is not a standard JSON number because of trailing zeros? Actually JSON RFC 8259 allows a fraction part with digits, e.g., 1144.00 is valid: number = int frac? frac = "." 1*DIGIT. So .00 is two digits, valid. Yes.
Let's double-check if plan_paid should be 3056.00 or maybe plan pays 80% of allowed after deductible, but also plan pays the remainder of deductible? No, deductible is member responsibility, plan pays nothing toward deductible. Allowed 4200. Member pays 380 deductible + 764 coinsurance = 1144. Plan pays 3056. 4200 - 1144 = 3056. And 80% of 3820 = 3056. Yes.
Check if membersOOPM: 1120 + 380 + 764 = 2264. Wait prior OOPM credited was 1120, and prior deductible credited was 1120. That means prior to claim, the member had paid 1120 all as deductible. So OOPM = 1120. After claim, the member pays 380 deductible (adds to OOPM -> 1500) and 764 coinsurance (adds to OOPM -> 2264). Yes.
One more thought: The member deductible credited YTD is 1120. Does that include both in-network and out-of-network? The threshold for in-network service is individual in-network deductible 1500. Since single balance is 1120, and service in-network, we compare to 1500. Yes remaining 380. If the 1120 included some out-of-network deductible credits, it's still a single balance. Good.
Now produce final answer. Ensure no other text.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 3,005 tokens
We need answer with JSON only. Need adjudicate Claim 1 only (there is only one claim listed). Need compute member responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm for final claim (Claim 1). Need follow plan document. Need understand accumulators before Claim 1:
- Member deductible credited YTD: 1120.00 (single member deductible balance measured against threshold? For in-network individual threshold 1500, family 3000 embedded. Since this is an individual member? We only have member accumulators and family accumulators. Need figure family size? Not given. Plan has individual and family embedded. Member deductible accumulator is member's own? The accumulators: Member deductible credited YTD = 1120.00. Member OOPM YTD =1120.00. Family deductible credited YTD =1120.00. Family OOPM credited YTD =1120.00. Since only one member? The family accumulators equal member accumulators, implying one member in family or only this member has claims. Embedded: an individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever comes first. Out-of-network threshold measured against single member deductible balance? Wait text: "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 for out-of-network services, the member deductible balance (which includes both in and out) is measured against out-of-network individual threshold 3000 (or family OON? It says out-of-network individual 3000; no family OON? Actually under Deductible: Out-of-network (individual) 3000.00. Family not listed for OON? It lists Family (in-network) 3000. Under OOPM: Individual (out-of-network) 12000.00; no family OON. But perhaps family OON? Not given. We only have in-network claim.)
Service: Ambulatory surgery centre, knee arthroscopy, in-network. It's not a preventive service, not an office visit, not ER, not pharmacy. It's surgery at ambulatory surgery centre. Member cost share: coinsurance after deductible, in-network 20% member /80% plan. No copay listed for surgery, so deductible then coinsurance. Since billed above allowed, in-network: member not responsible for excess. Allowed = 4200.00. Accumulators before: member deductible credited =1120. Member OOPM=1120. There's an embedded deductible: individual in-network threshold=1500. Member deductible balance=1120, which is less than 1500 individual threshold. Need apply claim to deductible first until satisfied. Deductible remaining = 1500 - 1120 = 380.00. So on this claim, deductible_applied = 380.00 (the amount of allowed applied to deductible). After that, remaining allowed = 4200 - 380 = 3820.00 subject to coinsurance 20% member /80% plan. Coinsurance = 0.20 * 3820 = 764.00. Plan pays 80% = 3056.00. Member responsibility = deductible_applied + coinsurance = 380 + 764 = 1144.00. Plan paid = 3056.00. Sum = 4200.00, correct. Copay = 0.00.
Now update accumulators:
- Member deductible accumulator increases by deductible_applied 380 -> 1120 + 380 = 1500.00. Ending_member_deductible = 1500.00. (Since satisfied individual in-network deductible; family deductible credited? Family deductible YTD was 1120, after adding 380, family deductible credited = 1500, still below family 3000. But the required fields only ask ending_member_deductible and ending_member_oopm, not family. Good.)
- Member OOPM accumulator: deductible amount counts toward OOPM? In standard, deductible payments count toward out-of-pocket maximum. Yes, member's cost share including deductible, coinsurance, copays accumulate to OOPM (except premiums, non-covered). Plan says "Copays always credit the out-of-pocket maximum." It doesn't explicitly say deductible credits OOPM, but typical: OOPM is ceiling on member cost share for plan year; member cost share includes deductible, coinsurance, copays. Also "deductible: amount member pays at allowed rate before coinsurance begins". The member responsibility 1144 (deductible 380 + coins 764) is cost share, so it credits OOPM. Also note member OOPM before was 1120. Wait accumulators before: Member OOPM credited YTD =1120.00. But member deductible credited YTD =1120.00. That suggests the 1120 YTD OOPM is from prior deductible payments (since deductible 1120). So OOPM includes deductible. Need add total member responsibility for this claim = 1144.00 to OOPM. Starting OOPM = 1120.00. Ending OOPM = 1120 + 1144 = 2264.00. Check individual in-network OOPM threshold = 6000.00, so not reached. Family in-network OOPM threshold 12000, family credited would become 1120+1144=2264. Not relevant.
Wait, careful: Are there any copays? No. Is the service subject to deductible? Yes, surgery is not exempt. Is there any possibility that an Ambulatory surgery centre service is considered outpatient surgery with facility fee and maybe coinsurance after deductible? Yes.
Need double-check calculations: Allowed 4200. Deductible remaining 380. Coinsurance on remaining 3820 at 20% = 764. Plan pays 80% of 3820 = 3056. Also plan pays nothing toward deductible? Plan paid is plan's total for final claim. Does plan pay any portion of the allowed amount that applied to deductible? No, member pays deductible. So plan paid = 3056.00. Member resp = 1144.00. Sum = 4200.
Let's check rounding: 3820 * 0.20 = 764.00 exactly? 3820 * 0.2 = 764.0. 3820 * 0.8 = 3056.0. Yes two decimals.
Now output JSON keys exactly:
"member_responsibility" number — member's total for FINAL claim listed = 1144.00
"plan_paid" number — plan's total for FINAL claim listed = 3056.00
"deductible_applied" number — deductible portion of FINAL claim = 380.00
"copay_amount" number — copay portion = 0.00
"coinsurance_amount" number — coinsurance portion = 764.00
"ending_member_deductible" number — member deductible accumulator after all claims = 1500.00
"ending_member_oopm" number — member out-of-pocket accumulator after all claims = 2264.00
Wait need verify member OOPM accumulator starting value: given "Member out-of-pocket credited year to date 1120.00". Does OOPM include the deductible already paid? Yes, because they said member deductible credited YTD 1120 and member OOPM credited 1120. That means all prior cost share was deductible (no copay/coins). So OOPM = 1120. Add member responsibility for claim = 380 deductible + 764 coins = 1144. 1120+1144=2264. Yes.
But need examine "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." It does not state deductible credits OOPM, but OOPM is ceiling on member cost share. Deductible is member cost share. The task 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." This implies all member cost share (deductible, coinsurance, copays) counts. It says premiums and non-covered never count; doesn't exclude deductible. So yes.
Check if there is any family embedded OOPM nuance: Individual OOPM in-network 6000, family in-network 12000. Member OOPM accumulator is individual? The field "ending_member_oopm" means member out-of-pocket accumulator. It starts at 1120. After claim it's 2264. We don't output family. Good.
Now, is there any concern about "single member deductible balance" and thresholds: For in-network, the member deductible balance is measured against individual in-network threshold 1500 (or family 3000 embedded). The member deductible credited YTD is 1120, which is below 1500. The remaining deductible is 1500 - 1120 = 380. But wait the family deductible credited YTD is also 1120, and family threshold is 3000. Embedded: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Since the member is an individual within family, his individual deductible threshold is 1500. The family deductible threshold is 3000. Since only one member has claims, the family credits equal member credits. The individual threshold (1500) is reached first when member deductible balance reaches 1500. So remaining to satisfy member's deductible is 1500 - 1120 = 380, not 3000 -1120 =1880. Yes.
Now consider: Is the member's responsibility for the final claim the "member's total for the FINAL claim listed" or total across all claims? The task says: member_responsibility number — the member's total for the FINAL claim listed. plan_paid number — the plan's total for the FINAL claim listed. So just Claim 1 amounts, not cumulative. We computed those.
Now produce JSON inside a single fenced block, no other text. Need numbers with two decimals. JSON numbers: 1144.00 is valid JSON number? Yes, JSON allows 1144.00 (it's a number with fraction). But some graders parse as float; 1144.00 is fine. Must be plain number with two decimal places. In JSON, 1144.00 is a number, not string. The instruction: "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 inside JSON we write 1144.00. It's a number literal with two decimal places. Good.
Need ensure no extra keys. Required keys: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. Do not include family accumulators. Do not include explanations.
Let's double-check if the service "Ambulatory surgery centre, knee arthroscopy, in-network" could be considered outpatient surgery where maybe the plan has a copay? The plan document lists copays for PCP, Specialist, Urgent care, ER, Generic retail pharmacy. No surgery copay. So coinsurance after deductible. Good.
Check preventive care: not preventive (knee arthroscopy is not preventive). So cost share applies.
Check basis: member cost share calculated from allowed amount; billed 7980, allowed 4200. In-network, member not responsible for excess 3780. So allowed is basis. Good.
Now consider if the deductible_applied should be the full remaining deductible of 380, and coinsurance on remainder. Yes.
Let's verify OOPM after: 1120 + 380 + 764 = 2264. Yes. Ending_member_deductible = 1500. Ending member OOPM = 2264. The individual in-network OOPM is 6000, not reached. So no change to plan payment. Plan paid = 3056.
Wait, one nuance: "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." Not reached.
Another nuance: Does the member deductible accumulator include out-of-network? No OON here.
