Billed above allowed, in-network
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: Cost share is computed from the allowed amount; the 3,900 billed is a distractor.
Field mean
97.6
across 28 models
Models scoring 100
27
of 28
Models scoring 0
0
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 ... 1500.00
Member out-of-pocket credited year to date 1500.00
Family deductible credited year to date ... 1500.00
Family out-of-pocket credited year to date 1500.00
CLAIMS (adjudicate in the order listed)
Claim 1 — 2026-06-02
Service ......... In-network hospital outpatient infusion
Network ......... In-network
Billed charge ... 3900.00
Allowed amount .. 1450.00
Report the required fields for Claim 1.json{
"kind": "fields",
"tolerance": 0.011,
"fields": {
"member_responsibility": 290,
"plan_paid": 1160,
"deductible_applied": 0,
"copay_amount": 0,
"coinsurance_amount": 290,
"ending_member_deductible": 1500,
"ending_member_oopm": 1790
}
}Every model's answer
Sorted by score. Open a row for the response and, where the vendor exposes it, the reasoning behind it.
100Claude Fable 5.1 · Anthropic8.8s · 227 out | 4.6s · 204 out | 5.3s · 218 out
Member deductible already met (1500.00 = individual threshold). Claim is in-network, subject to coinsurance only.
Coinsurance: 1450.00 × 20% = 290.00. Plan pays 1160.00. OOPM: 1500.00 + 290.00 = 1790.00 (below 6000.00).
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Member deductible already met (1500.00). Claim 1 is in-network, coinsurance 20% of 1450.00 = 290.00 member, 1160.00 plan. OOPM 1500 + 290 = 1790.00, under 6000.00.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Member deductible already met (1500.00 of 1500.00). Claim 1 is in-network outpatient infusion, no copay applies; coinsurance 20% of 1450.00 = 290.00. OOPM: 1500.00 + 290.00 = 1790.00, below 6000.00.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.7 Flash · Google4.6s · 815 out | 6.8s · 814 out | 6.3s · 807 out
Reasoning · 693 tokens
**Confirming Member Accumulators**
I've confirmed the member's accumulators against the Bluebonnet PPO 1500 plan. Specifically, I've verified that the individual in-network deductible of 1500.00 has been fully met, and consequently, the member's Out-of-Pocket Maximum (OOPM) is also satisfied.
**Calculating Claim Expenses**
I'm processing Claim 1, an in-network hospital outpatient infusion. With the deductible met, I've applied coinsurance, resulting in a member responsibility of $290. This expense is well within the remaining out-of-pocket maximum, and the plan will cover the rest.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 692 tokens
**Reviewing Claim 1 Details**
I'm currently focusing on adjudicating Claim 1, specifically examining the Bluebonnet PPO 1500 plan document. My immediate priority is to cross-reference the deductible and out-of-pocket maximums, noting the embedded nature of the individual and family amounts, and then move on to the coinsurance details.
**Calculating Claim 1 Payout**
I've successfully determined that the member's deductible is met for this claim. The focus now shifts to calculating the coinsurance, which is 20% of the allowed $1450, resulting in a $290 member responsibility. The plan will cover the remaining $1160.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 685 tokens
**Reviewing Claim Details**
I'm currently focused on processing Claim 1 for a Bluebonnet PPO 1500 member. My next step involves thoroughly examining the plan's in-network deductible and out-of-pocket maximum to ensure accurate adjudication.
**Calculating Member Responsibility**
I've completed the initial calculation for Claim 1. The member's outpatient infusion service has a 20% coinsurance, and since their deductible is met, the responsibility is $290. This amount will update their year-to-date out-of-pocket maximum.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.5 · OpenAI2.7s · 226 out | 4.5s · 211 out | 3.1s · 273 out
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 113 tokens
**Preparing JSON output**
I need to format a JSON block for an insurance scenario. The individual deductible of $1500 has been met, with an out-of-pocket (OOP) maximum of $6000. For an in-network outpatient infusion, there's no copay, and after the deductible, there's a 20% coinsurance. The allowed amount is $1450, resulting in a $290 coinsurance applied. The plan’s total amounts to $1160, and the OOP limit is at $1790. I’ll ensure these figures have two decimal places for the JSON output.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Sol · OpenAI2.5s · 135 out | 2.9s · 148 out | 2.8s · 146 out
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 50 tokens
**Outputting JSON values**
I need to ensure I provide the exact JSON format for this task. It looks like I have some calculations to confirm, like 20% of 290, which should be around 58 — and then the total plan value is 1160. I’m noting that the accumulated debt is 1500, and then there's an out-of-pocket amount of 1790. I must keep the values in the JSON numbers formatted to two decimal places, like 290.00.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 48 tokens
**Calculating deductible details**
I need to calculate the already met deductible for an individual. Let's see, with a 20% out-of-pocket cost, there's a member amount of $290 and a plan of $1160. The deductible accumulator is $1500, and the out-of-pocket maximum is $1790. I’ll make sure to pay attention to any JSON formatting issues related to numeric values, especially since they need to be exact with two decimal places.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.6 · xAI12.1s · 658 out | 13.2s · 803 out | 9.9s · 650 out
Reasoning · 561 tokens
The problem is about benefit adjudication. I need to adjudicate claims based on the plan document.