Another nuance: The "Member deductible credited year to date 1120.00" maybe is the amount that has been credited toward the deductible, i.e., the member has paid 1120 toward deductible. Since the deductible threshold is 1500, remaining is 380. Yes.
Another nuance: The member OOPM credited YTD is 1120. After claim, the deductible portion (380) and coinsurance (764) are paid by member; do both count toward OOPM? Yes. So OOPM = 2264.
Let's test if there is any requirement to output "copay_amount" as 0.00 even if no copay. Yes, use 0.00 not null.
Now final answer:
```json
{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
```
Wait, JSON code block must be exactly one fenced JSON code block and nothing else. So:
```json
{ ... }
```
No preamble. Ensure no trailing commas. Use two spaces? Not necessary. Need output exactly. Let's craft final.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 5,805 tokens
We need answer with JSON block only. Need adjudicate Claim 1 only? Task family: given accumulators before first claim, and one or more claims in date order. Adjudicate claims in order. Required JSON keys: member_responsibility number — member's total for FINAL claim listed. plan_paid — plan's total for FINAL claim listed. deductible_applied — deductible portion of FINAL claim. copay_amount — copay portion of FINAL claim. coinsurance_amount — coinsurance portion of FINAL claim. ending_member_deductible — after all claims. ending_member_oopm — after all claims. Every value number two decimals. member_responsibility + plan_paid must equal allowed amount of final claim.
Only one claim listed. Need calculate. Member accumulators before Claim 1:
Member deductible credited YTD = 1120.00
Member OOP credited YTD = 1120.00
Family deductible credited YTD = 1120.00
Family OOP credited YTD = 1120.00
Plan: Bluebonnet PPO 1500. Plan year 2026. Deductible individual in-network 1500. Family in-network 3000. Embedded: individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever comes first. Out-of-network individual 3000. In and out credits accumulate to single member deductible balance; threshold measured against when service OON. So in-network service: member deductible threshold individual 1500. Since it's embedded, member satisfies individual deductible on own. Member deductible credited 1120, remaining deductible = 1500 - 1120 = 380.00. (Even though family total also 1120, but embedded means individual can satisfy on own; family satisfied only if total family credits reach 3000, whichever comes first. Since service is for this member, and family has only one? No other member claims? Accumulators given as if family deductible credited 1120 (same as member). Embedded means individual deductible can be met alone; since member remaining 380, service will apply 380 to deductible, then member OON? Wait in-network. After deductible satisfied, coinsurance 20% member/80% plan. No copay? Service is ambulatory surgery centre, knee arthroscopy, in-network. Is there a copay for surgery center? Plan lists copays: PCP office 30, specialist office 60, urgent care 75, ER 400 waived if admission, generic retail pharmacy 15. Surgery center not listed. So no copay. It is not preventive. Allowed amount 4200.
Need apply deductible and coinsurance to allowed amount. Deductible remaining = 380.00 applied to deductible. Remaining allowed after deductible = 4200 - 380 = 3820. Coinsurance 20% member = 764.00. Plan pays 80% = 3056.00. Member responsibility = deductible 380 + coinsurance 764 = 1144.00. Plan paid = 3056.00. Check sum: 1144 + 3056 = 4200 correct.
Now update accumulators after claim. Ending member deductible: member deductible credited YTD was 1120, plus deductible applied 380 = 1500.00 (satisfied individual). It cannot exceed threshold? It is credited/accumulator, measured against threshold. The accumulator is the amount credited toward deductible, so after satisfying individual deductible, member deductible credited becomes 1500.00. Important: deductible_applied is portion of final claim that went to deductible: 380.00. Ending_member_deductible after all claims = 1500.00. But 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: The deductible section: Individual (in-network) 1500; Family (in-network) 3000; Embedded... 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.
Interpretation: There is a single member deductible balance that accumulates both in-network and out-of-network deductible credits. But the threshold that balance is measured against depends on network? Wait 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." That seems contradictory: "The amount above" refers to Out-of-network (individual) 3000? Actually let's parse.
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.
Maybe they mean: There is a single member deductible accumulator that tracks deductible credits from all services (in and out). For in-network services, the individual in-network deductible threshold is 1500; for out-of-network services, the out-of-network individual deductible threshold is 3000. But they say "The amount above is the threshold that balance is measured against when the service is out-of-network." Wait: "The amount above" could refer to the out-of-network individual deductible (3000) since it's the last amount listed before that sentence. Actually the sentence follows "Out-of-network (individual) ............ 3000.00". So "The amount above is the threshold that balance is measured against when the service is out-of-network." That would be weird: The amount above = Out-of-network (individual) 3000. But they say in-network and OON credits accumulate to a SINGLE member deductible balance. The amount above (3000?) is the threshold that balance is measured against when the service is out-of-network. Hmm.
But the service here is in-network, so we measure against individual in-network threshold 1500. Since single member deductible balance before claim = 1120 (credits from maybe in-network earlier). It hasn't reached 1500. For this in-network service, remaining in-network individual deductible = 1500 - 1120 = 380. After applying, member deductible balance becomes 1500. If later OON service occurs, the same balance (now 1500) is measured against OON threshold 3000? Or perhaps the single balance includes both, but the OON threshold is 3000, so remaining OON deductible would be 3000 - current balance? But for in-network, remaining to in-network threshold is 1500 - balance (if balance <1500). Since balance is 1120, 380 applies. This is standard embedded with single accumulator? Let's examine carefully.
The plan says:
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 perhaps they mean: The single member deductible balance is the combined deductible credits. For an in-network service, the threshold is the Individual (in-network) 1500 (and family 3000 for family). For an out-of-network service, the threshold is the Out-of-network (individual) 3000. But the last sentence says: "The amount above is the threshold that balance is measured against when the service is out-of-network." Actually "the amount above" might refer to the single member deductible balance? No, "The amount above is the threshold..." Let's read: After "Out-of-network (individual) ............ 3000.00", next line: "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 phrase "The amount above" grammatically refers to "Out-of-network (individual) ............ 3000.00". So they are saying the 3000 is the threshold that the single balance is measured against when the service is out-of-network. That is, for OON services, the applicable deductible threshold is the OON individual amount 3000, and the single balance (which accumulates both INN and OON credits) is compared to 3000. For INN services, the threshold is the INN individual 1500 (and family 3000). But the single balance includes all credits. So for an INN service, remaining deductible = max(0, 1500 - balance) for individual? And family? Embedded: family satisfied once total family credits reach family amount (3000), whichever comes first. But since family credits = 1120, family not satisfied.
Thus for Claim 1 INN: balance=1120, INN individual threshold=1500, remaining=380. Apply 380 to deductible. Single balance becomes 1500. This satisfies the individual INN deductible (and also the single balance is 1500). Since embedded, the individual is considered to have met the deductible; for subsequent INN services, no deductible (balance >=1500). For family, the total family credits? Wait family deductible credited YTD =1120, after claim? The family deductible accumulator: The plan says family deductible credited YTD 1120 before claim. The claim is for this member; does it credit family deductible? In embedded family deductible, individual amounts credited to family? The family deductible is satisfied once total family credits reach family amount. If one member satisfies individual deductible, does that count toward family? The family deductible credits track total family deductible amounts credited across members. The claim's deductible portion 380 is credited to both member deductible and family deductible? Let's check accumulators: They gave Member deductible credited YTD 1120, Family deductible credited YTD 1120. That suggests the family deductible credited equals the sum of deductible credits for all members? With one member maybe equal. After claim, family deductible credited would increase by the deductible applied? Typically yes: the amount applied to deductible for a covered service counts toward both individual embedded deductible and family aggregate? Actually in embedded deductible, each member has an individual deductible (embedded) and there is a family deductible. Amounts paid by members toward their individual deductibles also count toward the family deductible? Let's recall: In an embedded deductible plan, each family member has an individual deductible amount, and the family has an overall family deductible. Once a member meets their individual deductible, the plan starts paying coinsurance for that member, even if the family deductible hasn't been met. However, the amounts each member paid toward their individual deductible also accumulate toward the family deductible. When the total family amount (e.g., 3000) is met by combined individual deductible amounts (and maybe other?), then the family deductible is considered met for everyone? Wait typical embedded deductible: Family deductible is usually 2x individual. Each member has an individual deductible (embedded). The family deductible is the total amount the family must pay in deductibles combined before the plan pays 100%? Actually let's recall ACA: Embedded deductible means each individual has a deductible embedded within the family deductible. If a family member meets their individual deductible, the plan begins paying coinsurance for that individual, even if the family deductible has not been met. Amounts applied to individual deductibles count toward the family deductible. Once the total family deductible amount is met by combined payments, then all members are considered to have met the deductible (so no further deductibles for anyone). Yes.
But our required ending accumulators are only ending_member_deductible and ending_member_oopm. They do not ask for family deductible or family OOPM ending. They only ask for ending member accumulators after all claims. So we only need to report member deductible and member OOPM after all claims. The required keys: ending_member_deductible number — member deductible accumulator after all claims; ending_member_oopm number — member out-of-pocket accumulator after all claims. They don't ask family. So we just update member ones.
Ending_member_deductible = previous member deductible credited 1120 + deductible_applied 380 = 1500.00. (Even if threshold is 1500, accumulator caps? The accumulator is credited amount; once deductible satisfied, the accumulator remains at 1500? Or does it continue to increase if more deductible applied? But no more deductible after satisfied. So ending is 1500.00.)
Ending_member_oopm = previous member OOP credited 1120 + member responsibility for claim? Wait OOPM accumulator includes member cost share that counts toward OOPM: deductible amounts, coinsurance, copays. It does NOT include premiums or non-covered. For this claim, member pays deductible 380 + coinsurance 764 = 1144. Both deductible and coinsurance count toward OOPM. Copays also count but none. So OOP credited increases by member responsibility? Actually member responsibility = 1144 (deductible + coinsurance). All of it is cost share counting toward OOPM? Deductible amount counts toward OOPM? In nearly all plans, amounts paid toward deductible do count toward the out-of-pocket maximum. Yes. The glossary: Accumulator: running YTD total of a member's deductible or OOPM. OOPM: ceiling on member cost share. Deductible payments are member cost share and count toward OOPM unless plan says otherwise. The plan document: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't say deductible doesn't count. Copays do NOT credit the deductible. Copays always credit the OOPM. Deductible credits OOPM by default. Coinsurance credits OOPM. So ending OOPM = 1120 + 1144 = 2264.00. Wait check if OOPM individual in-network is 6000. So far 2264, not reached.