Claim 1 — 2026-06-02
Service ......... In-network hospital outpatient infusion
Network ......... In-network
Billed charge ... 3900.00
Allowed amount .. 1450.00
Member responsibility: 290.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 706 tokens
The problem is about benefit adjudication. I need to adjudicate claims and report for the FINAL claim, which is Claim 1 since there's only one.
Claim 1 — 2026-06-02
Service ......... In-network hospital outpatient infusion
Network ......... In-network
Billed charge ... 3900.00
Allowed amount .. 1450.00
Deductible applied ........ 0.00
Coinsurance applied ...... 290.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 553 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.
**Claim 1 adjudication:**
- **Member responsibility:** 290.00
- **Plan paid:** 1160.00
- **Copay:** 0.00
- **Deductible applied:** 0.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.5 · xAI4.8s · 323 out | 4.4s · 297 out | 6.0s · 392 out
Reasoning · 226 tokens
The member has already met their individual deductible of 1500.00. So for this claim, no deductible applies.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 200 tokens
The member has already met their individual deductible of 1500.00. So for this claim, no deductible applies.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 304 tokens
The problem is about adjudicating a claim for a health plan.
json{"member_responsibility": 290.00, "plan_paid": 1160.00, "deductible_applied": 0.00, "copay_amount": 0.00, "coinsurance_amount": 290.00, "ending_member_deductible": 1500.00, "ending_member_oopm": 1790.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.1 Pro · Google10.8s · 896 out | 8.4s · 704 out | 11.2s · 1,069 out
Reasoning · 775 tokens
**My Thought Process for Adjudicating This Claim**
Alright, so my primary objective here is to adjudicate a single claim based on the provided plan document and the member's current accumulator balances. I've been given the member's status before this claim, the details of the claim itself, and the relevant sections of the plan document. My task is to determine the member's responsibility and the plan's payment, and then update the member's accumulators, ultimately outputting these values in a specific JSON format.
First, I reviewed the member's accumulators *before* this claim was processed:
* Member Deductible: $1500.00
* Member OOPM (Out-of-Pocket Maximum): $1500.00
* Family Deductible: $1500.00
* Family OOPM: $1500.00
Next, I examined the plan document, specifically focusing on the individual in-network benefits:
* Individual In-Network Deductible: $1500.00. Critically, the current accumulator tells me this deductible has already been met.
* Individual In-Network OOPM: $6000.00. This is the total cap for the member's out-of-pocket expenses for the plan year.
Now, let's dissect the claim itself:
* **Claim Date:** 2026-06-02
* **Service:** In-network hospital outpatient infusion. This is important because it dictates how benefits apply.
* **Network:** In-network. This confirms we'll use the in-network benefit provisions.
* **Billed Charge:** $3900.00. This is what the provider initially charged.
* **Allowed Amount:** $1450.00. This is the amount the plan recognizes as reasonable for this service after any negotiated rates or audits. This is the figure we'll work with for calculations.
My reasoning then proceeds as follows:
1. **Benefit Application:** Since the service is an "in-network hospital outpatient infusion," I know it's subject to the deductible and coinsurance provisions of the plan. I also need to consider copays, though I'll look for specific mentions of those.
2. **Deductible Application:** The member's individual in-network deductible is $1500.00, and their current accumulator shows they have already met this $1500.00. Therefore, **deductible applied to this claim is $0.00**. No portion of the allowed amount will go towards satisfying a deductible that's already satisfied.
3. **Coinsurance Calculation:** The plan states, "Coinsurance after deductible, in-network ......... 20% member / 80% plan." Since the deductible has been met, the full allowed amount of $1450.00 is subject to coinsurance.
* Member's coinsurance responsibility = 20% of $1450.00 = $290.00.
4. **Copay Check:** I scanned the plan document for any specific copay associated with "hospital outpatient infusion." There wasn't an explicit copay listed for this particular service. The general coinsurance clause applies. Therefore, **copay amount = $0.00**.
5. **Out-of-Pocket Maximum (OOPM) Check:** I need to see if adding the current claim's out-of-pocket expenses will exceed the plan's OOPM.
* Current Member OOPM accumulator: $1500.00
* New OOPM incurred from this claim: $290.00 (coinsurance) + $0.00 (copay) = $290.00
* Projected Member OOPM = $1500.00 + $290.00 = $1790.00.
* The plan's individual in-network OOPM is $6000.00. Since $1790.00 is well below $6000.00, the OOPM is not a limiting factor for this claim.
6. **Member Responsibility:** This is the sum of deductible applied, coinsurance, and copay for this specific claim.
* Member Responsibility = $0.00 (deductible) + $290.00 (coinsurance) + $0.00 (copay) = **$290.00**.
7. **Plan Paid Calculation:** This is the allowed amount minus the member's responsibility.
* Plan Paid = $1450.00 (allowed amount) - $290.00 (member responsibility) = **$1160.00**.
8. **Updating Accumulators:**
* **Ending Member Deductible:** Since no new deductible was applied to this claim, the member's deductible accumulator remains at its previous level. Ending Member Deductible = $1500.00.
* **Ending Member OOPM:** The member's OOPM increases by the amount of their responsibility on this claim. Ending Member OOPM = $1500.00 (previous) + $290.00 (this claim) = $1790.00.
Finally, I performed a quick double-check to ensure all my steps were logical and consistent with the plan provisions. The calculations for deductible, coinsurance, member responsibility, and plan payment seem sound. I also confirmed there was no specific copay for this service that I might have overlooked.
Based on this, I've assembled the required JSON output.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 582 tokens
**My Deductible and Out-of-Pocket Maximum Calculations for Claim 1**
Alright, let's break down this claim. I see that before this particular service, the member already had a substantial amount – $1500.00 – credited towards both their deductible and their out-of-pocket maximum (OOPM).
First, the individual deductible is $1500.00. Given that they already had $1500.00 applied to it, this means their deductible is fully met. There's nothing left to apply to the deductible for this claim.
Next, the individual OOPM is $6000.00. Since $1500.00 has already been applied, I calculate that they have $4500.00 remaining before they hit their OOPM.
Now, let's look at the details of Claim 1. This was for an in-network hospital outpatient infusion on June 2nd, 2026. The billed charge was $3900.00, but the allowed amount, after any network negotiations, came down to $1450.00.
Because the deductible is already met, the coinsurance provision kicks in on this allowed amount. The coinsurance for in-network services, once the deductible is satisfied, is 20% for the member.
So, I calculate the coinsurance amount: 20% of $1450.00 equals $290.00.
I need to check if this $290.00 is going to push the member over their OOPM. They had $4500.00 remaining, and $290.00 is well within that limit. So, no, it doesn't push them over the OOPM.
This means the member's responsibility for this claim is the calculated coinsurance amount: $290.00.
The plan's responsibility, therefore, is the allowed amount minus the member's coinsurance: $1450.00 - $290.00 = $1160.00.
Breaking it down further for this claim:
* No deductible was applied ($0.00).
* No copay was involved ($0.00).
* The coinsurance amount is $290.00.
Finally, let's look at the member's status after this claim:
* Their ending member deductible remains $1500.00, as no new deductible amount was applied.
* Their ending member OOPM increases by the member's responsibility for this claim: $1500.00 (previous OOPM applied) + $290.00 (coinsurance for this claim) = $1790.00.
I'll just do a quick double-check on those numbers:
Allowed amount: $1450.00
Deductible applied: $0.00
Amount remaining for coinsurance application: $1450.00
Coinsurance at 20%: $290.00. This confirms the member's responsibility is $290.00.
Plan paid: $1160.00.
Ending Deductible: $1500.00 (unchanged).
Ending OOPM: $1790.00.
The resulting JSON structure should accurately reflect these calculations.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 947 tokens
**My Thought Process for Adjudicating Claim 1**
Alright, the core task here is to process Claim 1 according to the provided plan documents and the member's current accumulator balances, ultimately generating the necessary JSON output. I'll break this down logically.
First, I need to establish the member's current financial standing relative to their plan limits.
* **Member Deductible:** The member has $1500.00 credited.
* **Member OOPM (Out-of-Pocket Maximum):** The member has $1500.00 credited.
Then, I'll look at the plan's specific limits for an individual seeking in-network services:
* **Individual Deductible (in-network):** $1500.00.
* **Individual OOPM (in-network):** $6000.00.
Now, I can immediately see a critical point: the member's credited deductible ($1500.00) exactly matches the in-network individual deductible ($1500.00). This means the deductible has already been satisfied.
Next, for the OOPM: the member has $1500.00 credited, and the plan's in-network OOPM is $6000.00. This tells me there's $6000.00 - $1500.00 = $4500.00 remaining in the member's OOPM for this plan year.
Now, let's dive into the specifics of Claim 1:
* **Date:** 2026-06-02 (this is for reference, not directly used in calculation here).
* **Service:** In-network hospital outpatient infusion.
* **Billed Charge:** $3900.00.
* **Allowed Amount:** $1450.00. This is the crucial figure for cost-sharing calculation, not the billed charge.
* **Network:** In-network.