But hold on: The accumulators before claim: Member OOP credited YTD = 1120.00, same as deductible. That implies all prior cost share was deductible (1120), no copays/coinsurance. After this claim, OOP increases by 1144 to 2264. Yes.
Now verify components:
deductible_applied: The deductible portion of FINAL claim. We said 380.00. Because remaining individual in-network deductible = 1500 - 1120 = 380. The allowed amount is 4200, so deductible applied is 380, not the full remaining? Yes, only 380 of allowed goes to deductible. After that, remaining allowed 3820 subject to coinsurance.
copay_amount: 0.00, because no copay for ambulatory surgery centre knee arthroscopy. Not PCP/Specialist office? Could a knee arthroscopy at ambulatory surgery centre involve a specialist office visit? No, the service is "Ambulatory surgery centre, knee arthroscopy, in-network". This is not an office visit; plan copays are for office visits, urgent care, ER, pharmacy. No copay. So 0.00.
coinsurance_amount: 764.00 (20% of 3820). Let's compute: 3820 * 0.20 = 764.00 exactly? 3820 * 20% = 764.0, yes.
member_responsibility: sum of deductible_applied + copay_amount + coinsurance_amount? = 380 + 0 + 764 = 1144.00. This is member total for final claim.
plan_paid: 4200 - 1144 = 3056.00. Or 80% of 3820 = 3056.00 (since 3820*0.8=3056). Plus plan pays nothing toward deductible. Yes.
Check OOP max: Individual in-network OOPM = 6000. Ending OOPM 2264 < 6000, so plan not paying 100%. Not relevant.
Need output exactly one fenced JSON code block, no other text. The keys:
"member_responsibility"
"plan_paid"
"deductible_applied"
"copay_amount"
"coinsurance_amount"
"ending_member_deductible"
"ending_member_oopm"
All numbers two decimals. Let's ensure rounding half up to cent. Values are exact to cents.
Wait: Need consider if the family embedded deductible could affect individual deductible calculation? Structure: EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first. This says individual can satisfy individual deductible on own. The family deductible is also satisfied once total family credits reach family amount, whichever comes first. Since family credits before claim =1120, after claim family credits would be? If family deductible credited increases by deductible applied 380 to 1500. That's still below family amount 3000. So family not satisfied. But individual is satisfied because 1120+380=1500 = individual threshold. So remaining deductible for this member for subsequent claims is 0 (subject to OON if OON threshold 3000? Actually single balance 1500 measured against OON threshold 3000 later). For this claim, the deductible applied is 380 to reach individual. Correct.
But wait: The single member deductible balance: If in-network and OON credits accumulate to a SINGLE member deductible balance, and "The amount above is the threshold that balance is measured against when the service is out-of-network." Let's parse again: The last line under Deductible: "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." Actually maybe they mean: The single member deductible balance is measured against the amounts above. Wait "The amount above" singular? Maybe they mean "The amounts above are the thresholds..." But they wrote "The amount above is the threshold that balance is measured against when the service is out-of-network." Could "the amount above" refer to the single member deductible balance? No, "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 phrase "The amount above" could refer to the "single member deductible balance"? That doesn't make sense: The balance is the accumulator, not a threshold. The threshold above is 3000 (OON individual). Let's not overcomplicate; service is in-network, so we use in-network individual deductible 1500. The fact that OON threshold is 3000 doesn't matter. The single balance is 1120, we compare to 1500 for INN. Yes.
But we must be careful: The plan states "Out-of-network (individual) ............ 3000.00" and then "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." If the service is in-network, what threshold is the balance measured against? It is measured against the Individual (in-network) 1500.00 (and Family 3000 if family). The sentence specifically mentions OON threshold because for OON services the threshold is 3000, not 1500. So correct.
Now consider copays: "Primary care office visit 30, Specialist office visit 60, Urgent care 75, Emergency room 400 waived if admission, Generic retail pharmacy 15." Surgery center is none. Also, is there an facility copay? Not specified. So 0.
Check preventive care: Not preventive. Knee arthroscopy is not preventive. So no 100% payment. Allowed 4200 subject to deductible/coinsurance.
Now check OOPM: Ending member OOPM = credited YTD 1120 + member responsibility components that count. Deductible 380 counts, coinsurance 764 counts, copay 0. So 1120+1144=2264. Wait does the deductible portion count toward OOPM? Yes. Let's verify: The OOPM is ceiling on member cost share. Deductible is cojson{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Flash · Alibaba8.7s · 457 out | 12.9s · 878 out | 8.4s · 785 out
Reasoning · 334 tokens
We need answer JSON only. Need adjudicate Claim 1 given accumulators.
Plan: Bluebonnet PPO 1500. Individual deductible in-network 1500, family 3000 embedded. Member deductible credited YTD 1120. Family 1120. OOP member 1120. Claim 1: in-network ambulatory surgery centre knee arthroscopy allowed 4200. Is preventive? No. Office visit copays? Not. Emergency? no. So deductible applies: remaining individual deductible = 1500 - 1120 = 380. Deductible applied 380. After deductible, remaining allowed = 3820. Coinsurance in-network 20% member = 764, plan 80%=3056. Member total = 380+764=1144. Plan paid=3056. Ending member deductible: 1500. Ending member OOP: 1120 + 1144 = 2264. Copay 0, coinsurance 764. Required fields: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. Need ensure member_responsibility + plan_paid = allowed: 1144 + 3056 = 4200. Numbers two decimals as numbers not strings. JSON fenced only. Need no extra.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 755 tokens
We need answer JSON only. Need calculate claim. Need think carefully.
Plan: Bluebonnet PPO 1500. Member accumulators before Claim1: deductible credited 1120, OOP credited 1120, family same. Individual deductible 1500. Family deductible 3000 embedded; individual satisfies own on 1500, family also satisfied when total family credits reach 3000 whichever comes first. This claim is ambulatory surgery centre knee arthroscopy in-network. Not in copay list? Office visits, urgent care, ER, generic retail pharmacy. Ambulatory surgery probably subject to deductible + coinsurance. Allowed 4200, billed irrelevant.
Need final claim only one claim, fields for Claim 1.
Deductible remaining = 1500 - 1120 = 380. Family deductible? Embedded. Need determine whether claim applies to deductible based on individual or family? Since structure embedded: individual satisfies individual deductible on their own; family deductible also satisfied once total family credits reach family amount whichever comes first. Usually if individual deductible not met but family deductible met? Here family same as member? only one member? But family deductible 3000 not met. Since individual deductible remaining drives. Claim deductible applied = min(remaining individual deductible? 380, allowed) = 380. Then after deductible, remaining allowed 3820, coinsurance 20% = 764. Member cost share = 380 + 764 = 1144. Plan paid = 4200 - 1144 = 3056. Check OOP max: starting 1120 + 1144 = 2264, below 6000. Deductible ending member = 1500.00? Member deductible accumulator credits only deductible portion? Usually deductible accumulator increases by deductible applied to 1500. Could there be issue that coinsurance also after deductible but not credit deductible? No. Ending member deductible 1500.00. Family deductible maybe 1500? But asked member deductible only. Ending member OOP 2264.00. Components: deductible_applied 380, copay 0, coinsurance 764, member total 1144, plan paid 3056. Need output JSON only.
Double-check ER waived not relevant. Ambulatory surgery might be facility not professional; no copay.
Could family deductible affect? Starting family deductible credited 1120. Family deductible 3000. The service is one member. Embedded structure: The amount above threshold when service out-of-network not relevant. Usually individual deductible applies unless family deductible met first. Since family not met and individual not met, apply individual deductible remaining. If family deductible met before individual, plan pays after deductible? But here no.
Need ensure member OOP credited after all claims: starting 1120 + 1144 = 2264.
JSON numeric two decimals? Need numbers, perhaps 380.00 but JSON number doesn't enforce trailing? The prompt: Every value number with two decimal places. In JSON, can output 380.00. It's valid? JSON numbers can have fraction; yes 380.00 valid. Include exact keys. Nothing else. Ensure member_responsibility plus plan_paid equals 4200.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 662 tokens
We need answer JSON only. Need adjudicate claim 1 final only? Task says claims in order, required fields final claim. Only one claim. Need compute member deductible applied, coinsurance, copay, OOPM.
Plan: individual in-network deductible 1500. Starting member deductible credited YTD 1120. So remaining deductible 380. Allowed 4200. Not preventive. In-network, ambulatory surgery/knee arthroscopy, no copay listed. Apply deductible 380 to allowed. Remaining allowed after deductible 3820. Coinsurance after deductible in-network 20% member, 80% plan. Member coins = 764.00. Total member responsibility = 380 + 764 = 1144.00. Plan paid = 3056.00 (80% of 3820). Need check OOPM: member deductible credits and coinsurance credit OOPM. Starting member OOPM 1120. Add member responsibility 1144 -> ending member deductible 1500, ending member OOPM 2264. But OOPM individual 6000 no cap. Need ending_member_deductible likely member deductible accumulator after all claims = 1500.00. ending_member_oopm = 2264.00. Required: member_responsibility final claim 1144.00; plan_paid 3056.00; deductible_applied 380.00; copay_amount 0.00; coinsurance_amount 764.00. Need include only required keys? It says required keys listed, do not add keys not asked. Need two decimal. Use numbers? "number with two decimal places" JSON numbers can't enforce trailing zeros if 380.00 becomes 380.0? In JSON, 380.00 valid number but parsed may show 380. But final text can include 380.00. Need output exactly fenced JSON no commentary.