The plan document's cost-sharing structure for this service is key. I'm looking for "hospital outpatient infusion in-network." The plan states: "Coinsurance after deductible, in-network ......... 20% member / 80% plan." I'm double-checking if there's any specific copay mentioned for infusions. Looking at the list of copays (Primary care, Specialist, Urgent care, ER, pharmacy), infusions are not listed. Therefore, the coinsurance rule applies.
Now, I'll perform the calculation for the claim:
1. **Deductible Application:** Since the member's deductible is already met ($1500/$1500), $0.00 of the allowed amount will go towards the deductible for this claim. So, `deductible_applied = 0.00`.
2. **Copay Application:** As established, there's no specific copay for this service. So, `copay_amount = 0.00`.
3. **Coinsurance Calculation:** The coinsurance is 20% of the allowed amount.
* Allowed amount: $1450.00
* Member's coinsurance: 20% of $1450.00 = $290.00.
* I need to verify if this amount fits within the remaining OOPM. The remaining OOPM is $4500.00, and $290.00 is well within that. So, `coinsurance_amount = 290.00`.
The total `member_responsibility` for this claim is the sum of the applied deductible, copay, and coinsurance:
* `member_responsibility = deductible_applied + copay_amount + coinsurance_amount`
* `member_responsibility = 0.00 + 0.00 + 290.00 = 290.00`.
The `plan_paid` amount is the allowed amount minus the member's responsibility:
* `plan_paid = allowed_amount - member_responsibility`
* `plan_paid = 1450.00 - 290.00 = 1160.00`.
Finally, I must update the member accumulators based on this claim:
* **Member Deductible:** Since $0.00 was applied to the deductible, it remains at $1500.00. So, `ending_member_deductible = 1500.00`.
* **Member OOPM:** The member's responsibility of $290.00 is added to their existing OOPM.
* New OOPM = $1500.00 (previous) + $290.00 (this claim) = $1790.00.
* This is still below the individual OOPM limit of $6000.00. So, `ending_member_oopm = 1790.00`.
I will then format these calculated values into the required JSON structure, ensuring all numerical values are presented with two decimal places. I've double-checked the logic against the plan document and the initial member accumulator values to ensure accuracy.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 5 · Anthropic3.0s · 205 out | 3.3s · 209 out | 2.9s · 215 out
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3 Flash · Google8.6s · 989 out | 11.0s · 1,204 out | 18.7s · 2,488 out
Reasoning · 867 tokens
**Analyzing the Bluebonnet PPO 1500 (2026) for this Specific Claim**
Alright, let's dive into this. I'm looking at a specific claim under the Bluebonnet PPO 1500 plan for 2026. My individual deductible for this plan is set at $1500.00, and the individual out-of-pocket maximum (OOPM) is $6000.00, both for in-network services. The coinsurance structure is 20% for me (the member) and 80% for the plan, again, in-network.
Now, concerning this particular claim: it's for an in-network hospital outpatient infusion. Importantly, this service isn't one of those pre-defined copay services like a PCP visit, specialist, urgent care, ER, or pharmacy. This means it's subject to the plan's deductible and coinsurance rules.
Here's how I'm processing it:
First, the allowed amount for this service is $1450.00. I need to see where this falls relative to my accumulators. My current deductible accumulator *before* this claim is $1500.00, which means I've already met my individual deductible. My OOPM accumulator is at $1500.00, so there's still plenty of room before I hit that $6000.00 limit.
Since my deductible is already satisfied, no portion of the $1450.00 allowed amount will be applied to the deductible. The entire $1450.00 becomes the basis for coinsurance.
The coinsurance rate for me is 20%. So, my portion is 20% of $1450.00, which calculates to $290.00. This is my direct coinsurance cost for this service.
As established, there's no copay for this type of service, so that's $0.00.
Now, I'm checking this $290.00 against my OOPM. My current OOPM balance is $1500.00. The plan's OOPM limit is $6000.00. This means I have $6000.00 - $1500.00 = $4500.00 of "space" remaining before I reach my OOPM. Since my calculated coinsurance responsibility of $290.00 is well within that $4500.00 buffer, I will be responsible for paying the full $290.00.
Therefore, my total member responsibility for this specific claim is $290.00. The plan, in turn, will pay the remaining amount of the allowed cost, which is $1450.00 - $290.00 = $1160.00.
Looking at the accumulators after this claim:
* My individual deductible remains at $1500.00 (since no further deductible was applied).
* My individual OOPM now stands at $1500.00 (previous OOPM) + $290.00 (coinsurance paid) = $1790.00.
Just to double-check:
* The individual vs. family deductible isn't an issue here since my individual deductible was already met. The plan kicks in for me regardless of the family deductible status once mine is satisfied.
* The coinsurance calculation is indeed 20% of $1450, which is $290.