Double-check allowed: billed 7980 irrelevant in-network. Family deductible starting 1120, family 3000; irrelevant final claim for member. The structure says family deductible also satisfied once total family credits reach family amount whichever comes first; but member accumulators. Claim is member's? Ambulatory surgery in-network. We only have member accumulators and report ending member. Since individual structure embedded. Apply individual remaining. If family deductible lower? starting 1120 family, remaining 1880, greater than individual remaining. So individual controls. Coins after deductible member 20%. Correct.
Need think if OOPM cap could limit member? No. Ending member deductible 1500 not 1120+380? yes. Ending member OOPM starting 1120 + 380 + 764 = 2264. If copay none.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K2.6 · Moonshot65.3s · 2,609 out | 35.0s · 2,486 out | 11.3s · 954 out
Reasoning · 2,478 tokens
We need to adjudicate Claim 1 for Bluebonnet PPO 1500 plan.
Plan details:
- Plan year 2026-01-01 to 2026-12-31.
- 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. (But this claim is in-network.)
- OOPM: Individual in-network 6000.00; Family in-network 12000.00; Individual out-of-network 12000.00. Once member reaches OOPM, plan pays 100%.
- Member cost share: Coinsurance after deductible, in-network: 20% member / 80% plan. Out-of-network: 40% member / 60% plan.
- Copays: Primary care $30, specialist $60, urgent care $75, ER $400 (waived if inpatient), generic pharmacy $15. Copays do NOT credit deductible. Copays always credit OOPM.
- Preventive care: in-network preventive services required to be covered without cost share are paid at 100% and not subject to deductible, coinsurance, or copay.
- Basis of payment: cost share from allowed amount. Amounts billed above allowed amount not member responsibility for in-network.
Member accumulators before Claim 1:
- Member deductible credited YTD: 1120.00
- Member OOP credited YTD: 1120.00
- Family deductible credited YTD: 1120.00
- Family OOP credited YTD: 1120.00
Claim 1:
- Service: Ambulatory surgery centre, knee arthroscopy, in-network
- Network: In-network
- Billed charge: 7980.00
- Allowed amount: 4200.00
We need to compute member responsibility, plan paid, deductible applied, copay amount, coinsurance amount, ending member deductible, ending member oopm.
First, determine if this service is subject to deductible and coinsurance, or copay, or preventive.
Ambulatory surgery center, knee arthroscopy: Not a primary care, specialist office visit, urgent care, ER, or pharmacy. So no copay applies. Not preventive. So subject to deductible and coinsurance.
In-network individual deductible is 1500.00. Member has 1120.00 credited. So remaining deductible to satisfy: 1500 - 1120 = 380.00.
Allowed amount is 4200.00.
First, apply deductible: up to 380.00 of allowed amount goes to deductible. Since allowed amount is > 380, deductible applied = 380.00.
Remaining allowed amount after deductible: 4200 - 380 = 3820.00.
Then coinsurance: member pays 20% of remaining = 0.20 * 3820 = 764.00. Plan pays 80% = 3056.00.
Total member responsibility = 380 + 764 = 1144.00.
Plan paid = 3056.00.
Check OOPM: Member OOP before claim = 1120.00. Member responsibility for this claim = 1144.00. Total OOP after claim = 1120 + 1144 = 2264.00. This is below individual in-network OOPM of 6000.00, so no OOPM cap triggered.
But note: OOPM includes deductible and coinsurance amounts. Since both count to OOPM. Copay is 0.
Now, accumulators after claim:
- Ending member deductible: previous 1120 + 380 = 1500.00 (fully satisfied). Note that family deductible credited: family was 1120, plus 380 = 1500. But we only need ending member deductible and ending member oopm. The plan document says embedded: individual satisfies on their own. The member deductible accumulator is the credited amount toward the individual deductible. Since it reaches 1500.00, ending member deductible = 1500.00.
- Ending member oopm: previous 1120 + 1144 = 2264.00.
But wait: is there any family accumulator effect? The prompt asks only for "ending_member_deductible" and "ending_member_oopm". Since the plan document says in-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. Actually it 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." So there is a single member deductible balance, which is compared against the in-network threshold (1500) for in-network services and against OON threshold (3000) for OON services. But the accumulator is a single balance. The member deductible credited YTD is 1120. After applying 380, it becomes 1500. So ending member deductible = 1500.00.
Similarly, OOPM has separate in-network and out-of-network thresholds, but "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." The OOP credited YTD is a single balance? The prompt says "Member out-of-pocket credited year to date ... 1120.00". The plan document doesn't explicitly say separate balances for OOPM, but it lists individual in-network and out-of-network OOPM thresholds. Usually there might be separate accumulators for in-network vs out-of-network, but the prompt gives a single "Member out-of-pocket credited year to date". So we treat it as a single balance. The claim is in-network, and the member OOP after claim is 2264, which is below 6000 (in-network individual) and 12000 (OON). So no max reached.
We should verify if any family deductible or OOPM is relevant. Since the structure is embedded, the individual deductible can be satisfied on its own. Since the claim is in-network, the threshold is 1500 individual. The member had 1120, so 380 needed. The family deductible is 3000. The family credited is 1120. After claim, family deductible credited would be 1500. But we don't need to report family. The member's deductible balance is now 1500.
Now compute exact numbers:
Allowed amount: 4200.00.
Deductible applied: 380.00 (since remaining individual deductible = 1500 - 1120 = 380).
Remaining: 4200 - 380 = 3820.00.
Coinsurance amount: 3820 * 0.20 = 764.00.
Copay amount: 0.00.
Member responsibility: 380 + 764 = 1144.00.
Plan paid: 4200 - 1144 = 3056.00.
Check: 3056 + 1144 = 4200. Yes.
Ending member deductible: 1120 + 380 = 1500.00.
Ending member oopm: 1120 + 1144 = 2264.00.
We must format as plain numbers with two decimal places in JSON. Since it's JSON, we just write numbers: 1144.00 etc.
Double-check: Does the plan have any specific rule about ambulatory surgery center? Not in the provided text. It's just a facility/surgery. So standard deductible and coinsurance.
Is there any chance that the family deductible could be satisfied before the individual? No, embedded means individual satisfies on its own. The family amount is 3000. The individual is 1500. So the individual is the limiting factor for this member.
Also, note 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 means if the member had OON services, the same balance counts toward the OON threshold of 3000. But for this in-network service, we compare against 1500.
Therefore, ending member deductible balance = 1500.00.
Ending member OOP = 2264.00.
Wait, is there any nuance about the OOPM being embedded as well? The plan document doesn't explicitly say OOPM is embedded, but typically family OOPM is aggregate or embedded. The prompt says "Family (in-network) 12000.00". Since they didn't specify structure for OOPM, but the accumulator given is a single member OOP. We just track the member's OOP against the individual OOPM of 6000. Since 2264 < 6000.
But what about family OOPM? If the family OOPM is aggregate, then the member's OOP might not matter if family hasn't reached 12000. But since they ask for "ending_member_oopm", it's the member's accumulator. And the plan says "Once a member reaches the out-of-pocket maximum the plan pays 100%". So individual OOPM is the trigger for this member. So we compare to individual in-network OOPM = 6000.
Everything seems straightforward.
Now, check rounding: 3820 * 0.20 = 764.00 exactly. 4200 - 380 = 3820. So no rounding issues.
Thus final JSON:
{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Make sure to use JSON null only when told. Not needed here.
Check if any copay could apply to ambulatory surgery center? The copay list is specific to office visits, urgent care, ER, pharmacy. Not ambulatory surgery. So 0.00.
One more thought: The prompt says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." Since copay is 0, irrelevant.
Also note: The member's OOP credited YTD is 1120.00. Does the deductible count toward OOPM? Usually yes. The plan document says "Out-of-pocket maximum (OOPM): the ceiling on member cost share for the plan year." Deductible and coinsurance are cost share. The accumulators show Member OOP = 1120, which matches the deductible credited. That suggests deductible does count toward OOPM. So adding both deductible and coinsurance to OOP is correct.
Thus answer is correct.
But wait, the prompt 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." So for in-network, is the threshold 1500? Yes. The "amount above" refers to the out-of-network deductible amount (3000) being the threshold for that single balance when service is OON. So for INN, threshold is 1500.
All good.
Now output exactly one fenced JSON code block.
I will produce:
```json
{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
```
Make sure no trailing commentary.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,390 tokens
We need to adjudicate a single claim (Claim 1) for Bluebonnet PPO 1500.
Plan details:
- Plan year 2026-01-01 to 2026-12-31.
- Deductible individual in-network: 1500.00. Family in-network: 3000.00. Structure: EMBEDDED. In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The threshold that balance is measured against when the service is out-of-network is 3000.00 (OON individual). 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, that wording is a bit ambiguous. Let's parse: "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 likely means that there's a single member deductible accumulator. If the service is in-network, the threshold is 1500.00 (individual) or 3000.00 (family embedded). If the service is out-of-network, the threshold is 3000.00 (individual) or presumably family OON? But plan doc only lists individual OON deductible 3000.00, not family OON. Maybe OON uses individual threshold always? But the claim is in-network, so we need to use in-network individual deductible threshold: 1500.00.
- OOPM: Individual in-network 6000.00, family in-network 12000.00, individual out-of-network 12000.00.
- Member cost share: Coinsurance after deductible, in-network: 20% member / 80% plan.
- Primary care office visit: 30 copay; Specialist office visit: 60 copay; Urgent care: 75 copay; Emergency room: 400 copay (waived if results in inpatient admission, then subject to deductible and coinsurance); Generic retail pharmacy: 15 copay.
- Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum.
- Preventive care: 100% allowed, no cost share, not subject to deductible/coinsurance/copay.
- Basis: member cost share from allowed amount.
Member accumulators before Claim 1:
- Member deductible credited YTD: 1120.00
- Member OOPM credited YTD: 1120.00
- Family deductible credited YTD: 1120.00
- Family OOPM credited YTD: 1120.00
Claim 1: 2026-05-14. Service: Ambulatory surgery centre, knee arthroscopy, in-network. Network: In-network. Billed: 7980.00. Allowed: 4200.00.
We need to compute cost share for this claim.
Service is ambulatory surgery center, knee arthroscopy. It's not an office visit, urgent care, ER, pharmacy, or preventive. So it falls under general coinsurance after deductible (in-network 20% member / 80% plan). There is no copay for this service.
Deductible: individual in-network threshold 1500.00. Member has 1120.00 credited so far. Remaining individual deductible: 1500.00 - 1120.00 = 380.00. Family deductible threshold is 3000.00; family has 1120.00 credited. Since the plan is embedded, the individual can satisfy their own deductible. The member still has 380.00 left to meet the individual deductible.
Since this is a non-copay service, the allowed amount first goes to deductible. Deductible applied = min(remaining deductible, allowed amount) = min(380.00, 4200.00) = 380.00.
After deductible, remaining allowed amount = 4200.00 - 380.00 = 3820.00.
Coinsurance: member pays 20% of remaining allowed = 0.20 * 3820.00 = 764.00.
Plan pays 80% of remaining allowed = 0.80 * 3820.00 = 3056.00.
Total member responsibility = deductible applied + coinsurance amount = 380.00 + 764.00 = 1144.00.
Check: member responsibility + plan paid = 1144.00 + 3056.00 = 4200.00. Good.
Now accumulators after claim:
- Member deductible credited: 1120.00 + 380.00 = 1500.00 (now met).
- Family deductible credited: 1120.00 + 380.00 = 1500.00.
- Member OOPM credited: 1120.00 + member responsibility (1144.00) = 2264.00. Wait, does deductible amount count toward OOPM? Typically yes, deductible counts toward OOPM. 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 does not explicitly say deductible counts to OOPM, but in standard health insurance, deductible and coinsurance and copays count. Also the prompt says: "Copays always credit the out-of-pocket maximum." It doesn't say deductible doesn't. In fact, in the accumulator description, member out-of-pocket credited YTD is 1120.00, which equals member deductible credited YTD. That strongly suggests the previous claims contributed to both deductible and OOPM. So deductible counts toward OOPM. So OOPM increases by the full member responsibility.
Thus ending_member_deductible = 1500.00.
Ending_member_oopm = 1120.00 + 1144.00 = 2264.00.
But wait: family OOPM threshold is 12000.00, individual OOPM is 6000.00. We only track member-level accumulators as requested: ending_member_deductible and ending_member_oopm. They didn't ask for family. So we provide the member ones.
Double-check if any copay applies? The service is ambulatory surgery center. The plan document lists only specific copays: primary care office visit, specialist office visit, urgent care, emergency room, generic retail pharmacy. No copay for surgery center. So copay_amount = 0.00.
Check if any special rule: "Ambulatory surgery centre, knee arthroscopy, in-network". No special rule mentioned. So it's subject to deductible and coinsurance.
Now check if OOPM is reached: no, 2264.00 < 6000.00.
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 a bit weird. Does it imply that if a member has both in-network and out-of-network credits, they all go to one balance? The "threshold" for in-network is 1500; for out-of-network is 3000. So if the service is in-network, the threshold is 1500; if OON, threshold is 3000. Since this is in-network, threshold 1500.00 applies. The member balance is 1120.00. So remaining is 380.00. This matches our calculation.
Now compute exact values:
deductible_applied = 380.00
copay_amount = 0.00
coinsurance_amount = 764.00
member_responsibility = 380.00 + 764.00 = 1144.00
plan_paid = 4200.00 - 1144.00 = 3056.00
ending_member_deductible = 1500.00
ending_member_oopm = 1120.00 + 1144.00 = 2264.00
Wait: is there any rule that the deductible is embedded and the family deductible also matters? The family deductible is 3000.00, and family YTD is 1120.00. Since it's embedded, the individual deductible can be satisfied separately. So the member's claim only needs to satisfy the remaining individual deductible (380.00). The family deductible is not a barrier. So correct.
But we should also consider if the OOPM is embedded similarly? The plan document says OOPM individual and family. Usually family OOPM is also embedded (i.e., if an individual reaches 6000, they are done even if family hasn't reached 12000). But for this claim, OOPM is not met anyway.
One nuance: The prompt says "Member out-of-pocket credited year to date 1120.00". The previous accumulators are exactly equal to deductible. That could mean prior claims were all deductible payments, no copays or coinsurance. So OOPM accumulated at same rate as deductible. Thus adding the full member responsibility to OOPM is correct.
Check rounding: 3820 * 0.20 = 764.00 exactly. No rounding issues.
So final JSON keys:
- member_responsibility: 1144.00
- plan_paid: 3056.00
- deductible_applied: 380.00
- copay_amount: 0.00
- coinsurance_amount: 764.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 2264.00
Double-check: "member_responsibility plus plan_paid must equal the allowed amount of the final claim." 1144.00 + 3056.00 = 4200.00. Yes.
Everything seems straightforward. No insufficient info.
One more check: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." Since copay is 0, irrelevant.
Wait, is there any chance that ambulatory surgery center might have a copay? The plan document only lists specific copays. The service is not in that list. So no.
Is there any chance that knee arthroscopy could be considered "specialist office visit"? No, it's surgery.
Is there any chance that the plan might have a facility copay? Not in the document. So no.
Thus answer is as computed.
Now, ensure the JSON is exactly one fenced code block, no other text.
Format:
```json
{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
```
Wait, JSON numbers with leading zeros after decimal? JSON standard doesn't care, but we need two decimal places. 1144.00 is fine.
Check if any key missing? Required keys listed: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. All present.
I will provide exactly this.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 859 tokens
We need adjudicate Claim 1. Plan document: Bluebonnet PPO 1500. Deductible individual in-network 1500.00, family 3000.00, 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. Wait: "The amount above is the threshold that balance is measured against when the service is out-of-network." Means for in-network, threshold is 1500 (individual), for out-of-network threshold is 3000 (individual). The member accumulators: member deductible credited YTD = 1120.00. Member OOP credited YTD = 1120.00. Family deductible credited YTD = 1120.00. Family OOP credited YTD = 1120.00.
Claim 1: Ambulatory surgery centre, knee arthroscopy, in-network. Allowed amount 4200.00. Network in-network. There is no copay listed for ambulatory surgery center. So subject to deductible and coinsurance. Coinsurance after deductible in-network: 20% member, 80% plan. Deductible individual in-network = 1500. Member has already credited 1120.00. So remaining deductible to satisfy = 1500 - 1120 = 380.00. Allowed amount 4200. First 380 applies to deductible. Member pays 380.00 deductible. Remaining allowed amount = 4200 - 380 = 3820.00. Coinsurance member share = 20% of 3820 = 764.00. Plan pays 80% of 3820 = 3056.00. Member total responsibility = 380 + 764 = 1144.00. Plan paid = 3056.00. Check OOP: OOP individual in-network = 6000. Member OOP before claim = 1120. After claim, OOP = 1120 + 1144 = 2264.00 (since deductible and coinsurance both count toward OOP). Ending member deductible = 1500.00 (fully satisfied). Ending member OOP = 2264.00.
We need to report fields for Claim 1 (the final claim). Since only one claim, it's final. Required keys:
"member_responsibility": 1144.00
"plan_paid": 3056.00
"deductible_applied": 380.00
"copay_amount": 0.00
"coinsurance_amount": 764.00
"ending_member_deductible": 1500.00
"ending_member_oopm": 2264.00
Double-check: Member responsibility + plan paid = 1144 + 3056 = 4200 = allowed amount. Good.
Need to ensure two decimal places. Yes.
Let's also consider family deductible. Since embedded, individual can satisfy on own. Family deductible currently 1120. Family deductible threshold 3000. After claim, family deductible credited = 1120 + 380 (deductible portion) = 1500? Wait, does family deductible get credited by the deductible applied? The claim is adjudicated under individual deductible, but family accumulators also track. Usually family deductible is sum of all members' deductible credits. The prompt says "Family deductible credited year to date ... 1120.00". The claim applies to member's deductible. Since it's in-network, the amount credited to family deductible would increase by the deductible applied (380). So family deductible becomes 1500. But we are not asked to report family accumulator. Only ending_member_deductible and ending_member_oopm. So fine.
Check if copay applies: Service is ambulatory surgery center, knee arthroscopy. Plan lists copays for primary care, specialist, urgent care, emergency room, generic retail pharmacy. Not for surgery center. So no copay.
Check preventive care: Not preventive.
Check emergency room rule: Not ER.
Thus answer as above.
Let's produce JSON exactly.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Pro · DeepSeek10.5s · 733 out | 11.4s · 641 out | 18.0s · 1,203 out
Reasoning · 635 tokens
We are given a member's accumulators before Claim 1:
- Member deductible: 1120.00
- Member OOPM: 1120.00
- Family deductible: 1120.00
- Family OOPM: 1120.00
The plan is Bluebonnet PPO 1500, with embedded deductible, individual deductible 1500.00 in-network, 3000.00 out-of-network. Member has credits of 1120.00 toward deductible. So remaining deductible is 1500 - 1120 = 380.00.
Claim 1: In-network ambulatory surgery. Allowed amount 4200.00. No copay specified for surgery; it's subject to deductible and coinsurance. First, apply toward deductible. Member has 380.00 left. So 380.00 of allowed amount goes to deductible. Then the remainder (4200 - 380 = 3820.00) is subject to 20% coinsurance (member pays 20%). So member coinsurance = 3820 * 0.20 = 764.00. Total member responsibility = 380.00 + 764.00 = 1144.00. Plan paid = 4200 - 1144 = 3056.00? Check: plan pays 80% of 3820 = 3056.00, plus the deductible portion is member only. So plan paid = 3056.00.
Now, update accumulators:
- Member deductible: 1120 + 380 = 1500.00 (fully satisfied)
- Family deductible: 1120 + 380 = 1500.00 (still not at family 3000, but embedded, so individual satisfied)
- Member OOPM: 1120 + 380 (deductible) + 764 (coinsurance) = 2264.00? Actually, OOPM includes deductible and coinsurance. So 1120 + 1144 = 2264.00.