* The OOPM calculation is correct: my initial $1500 plus the $290 coinsurance brings my OOPM accumulator to $1790, which is still comfortably below the $6000 maximum.
So, the final breakdown for this claim is:
* Member responsibility: $290.00
* Plan paid: $1160.00
* Deductible applied to this claim: $0.00
* Copay amount: $0.00
* Coinsurance amount: $290.00
* Ending member deductible: $1500.00
* Ending member OOPM: $1790.00
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,082 tokens
**My Thought Process on Processing the Bluebonnet PPO 1500 Claim**
Alright, let's break down this Bluebonnet PPO 1500 situation and figure out exactly what's going on with this outpatient infusion.
First, I'm looking at the plan details: Bluebonnet PPO 1500. I see the individual deductible is $1,500 in-network, and the individual out-of-pocket maximum (OOPM) is $6,000. It's an embedded structure, which is important to keep in mind for family plans, though this claim seems to be focused on the individual level. Coinsurance is 20% for me, 80% for the plan, after the deductible kicks in. I also note the copays: $30 for a PCP, $60 for a specialist, $75 for urgent care, a hefty $400 for the ER (though that's waived if I end up inpatient), and $15 for generic prescriptions. Crucially, I understand that these copays count towards the OOPM, but *not* the deductible. Preventive care is free, 100% covered, which is good to know.
Now, I'm focusing on Claim 1. The service is an "in-network hospital outpatient infusion." I'm immediately noting that this specific service isn't listed under any of the defined copay categories (PCP, Specialist, ER, or Pharmacy). This tells me I'll likely be looking at coinsurance.
Let's check where I'm at with my deductibles and OOPM *before* this claim. My year-to-date (YTD) individual deductible is already at $1,500, which means I've met my individual in-network deductible limit. My YTD OOPM is $1,500.
The service happened on 2026-06-02, it's in-network, and the billed charge was $3,900. The plan's allowed amount for this service is $1,450.
Since my deductible is already met, it won't apply here. I also confirmed that there isn't a specific copay for "hospital outpatient infusion." This confirms that coinsurance will be the primary mechanism for cost-sharing on this claim.
So, the allowed amount is $1,450. The coinsurance is 20% for me. That means my responsibility for this claim is 20% of $1,450, which calculates to $290. The plan will cover the remaining 80%, which is $1,160.
Now, I need to see how this impacts my OOPM. My current YTD OOPM is $1,500. The OOPM limit is $6,000, meaning I have $4,500 of OOPM room left ($6,000 - $1,500). My responsibility for this claim is $290. Since $290 is well within my remaining OOPM capacity, I will pay the full $290.
After this claim, my deductible status remains unchanged: still at $1,500 because it was already met. However, my OOPM will increase. My previous OOPM was $1,500, and I'm adding $290 from this claim, bringing my new YTD OOPM to $1,790.
To summarize the financial breakdown of this claim:
* My responsibility (member responsibility) is $290.00.
* The plan paid $1,160.00.
* No deductible was applied ($0.00) because it was already met.
* No copay was applied ($0.00) as this service didn't have a specific copay.
* The coinsurance amount charged to me is $290.00.
* My ending member deductible for the year remains $1,500.00.
* My ending member OOPM for the year is now $1,790.00.
I've double-checked my math: $290 (my share) + $1,160 (plan's share) equals $1,450, which is the allowed amount. And my OOPM calculation of $1,500 (previous OOPM) + $290 (this claim) = $1,790 seems correct. The deductible remains at $1,500. Everything aligns.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,366 tokens
**Here's a breakdown of my thought process regarding this claim and policy, applying my expertise:**
Alright, let's dissect this. I'm looking at the Bluebonnet PPO 1500 plan for 2026. My initial glance at the plan details tells me the key figures: a $1,500 individual in-network deductible, a $6,000 individual in-network out-of-pocket maximum (OOPM), and an in-network coinsurance of 20% for the member and 80% for the plan. I also see specific copays listed, but it's crucial to remember those don't apply to the deductible but *do* count towards the OOPM. Preventive services are covered at 100% by the plan, which is good to note, though it doesn't seem relevant to this particular service.
Now, I'm checking the member's current status, and this is where things become clearer. The member's Year-To-Date (YTD) individual deductible is $1,500. This immediately tells me their deductible is *satisfied*. Their YTD OOPM is also $1,500, which means they're well below their $6,000 in-network OOPM threshold. The family deductible and OOPM figures are also noted, but for this individual claim, the individual accumulators are my primary focus.
The service in question is an in-network hospital outpatient infusion. The billed amount is $3,900, but what truly matters in benefit calculations is the allowed amount, which is $1,450.
My first step is to determine the cost-sharing mechanism. I need to see if this is a copay service. Looking at the plan document, outpatient infusion isn't listed among the specific copay services (PCP, Specialist, Urgent Care, ER, Generic Rx). It's also not indicated as a preventive service. Therefore, my analysis confirms that coinsurance after the deductible applies.
Since the member's deductible YTD is already $1,500 and the individual in-network deductible is $1,500, there's $0.00 remaining on their deductible. This means $0.00 of the deductible will be applied to this claim.
With the deductible satisfied, the allowed amount of $1,450 moves directly to coinsurance. The in-network coinsurance rate is 20% for the member. So, my calculation for the member's coinsurance is $1,450 multiplied by 0.20, which equals $290.00.
Next, I need to verify this against the OOPM. The member's OOPM YTD was $1,500. With the new coinsurance responsibility of $290, their new OOPM YTD becomes $1,500 + $290 = $1,790. This is well within the $6,000 in-network OOPM limit, so there are no OOPM complexities at play here. The full member responsibility for this claim is simply the coinsurance amount, $290.00.
Now, I'll calculate what the plan pays. This is the allowed amount minus the member's responsibility: $1,450.00 - $290.00 = $1,160.00. A quick check against the plan's 80% coinsurance confirms this: $1,450.00 * 0.80 = $1,160.00. It matches perfectly.
Finally, I'll update the member's accumulators. Their deductible remains at $1,500.00 since it was already met and $0 was applied from this claim. Their OOPM increases by the coinsurance amount: $1,500.00 + $290.00 = $1,790.00.
I'll then compile the final figures in the required format: member_responsibility: $290.00, plan_paid: $1,160.00, deductible_applied: $0.00, copay_amount: $0.00, coinsurance_amount: $290.00, ending_member_deductible: $1,500.00, and ending_member_oopm: $1,790.00. I've double-checked the fundamental equations: Allowed amount = member_responsibility + plan_paid ($1450 = $290 + $1160) and Member responsibility = deductible_applied + copay_amount + coinsurance_amount ($290 = $0 + $0 + $290). All checks out. The embedded nature of the family deductible is noted, but since the individual met their $1,500 threshold, their coinsurance benefits are already active, irrespective of the family's progress. The distinction between in-network and out-of-network deductible thresholds is also understood; as this is an in-network claim and the member's YTD deductible balance ($1,500) meets the in-network threshold ($1,500), it's satisfied.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K3 · Moonshot19.9s · 382 out | 68.4s · 615 out | 12.4s · 336 out
Reasoning · 283 tokens
Let me work through this.
Plan: Bluebonnet PPO 1500. Individual in-network deductible 1500. Member deductible credited YTD before Claim 1: 1500.00 — so individual deductible is already met (embedded, individual threshold 1500).
Member OOPM YTD: 1500.00. Individual OOPM in-network: 6000.
Claim 1: In-network hospital outpatient infusion, allowed 1450.00.
Deductible already satisfied (1500 of 1500). So coinsurance: 20% member, 80% plan.
Member coinsurance = 1450.00 × 0.20 = 290.00.
Plan pays 1450 × 0.80 = 1160.00.
Deductible applied: 0.00 (already met).
Copay: 0.00 (infusion is subject to deductible/coinsurance, not a copay service).
Coinsurance: 290.00.
Member responsibility: 290.00. Plan paid: 1160.00. Sum = 1450. ✓
Ending member deductible accumulator: 1500.00 (no deductible applied on this claim; stays 1500).
Ending member OOPM: 1500 + 290 = 1790.00.
All numbers with two decimals.{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 0 tokens
We need answer exactly one fenced JSON code block. Need compute.
Plan: Bluebonnet PPO 1500. Accumulators before claim1: member deductible credited YTD 1500, member OOP 1500, family ded 1500, family OOP 1500.
Claim1: 2026-06-02 in-network hospital outpatient infusion. Allowed 1450. Billed 3900 irrelevant.
Need determine cost share. Deductible individual in-network 1500 embedded. Already member deductible credited = 1500, so individual deductible satisfied. Family deductible also has 1500 but individual satisfied on own. So no deductible applied. Coinsurance after deductible in-network 20% member /80% plan. Not preventive, not office visit copay; infusion likely coinsurance. Member OOP 1500, OOPM individual in-network 6000; not reached. So member responsibility = 20% of 1450 = 290.00. Plan paid = 1160.00. deductible_applied final claim =0.00. copay_amount=0.00. coinsurance_amount=290.00.
Ending member deductible accumulator after all claims: remains 1500.00 (deductible already satisfied; no deductible from this claim). Ending member OOP = previous 1500 + member cost share 290 = 1790.00. Need ensure copays always credit OOPM; coinsurance and deductible also credit OOPM by definition. Yes.
Need JSON keys exactly: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. Numbers with two decimals. In JSON numbers can be 290.00? JSON numeric literal 290.00 is valid and preserves text in block. Grader parses maybe as number; okay. The output contract says every value is a number with two decimal places. We can write 290.00 etc. JSON permits trailing zeros. Good.