- Family OOPM: same, add 1144 to family OOPM: 1120 + 1144 = 2264.00.
But note: the plan says family OOPM is 12000, we'll track.
Now, we need to report the required fields for the FINAL claim, which is Claim 1 (only claim). So:
"member_responsibility": 1144.00
"plan_paid": 3056.00
"deductible_applied": 380.00
"copay_amount": 0.00
"coinsurance_amount": 764.00
"ending_member_deductible": 1500.00
"ending_member_oopm": 2264.00
Double-check: Deductible credited already was 1120, after adding 380, it's 1500. OOPM was 1120, after adding 1144 becomes 2264. Yes.
Make sure to output as JSON with numbers to two decimals.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 544 tokens
We need answer as JSON only. Need adjudicate Claim 1. Need compute member responsibility, plan paid, deductible_applied, copay, coinsurance, ending member deductible, ending member OOPM.
Given plan doc. Member accumulators before claim: member deductible credited 1120, OOPM 1120, family deductible 1120, family OOPM 1120. Claim 1 in-network ambulatory surgery, allowed 4200. Not preventive? No. Not office/urgent/ER? ambulatory surgery subject to deductible and coinsurance. In-network coinsurance 20% after deductible. Deductible individual 1500. Member has credited 1120, remaining deductible 380. So deductible_applied = 380.00? Need after deductible, remaining allowed 4200-380=3820 subject to coinsurance 20% = 764.00. Member responsibility = 380 + 764 = 1144.00. Plan paid = 3056.00? Wait allowed 4200, member 1144, plan 3056. Calculated 4200-1144=3056. Plan pays 380? Actually deductible applied is member pays 380, plan pays 0 on deductible. Coinsurance plan pays 80% of 3820 = 3056. member coinsurance 764. total plan 3056. Good.
Ending member deductible after claim = 1500? Since credited 1120 + 380 = 1500 exactly. Yes. Family deductible credited? It said family credited 1120, add 380 = 1500. But output only member deductible and member oopm. Ending member deductible 1500.00. ending member OOPM = starting 1120 + member responsibility 1144 = 2264.00 (copays none, deductible and coinsurance count to OOPM). Need ensure no OOPM reached. 2264 < 6000.
Need format numbers two decimals. member_responsibility 1144.00, plan_paid 3056.00, deductible_applied 380.00, copay_amount 0.00, coinsurance_amount 764.00, ending_member_deductible 1500.00, ending_member_oopm 2264.00.
Need consider embedded family? Claim only one. Individual deductible 1500. Starting member deductible 1120, so remaining 380. Good. Family deductible also 3000 but embedded individual threshold reached. Fine. Does "Copays do NOT credit deductible" irrelevant.
Need output exactly one fenced JSON code block.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,105 tokens
We are given a plan document, member accumulators before Claim 1, and Claim 1 details. Need to adjudicate Claim 1, then produce JSON with the required fields for the final claim listed. Here there is only one claim, so final claim is Claim 1. We need to compute member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm.
Plan: Bluebonnet PPO 1500. In-network deductible is 1500.00 individual. OOPM individual in-network 6000.00. Coinsurance: 20% member, 80% plan after deductible. Copays do not credit deductible, but credit OOPM. Preventive care is not relevant here. The service is ambulatory surgery centre, knee arthroscopy, in-network. No copay listed for this service type; the copays listed are for office visits, urgent care, ER, pharmacy. So likely it's subject to deductible and coinsurance. So we apply deductible first, then coinsurance.
Member accumulators before: member deductible credited YTD 1120.00, so remaining deductible before Claim 1: 1500.00 - 1120.00 = 380.00. Member OOPM YTD: 1120.00 (so far, only deductible credited, since no copays). Family accumulators: but individual embedded deductible, and family deductible is 3000.00. But since it's embedded, an individual can satisfy individual deductible independently. The family deductible also accumulates. But since only one member is considered? The accumulators given are for the member, but also family. For an individual claim, we only need to worry about the individual deductible. Family deductible may come into play if other family members have claims, but here only one claim. The embedded structure 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 individual deductible is 1500.00, and we'll consider that. If the member reaches 1500, then individual deductible satisfied. But also if total family credits reach 3000, then all family members deductible satisfied. Since the member's own credits are currently 1120, they haven't reached 1500. However, the family deductible is at 1120. But we only need to apply individual deductible to this claim. So the member will need to pay the remaining deductible of 380.00 from the allowed amount.
Allowed amount: 4200.00. Deductible applied: min(remaining deductible, allowed amount) = 380.00. Then after deductible, the remaining allowed amount: 4200.00 - 380.00 = 3820.00. Coinsurance: member pays 20% of that: 0.20 * 3820 = 764.00. Plan pays 80%: 3056.00.
So member responsibility: deductible 380.00 + coinsurance 764.00 = 1144.00. Plan paid: 3056.00. Total allowed = 4200.00, check: 1144 + 3056 = 4200, correct.
Now, OOPM: deductible adds to OOPM (since it says copays do not credit deductible, but deductible always credits OOPM?). The plan says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." For deductible, it does credit OOPM. So the 380.00 deductible and 764.00 coinsurance both credit OOPM. So member OOPM after claim: YTD was 1120.00 (from previous deductible accumulations). So new OOPM = 1120.00 + 380.00 + 764.00 = 2264.00.
Ending member deductible: after claim, member deductible credited YTD was 1120.00 + deductible_applied (380.00) = 1500.00 exactly. So ending member deductible = 1500.00.
Family deductible: starting 1120.00, add 380.00 from this member, so 1500.00. But since it's embedded, the family deductible is not necessarily satisfied; the individual is satisfied now. The family deductible threshold is 3000. So family deductible YTD is 1500.00, not yet reached. But the question only asks for ending_member_deductible, not family. So we report ending_member_deductible as 1500.00.
Similarly ending_member_oopm: 2264.00.
Now, we need to ensure that no OOPM limit reached: OOPM individual in-network is 6000, so not reached.
Thus final JSON:
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
Be sure to use two decimal places.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Luna · OpenAI2.9s · 149 out | 2.6s · 145 out | 2.3s · 145 out
Reasoning · 72 tokens
**Calculating health plan details**
I need to work out the numbers for a health plan. It looks like there’s a deductible of 380 to factor in, and it appears that the claim is covered within the network with no specified copay. After applying the deductible, the remaining balance is treated with a 20% coinsurance. I also see that the accumulated deductible is 1500 and other relevant figures like out-of-pocket costs. I need to gather these numbers in JSON format for clarity.json{"member_responsibility":1144.00,"plan_paid":3056.00,"deductible_applied":380.00,"copay_amount":0.00,"coinsurance_amount":764.00,"ending_member_deductible":1500.00,"ending_member_oopm":2264.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 68 tokens
**Calculating insurance figures**
I need to calculate the remaining deductible, which is 380 while the claim allowed is 4200. So, applying that deductible leaves me with a remaining amount of 3820. Since the coinsurance is 20%, that means the user is responsible for 764. Adding that to the 1144 will bring the responsibility total to 1144. The plan totals 3056 with the accumulated deductible being 1500. Lastly, the out-of-pocket expense is 2264. I need to ensure I use the exact JSON keys for this.json{"member_responsibility":1144.00,"plan_paid":3056.00,"deductible_applied":380.00,"copay_amount":0.00,"coinsurance_amount":764.00,"ending_member_deductible":1500.00,"ending_member_oopm":2264.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 68 tokens
**Calculating deductible and coinsurance**
I'm working on the calculation. The remaining deductible is 380, and the allowed amount is 4200. After applying the 380 deductible, I have 3820 left to apply coinsurance at 20%, which amounts to 764. The member's total is 1144, and the plan amount is 3056. The out-of-pocket maximum starts at 1120, so I add 1144 to get a total of 2264. Finally, the deductible ends at 1500, and I need the JSON format for this data.json{"member_responsibility":1144.00,"plan_paid":3056.00,"deductible_applied":380.00,"copay_amount":0.00,"coinsurance_amount":764.00,"ending_member_deductible":1500.00,"ending_member_oopm":2264.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Flash · DeepSeek4.3s · 522 out | 5.2s · 968 out | 8.9s · 791 out
Reasoning · 385 tokens
We need answer JSON only. Need adjudicate Claim 1 only? Task says CLAIMS list one Claim 1 and "Report required fields for Claim 1." Need compute member responsibility, plan paid, deductible applied, copay amount, coinsurance amount, ending member deductible, ending member OOPM. Need consider accumulators before claim.
Plan: Individual in-network deductible 1500, embedded family 3000. Member deductible YTD 1120. Family deductible credited 1120. Claim service ambulatory surgery center knee arthroscopy in-network. Allowed 4200. Billed irrelevant. Cost share: after deductible, coinsurance 20% member / 80% plan. Copays do not credit deductible, credit OOPM. Deductible credits.
Adjudicate claim: Member deductible remaining = 1500 - 1120 = 380. Apply 380 to deductible. Remaining allowed = 4200 - 380 = 3820. Coinsurance 20% = 764. Member responsibility total = 380 + 764 = 1144. Plan paid = 4200 - 1144 = 3056 (80% of 3820 = 3056). Deductible_applied = 380. Copay_amount = 0. Coinsurance_amount = 764. Ending member deductible = 1120 + 380 = 1500. Ending member OOPM = prior 1120 + member responsibility 1144 = 2264 (deductible + coinsurance count OOPM). Need ensure family accumulators? Not asked. Final claim only Claim 1. OOPM not reached. Good.
But check if ambulatory surgery center maybe subject to deductible/coinsurance, yes no copay. In-network preventive no. Need output exactly JSON keys.
Need ensure values two decimals: 1144.00, 3056.00, 380.00, 0.00, 764.00, 1500.00, 2264.00.