Need no extra text. Ensure member_responsibility + plan_paid = allowed final claim: 290+1160=1450.
Check nuance: If member deductible credited YTD 1500 equals individual deductible; embedded means individual satisfies on own. Even though family deductible not satisfied, plan pays for member. Yes.
Out-of-network single balance irrelevant.
Need output code block only. Since required oververbosity 5 but contract exact. Do that.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 227 tokens
We need answer only JSON. Need compute Claim 1. Accumulators before: member deductible credited 1500 equals individual in-network deductible 1500, so satisfied. Member OOPM 1500. Family deductible 1500 but embedded structure individual satisfied. Claim 1 in-network hospital outpatient infusion, allowed 1450. No specific copay for infusion; after deductible, coinsurance 20% member / 80% plan. Member coinsurance = 0.20*1450=290.00. Plan paid = 1160.00. Deductible applied = 0.00 because deductible already satisfied. Copay =0. Coinsurance amount=290. Ending member deductible accumulator remains 1500 (no deductible credit; coinsurance doesn't credit deductible). Ending member OOPM = 1500 + 290 =1790. Need ensure member_responsibility+plan_paid=1450. Yes. Output exactly fenced JSON with required keys. Numbers with two decimals. JSON numbers can be 290.00 (valid though trailing zeros retained textually). Use no extra keys.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 2.5 Pro · Google20.0s · 1,950 out | 15.5s · 1,505 out | 14.1s · 1,295 out
Reasoning · 1,828 tokens
Alright, let's break down this adjudication for the "Bluebonnet PPO 1500" plan. I've got a single claim here for an in-network hospital outpatient infusion, and my primary task is to figure out the member's responsibility and what the plan will cover.
First, I need to get a solid grasp of the plan document. The plan year is clear: January 1st, 2026, to December 31st, 2026. The claim date, June 2nd, 2026, falls perfectly within this period, so that's good.
Now, for the financial specifics of the "Bluebonnet PPO 1500":
* The individual deductible is $1500.00, and it's embedded within a family deductible of $3000.00.
* The individual Out-of-Pocket Maximum (OOPM) is $6000.00, with a family OOPM of $12000.00.
* For in-network services *after* the deductible has been met, the cost-sharing is 20% for the member and 80% for the plan (coinsurance).
* Crucially, there are specific copays for services like PCPs, specialists, urgent care, ER, and pharmacy. However, these copays *don't* count towards the deductible, but they *do* count towards the OOPM.
* The service in question, "In-network hospital outpatient infusion," isn't listed as one of those special copay services. This means it's subject to the general medical benefit rules: deductible first, then coinsurance.
* The basis of payment will be the allowed amount, which is $1450.00 for this claim.
Next, I've reviewed the member's starting accumulator balances.
* Their individual deductible Year-to-Date (YTD) is already $1500.00.
* Their individual OOPM YTD is also $1500.00.
* The family deductible and OOPM YTD are both $1500.00 as well.
Now, let's adjudicate this specific claim (Claim 1) dated 2026-06-02 for the in-network hospital outpatient infusion.
* **Billed Amount:** $3900.00
* **Allowed Amount:** $1450.00
Here's how I'm processing it step-by-step:
1. **Copay Check:** Is there a copay for this service? No, as established, "hospital outpatient infusion" isn't a copay service. So, `copay_amount` is $0.00.
2. **Deductible Check:** The individual deductible is $1500.00. The member has already met $1500.00 YTD. This means their individual deductible is fully satisfied. Therefore, no deductible will be applied to *this* claim, so `deductible_applied` is $0.00.
3. **Coinsurance Application:** Since the deductible is met, coinsurance applies to the full allowed amount of $1450.00. The member's coinsurance rate is 20%.
* `coinsurance_amount` = $1450.00 \* 0.20 = $290.00.
4. **Member Responsibility Calculation:**
* `deductible_applied`: $0.00
* `copay_amount`: $0.00
* `coinsurance_amount`: $290.00
* Total `member_responsibility` = $0.00 + $0.00 + $290.00 = $290.00.
5. **Out-of-Pocket Maximum Check:** The member's current OOPM YTD is $1500.00. Their individual OOPM limit is $6000.00. Adding the $290.00 member responsibility to their current OOPM balance gives us $1500.00 + $290.00 = $1790.00. This is well within the $6000.00 individual OOPM limit, so the full $290.00 is correctly applied towards their OOPM.
6. **Plan Paid Amount:** The plan pays the allowed amount minus the member's responsibility.
* `plan_paid` = $1450.00 - $290.00 = $1160.00.
7. **Updating Accumulators:**
* `ending_member_deductible`: Starting deductible ($1500.00) + deductible applied on this claim ($0.00) = $1500.00. This confirms the deductible remains met.