Use fenced code block only.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 870 tokens
We need to adjudicate Claim 1 only? The task says "CLAIMS (adjudicate in the order listed)" but then says "Report the required fields for Claim 1." The required keys mention "FINAL claim" and accumulators after all claims. But here only one claim is listed, so Claim 1 is the final claim. Need to compute member responsibility, plan paid, deductible applied, copay, coinsurance, ending member deductible, ending member OOPM.
Let's parse plan.
Plan: Bluebonnet PPO 1500. Deductible individual in-network 1500, family 3000, embedded. Member deductible credited YTD 1120 before Claim 1. Family deductible credited 1120. OOPM credited 1120.
Claim 1: ambulatory surgery center, knee arthroscopy, in-network. Allowed 4200. Is it subject to deductible and coinsurance? No copay mentioned; it's a surgical facility, not office visit. So likely deductible then 20% coinsurance.
Copays do not credit deductible, but this is not copay.
Deductible: remaining individual deductible = 1500 - 1120 = 380. So claim 1 applies 380 to deductible. After that, remaining allowed = 4200 - 380 = 3820. Coinsurance = 20% of 3820 = 764. Member responsibility = deductible 380 + coinsurance 764 = 1144. Plan pays = 4200 - 1144 = 3056.
OOPM: member deductible and coinsurance credit OOPM. So OOPM increases by 1144. Starting OOPM 1120 -> ending 2264.
Deductible accumulator: member deductible credited YTD 1120 + 380 = 1500. Family deductible credited YTD 1120 + 380 = 1500? Wait family deductible is separate. Claim 1 member deductible credits family deductible too. Since embedded, each member's deductible credits family. So family deductible credited becomes 1120 + 380 = 1500. But there is only one member listed. Family threshold 3000 not met.
Ending member deductible = 1500.00. Ending member OOPM = 2264.00.
Need to ensure plan_paid + member_responsibility = allowed 4200. 1144 + 3056 = 4200. Good.
Now output required keys for Claim 1. All values with two decimals.
member_responsibility: 1144.00
plan_paid: 3056.00
deductible_applied: 380.00
copay_amount: 0.00
coinsurance_amount: 764.00
ending_member_deductible: 1500.00
ending_member_oopm: 2264.00
Wait, is there any nuance about OOPM? The copay always credits OOPM. Coinsurance and deductible also credit OOPM presumably. The plan says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." Standard: deductible, coinsurance, copay count. So yes.
Need to confirm whether the member has already met family deductible? No, 1120. Claim 1 applies 380 to member deductible, making individual deductible met. Family remains 1500. But since embedded, after member's deductible is met, coinsurance applies for that member. Yes.
One possible subtlety: 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 claim is in-network so threshold 1500. Fine.
Also, note that the member deductible credited YTD 1120 equals OOPM credited 1120, meaning no prior coinsurance/copay? Actually if prior services were copays, deductible would be 0 and OOPM 1120. But here both 1120, so likely prior deductible payments. Doesn't matter.
No other claims. So output.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 616 tokens
We need to adjudicate Claim 1 and report fields for Claim 1. We don't need to process further claims since only one claim listed. Need final claim is Claim 1.
We have member accumulators before Claim 1:
- member deductible credited YTD: 1120.00
- member OOPM credited YTD: 1120.00
- family deductible credited YTD: 1120.00
- family OOPM credited YTD: 1120.00
Plan: Bluebonnet PPO 1500. Individual deductible $1500 in-network. Family $3000. Embedded. Member has individual deductible remaining: 1500 - 1120 = 380. Family deductible remaining: 3000 - 1120 = 1880. Since embedded, individual can satisfy on their own. The family deductible is also satisfied once total family credits reach family amount. But for this member, we need to apply individual deductible because embedded. The member's deductible balance threshold is individual $1500 for in-network services (since in-network). So claim allowed amount 4200. First apply deductible: member pays 380 toward deductible. Then remaining allowed = 4200 - 380 = 3820. Then coinsurance 20% member = 764.00. So member responsibility = 380 + 764 = 1144.00. Plan pays 4200 - 1144 = 3056.00. Copay amount = 0.00. Coinsurance amount = 764.00. Deductible applied = 380.00.
Now after this claim, update accumulators:
- member deductible credited YTD: 1120 + 380 = 1500.00.
- member out-of-pocket credited YTD: previous OOPM 1120 + member responsibility 1144? Wait, does OOPM include deductible and coinsurance? Yes, member cost share counts toward OOPM. Copays always credit OOPM. Deductible and coinsurance also count. So member OOPM increases by 1144 to 2264.00. But also check if any non-covered? No. So ending_member_oopm = 1120 + 1144 = 2264.00.
- Family deductible credited YTD: 1120 + 380 = 1500.00 (family deductible also credited with same individual credits because embedded? Actually need to consider family deductible accumulates credits from all members. This member's deductible payments add to family total. So family deductible credited = 1120 + 380 = 1500.00.
- Family OOPM credited YTD: 1120 + 1144 = 2264.00.
Required keys:
"member_responsibility" = 1144.00
"plan_paid" = 3056.00
"deductible_applied" = 380.00
"copay_amount" = 0.00
"coinsurance_amount" = 764.00
"ending_member_deductible" = 1500.00
"ending_member_oopm" = 2264.00
Need ensure plan_paid + member_responsibility = allowed amount: 1144 + 3056 = 4200 exactly.
No rounding issues.
Let's produce JSON.json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Haiku 4.5 · Anthropic15.9s · 1,503 out | 42.2s · 4,538 out | 28.3s · 2,387 out
Reasoning · 1,389 tokens
Let me analyze this claim step by step.
**CLAIM 1 — 2026-05-14**
- Service: Ambulatory surgery centre, knee arthroscopy, in-network
- Network: In-network
- Billed charge: 7980.00
- Allowed amount: 4200.00
**Starting Accumulators (before Claim 1):**
- Member deductible credited YTD: 1120.00
- Member out-of-pocket credited YTD: 1120.00
- Family deductible credited YTD: 1120.00
- Family out-of-pocket credited YTD: 1120.00
**Plan Details:**
- Individual in-network deductible: 1500.00
- Family in-network deductible: 3000.00
- Deductible structure: EMBEDDED
- Out-of-pocket maximum individual (in-network): 6000.00
- Out-of-pocket maximum family (in-network): 12000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- This is an ambulatory surgery center service, which is not a copay service (those are listed as: primary care visit, specialist visit, urgent care, ER, pharmacy)
**Processing Claim 1:**
The member's individual deductible is 1500.00. They have already credited 1120.00 towards it.
Remaining deductible to satisfy: 1500.00 - 1120.00 = 380.00
The allowed amount is 4200.00.
Step 1: Apply remaining individual deductible
- Deductible to apply: min(380.00, 4200.00) = 380.00
- Member pays: 380.00
- Remaining allowed amount: 4200.00 - 380.00 = 3820.00
Step 2: Apply coinsurance at 20%/80%
- Member coinsurance: 3820.00 × 20% = 764.00
- Plan pays: 3820.00 × 80% = 3056.00
Step 3: Check OOPM — starting credited OOPM is 1120.00, checking against individual max.
Individual OOPM limit: 6000.00, remaining room: 4880.00. Total member payment (380 + 764 = 1144.00) stays under this, so it all applies normally.
Final numbers for Claim 1: deductible 380.00, coinsurance 764.00, no copay, member responsibility 1144.00, plan paid 3056.00. Checks out: 1144 + 3056 = 4200 ✓
Updated accumulators: deductible now 1500.00 (satisfied), and updating member OOPM next.
OOPM: 1120.00 + 1144.00 = 2264.00, matching family deductible (1500.00) and family OOPM (2264.00) since this appears to be the only claim.
Rereading the task — there's just one claim, "Claim 1 — 2026-05-14," so this is both the final and only claim. The required output fields (ending_member_deductible, ending_member_oopm, etc.) just reflect the state after this single claim.
Verifying: allowed 4200.00, remaining deductible 380.00 applied first, leaving 3820.00 subject to 20% coinsurance (764.00 member, 3056.00 plan). Member total 1144.00, plan paid 3056.00, sums to 4200.00 ✓.
Deductible now maxed at 1500.00 (1120+380), and OOPM reaches 2264.00 (1120+1144). Figures check out.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 4,425 tokens
Let me work through this step by step.
**CLAIM 1: Ambulatory surgery centre, knee arthroscopy, in-network**
- Service Date: 2026-05-14
- Network: In-network
- Billed charge: 7980.00
- Allowed amount: 4200.00
**Member accumulators BEFORE Claim 1:**
- Member deductible credited YTD: 1120.00
- Member out-of-pocket credited YTD: 1120.00
- Family deductible credited YTD: 1120.00
- Family out-of-pocket credited YTD: 1120.00
**Plan details for in-network services:**
- Individual deductible: 1500.00
- Family deductible: 3000.00
- Structure: EMBEDDED
- Coinsurance: 20% member / 80% plan
- Individual OOPM: 6000.00
- Family OOPM: 12000.00
This service is an ambulatory surgery centre knee arthroscopy. It's not listed as a copay service (those are: PCP office visit, specialist office visit, urgent care, ER, and generic retail pharmacy). So it's subject to deductible and coinsurance.
**Step 1: Determine remaining deductible**
The member's individual deductible is 1500.00. They've already credited 1120.00 to their deductible YTD.
Remaining individual deductible: 1500.00 - 1120.00 = 380.00
The family deductible is 3000.00. The family has already credited 1120.00 YTD.
Remaining family deductible: 3000.00 - 1120.00 = 1880.00
With an embedded deductible, the individual deductible is satisfied independently. The family deductible can be satisfied once total family credits reach the family amount. The member's deductible is satisfied when either:
1. The individual deductible is satisfied (380.00 more from this member), OR
2. The family deductible is satisfied (1880.00 more from all family members)
With only this one claim, I apply the remaining individual deductible of 380.00.
**Step 2: Calculate member responsibility**
Allowed amount: 4200.00, deductible applied: 380.00, leaving 3820.00 subject to coinsurance.
Coinsurance at 20%: 3820.00 × 0.20 = 764.00
Total member cost share: 380.00 + 764.00 = 1144.00
**Step 3: Check against OOPM**
Individual OOPM: 6000.00, credited YTD 1120.00, remaining capacity 4880.00
Since 1144.00 is well under the remaining capacity, the full amount applies, bringing YTD OOPM to 2264.00 — still below the max, no adjustment needed.
**Step 4: Plan's payment**
Plan paid: 4200.00 - 1144.00 = 3056.00. Verifying: 1144.00 + 3056.00 = 4200.00 ✓
**Step 5: Ending accumulators after Claim 1**
Deductible: 1120.00 + 380.00 = 1500.00
OOPM: 1120.00 + 1144.00 = 2264.00
Now checking the deductible structure more carefully - the plan uses a single member deductible balance combining in-network and out-of-network credits, with embedded individual/family thresholds (1500.00/3000.00 in-network, 3000.00 out-of-network threshold).
For this in-network claim, the applicable individual threshold is 1500.00. The member has already credited 1120.00, leaving 380.00 remaining to satisfy the deductible.
Since only one individual is involved, applying the remaining 380.00 brings their balance to exactly 1500.00 — deductible fully satisfied.
Final figures: member_responsibility 1144.00, plan_paid 3056.00, deductible_applied 380.00, copay 0.00, coinsurance 764.00, ending deductible 1500.00.
Wait — I should double check what's actually being asked. The instructions mention multiple claims processed "in order" but the required output pertains to the FINAL claim listed. Since only one claim appears here (Claim 1), it must also be the final one, so these figures stand as the answer.
Rechecking my math: allowed amount 4200.00, deductible remaining 380.00, leaving 3820.00 subject to coinsurance.
Coinsurance at 20% comes to 764.00, so member owes 380.00 + 764.00 = 1144.00, and the plan covers 4200.00 - 1144.00 = 3056.00. No copay applies since a surgery center isn't a copay-based service.
Updating accumulators: deductible reaches 1120.00 + 380.00 = 1500.00, fully satisfying the individual deductible. OOPM becomes 1120.00 + 1144.00 = 2264.00, assuming deductible and coinsurance both count toward it — I should confirm whether copays are included in OOPM tracking too.
Family individual OOPM is 6000, family total 12000, out-of-network individual 12000 - once hit, plan covers 100% for the rest of the year.
For Claim 1, running OOPM total: 1120.00 (prior) + 380.00 (deductible) + 764.00 (coinsurance) = 2264.00, well under the 6000 threshold.
Rechecking the deductible structure more closely — embedded, so individual satisfies at 1500, family at 3000, whichever hits first, with in-network and out-of-network credits combining into one shared
member deductible balance. The threshold used depends on whether the service is out-of-network (3000) or in-network (1500), since credits pool together but get measured against different limits.
So if the balance hits 1500, in-network deductible is satisfied, but out-of-network isn't satisfied until it hits 3000. The tricky part is figuring out what happens once one threshold is met but not the other.
Let me try another angle: the accumulator tracks total dollars applied to deductible from either network type. If I've paid 1000.00 in-network, and then get an out-of-network service, does the remaining out-of-network deductible owed become 2000.00 (3000-1000) or a full 3000.00 fresh?
Looking again at the "Structure .............................. EMBEDDED" language: this describes the family setup, not the network split. It's saying each individual can satisfy their own deductible independently, or the family deductible gets satisfied once total family credits hit the family threshold — whichever happens first. Each family member has their own accumulator (1500.00 in-network / 3000.00 combined) that counts toward both their individual max and the family max simultaneously.
The "SINGLE member deductible balance" note clarifies that in-network and out-of-network credits feed into one shared accumulator per person, not separate buckets. So this member's 1120.00 balance applies toward both potential thresholds depending on the service type used.
For this in-network claim: remaining deductible = 1500.00 - 1120.00 = 380.00, which gets applied here, bringing the accumulator to 1500.00 (individual in-network threshold met).
If a later claim were out-of-network, the threshold jumps to 3000.00, leaving 1500.00 more to satisfy - confirming the same accumulator just gets measured against different caps based on network status. This validates my original 380.00 deductible calculation.
For coinsurance: subject amount = 4200.00 - 380.00 = 3820.00, member owes 20% = 764.00. Total member responsibility = 380.00 + 764.00 = 1144.00, plan pays 3056.00 (sums to 4200.00 ✓). Updated OOPM = 1120.00 + 1144.00 = 2264.00.
Final figures confirmed: member_responsibility 1144.00, plan_paid 3056.00, deductible_applied 380.00, copay 0.00, coinsurance 764.00, ending deductible 1500.00, ending OOPM 2264.00.
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,273 tokens
Let me work through this step by step.
**Plan Details:**
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Structure: EMBEDDED
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
- Coinsurance after deductible (in-network): 20% member / 80% plan
- No copay for ambulatory surgery center services mentioned (this is a surgical procedure, not an office visit or urgent care)
**Starting Accumulators (before Claim 1):**
- Member deductible credited: 1120.00
- Member OOPM credited: 1120.00
- Family deductible credited: 1120.00
- Family OOPM credited: 1120.00
**Claim 1 Details:**
- Service: Ambulatory surgery centre, knee arthroscopy, in-network
- Network: In-network
- Billed: 7980.00
- Allowed amount: 4200.00
- Date: 2026-05-14
This is an in-network surgical service. The member cost share is calculated from the allowed amount only.
**Step 1: Determine remaining deductible**
- Individual deductible: 1500.00
- Credited to date: 1120.00
- Remaining individual deductible: 1500.00 - 1120.00 = 380.00
Since this is embedded, the individual deductible can be satisfied on its own. The allowed amount is 4200.00, which is more than the remaining individual deductible of 380.00.
**Step 2: Apply deductible**
The deductible applies first. The remaining deductible is 380.00.
- Deductible applied to this claim: 380.00
- Amount remaining after deductible: 4200.00 - 380.00 = 3820.00
**Step 3: Apply coinsurance**
After the deductible is satisfied, coinsurance applies at 20% member / 80% plan.
- Member coinsurance: 3820.00 × 20% = 764.00
- Plan coinsurance: 3820.00 × 80% = 3056.00
**Step 4: Calculate member responsibility**
- Deductible portion: 380.00, no copay applies to surgical procedures, coinsurance portion of 764.00, totaling 1144.00 for member responsibility on this claim.
Plan paid comes to 4200.00 - 1144.00 = 3056.00. Checking OOPM of 6000.00 in-network — deductible, coinsurance, and copays all count toward it, but preventive care at 100% wouldn't (not relevant here). Member's contribution to OOPM from this claim: 380.00 + 764.00 = 1144.00.
Total OOPM after this claim: 1120.00 + 1144.00 = 2264.00, still under the 6000.00 cap.
Updating accumulators — ending deductible: 1120.00 + 380.00 = 1500.00 (individual deductible now satisfied), ending OOPM: 2264.00.
Actually, reconsidering the actual ask — "Report the required fields for Claim 1." The JSON needs member_responsibility, plan_paid, deductible_applied, copay_amount, and coinsurance_amount, all specific to this claim.
Since there's only one claim listed, Claim 1 is the final and only claim. Recomputing to verify:
Allowed amount 4200.00, remaining deductible 380.00 (1500.00 - 1120.00). Deductible applied: 380.00, leaving 3820.00 subject to coinsurance at 20% = 764.00.
Member owes: deductible 380.00 + copay 0.00 + coinsurance 764.00 = 1144.00. Plan pays: 3820.00 - 764.00 = 3056.00. Check: 1144.00 + 3056.00 = 4200.00 ✓
Ending accumulators: deductible 1120.00 + 380.00 = 1500.00; OOPM 1120.00 + 1144.00 = 2264.00. Now I need to double-check the OOPM rule to confirm what counts toward it.
Copays don't touch the deductible but do credit OOPM. Preventive services paid at 100% don't count toward deductible, coinsurance, copay, or OOPM. Deductible, coinsurance, and copay amounts all credit OOPM.
For this claim: deductible 380.00 + coinsurance 764.00 = 1144.00 credited to OOPM, giving 1120.00 + 1144.00 = 2264.00.
Checking family deductible logic: in/out-of-network credits pool into one member balance, embedded structure means individual satisfies their own deductible while family credits also accumulate toward the family total. Family deductible starts at 3000.00, after Claim 1 gets 1120.00 + 380.00 = 1500.00 credited.
Since the task wants ending_member_deductible specifically, I need the individual's deductible — started at 1500.00 remaining, with 1120.00 already credited.
Applying the last 380.00 fully satisfies it, bringing ending member deductible to 1500.00 (met).
For the claim: deductible applied 380.00, remaining charge 4200.00 - 380.00 = 3820.00 subject to coinsurance. Member owes 3820.00 × 0.20 = 764.00, plan covers 3820.00 × 0.80 = 3056.00. Total member responsibility: 380.00 + 764.00 = 1144.00.
Verifying: 1144.00 + 3056.00 = 4200.00 ✓
Ending OOPM: 1120.00 + 1144.00 = 2264.00
```json
{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
```
json{
"member_responsibility": 1144.00,
"plan_paid": 3056.00,
"deductible_applied": 380.00,
"copay_amount": 0.00,
"coinsurance_amount": 764.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 2264.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1144,
"got": 1144,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 3056,
"got": 3056,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 380,
"got": 380,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 764,
"got": 764,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 2264,
"got": 2264,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}0DeepSeek V3.2 · DeepSeek1.6s · 96 out | 4.9s · 93 out | 1.6s · 96 out
json{
"member_responsibility": 616.00,
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"copay_amount": 0.00,
"coinsurance_amount": 236.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1736.00
}
Grader detail
json{
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],
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}json{
"member_responsibility": 840.00,
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"copay_amount": 0.00,
"coinsurance_amount": 460.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm":ア.00
}
Grader detail
json{
"reason": "response did not contain parseable JSON"
}json{
"member_responsibility": 840.00,
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"copay_amount": 0.00,
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}
Grader detail
json{
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},
{
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{
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{
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}