* `ending_member_oopm`: Starting OOPM ($1500.00) + total member responsibility for this claim ($290.00) = $1790.00. This reflects the member's progress towards their out-of-pocket maximum.
I've re-checked the math:
Allowed amount is $1450.00.
Deductible is met (starting $1500, met $1500 YTD). So $0 deductible applied.
Remaining $1450.00 is subject to coinsurance.
Member pays 20% of $1450.00 = $290.00.
Plan pays 80% of $1450.00 = $1160.00.
Total $290.00 + $1160.00 = $1450.00. That balances.
The member's responsibility for this claim is $290.00.
The plan will pay $1160.00.
Finally, the updated accumulator values are:
* `deductible_applied`: $0.00
* `copay_amount`: $0.00
* `coinsurance_amount`: $290.00
* `ending_member_deductible`: $1500.00
* `ending_member_oopm`: $1790.00
Everything seems to align with the plan provisions and the provided data. I'm confident in these figures.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,383 tokens
Alright, let's break down this claim. My task here is to act as the adjudicator, figuring out exactly how much the member owes and how much the plan will cover for this specific instance, and then to update their year-to-date accumulators.
First, I need to get a clear picture of where the member stands *before* this claim hits their account. I'm looking at their current progress towards their deductible and out-of-pocket maximum.
* Their individual deductible for the year is already met at $1500.00.
* Similarly, they've hit their individual out-of-pocket maximum for the year, also at $1500.00.
* The family accumulators mirror these figures, so they're also at $1500.00 for both deductible and OOPM.
Next, I'm diving into the plan specifics – the "Bluebonnet PPO 1500" plan. I need to understand the rules for cost-sharing for the service in question.
* This plan has an in-network individual deductible of $1500.00 and an individual out-of-pocket maximum of $6000.00.
* The coinsurance for in-network services is split 20% for the member and 80% for the plan.
* The service itself is an "in-network hospital outpatient infusion." Crucially, this isn't a service like a simple office visit or urgent care where a flat copay might apply. The plan document clearly outlines specific services with copays, and this infusion service isn't among them. Therefore, it will be subject to the standard deductible and coinsurance rules.
Now, let's adjudicate this specific claim:
* **Claim Date:** 2026-06-02
* **Service:** In-network hospital outpatient infusion
* **Billed Amount:** $3900.00
* **Allowed Amount:** $1450.00
My adjudication process goes step-by-step:
1. **Copay Determination:** As I noted, this service type isn't listed as having a copay in the plan document. So, the copay amount for this claim is $0.00.
2. **Deductible Application:** The member's individual in-network deductible is $1500.00. I look at their YTD accumulator, which is already at $1500.00. This means they have *already met* their deductible for the year. Therefore, none of the allowed amount from this claim will be applied to satisfy the deductible. The deductible applied here is $0.00.
3. **Coinsurance Calculation:** Since the deductible has been met, the claim moves directly to coinsurance. The plan's in-network coinsurance is 20% for the member. The allowed amount for this service is $1450.00. So, the member's coinsurance responsibility is 20% of $1450.00, which equals $290.00. This is the coinsurance amount.
4. **Out-of-Pocket Maximum (OOPM) Check:** I need to ensure this member's spending doesn't exceed their OOPM. Their current OOPM accumulator is $1500.00. The in-network individual OOPM limit is $6000.00. The cost share for this claim, which is $290.00 (from coinsurance), will be added to their OOPM accumulator. Their new total OOPM will be $1500.00 + $290.00 = $1790.00. This is still well within the $6000.00 limit, so the plan's responsibility isn't capped at 100% for this service based on the OOPM. My coinsurance calculation holds.
5. **Final Financial Responsibilities for Claim 1:**
* **Member Responsibility:** This is the sum of any deductible applied, copay, and coinsurance. In this case, it's $0.00 (deductible) + $0.00 (copay) + $290.00 (coinsurance) = $290.00.
* **Plan Paid:** This is the allowed amount minus what the member is responsible for. So, $1450.00 (allowed) - $290.00 (member responsibility) = $1160.00.
* *Self-check:* Member responsibility ($290.00) + Plan paid ($1160.00) = $1450.00. This matches the allowed amount, so the calculation is correct.
Finally, I'll calculate the member's accumulators *after* this claim has been processed:
* **Ending Member Deductible:** The starting deductible accumulator was $1500.00, and $0.00 was applied from this claim. So, the ending deductible accumulator remains $1500.00.
* **Ending Member OOPM:** The starting OOPM accumulator was $1500.00. The member's cost share for this claim (which is their coinsurance amount, as deductible and copay were zero) was $290.00. Therefore, the ending OOPM accumulator is $1500.00 + $290.00 = $1790.00.
So, to summarize the financial outcome for this claim:
* The member is responsible for **$290.00**.
* The plan is responsible for **$1160.00**.
And their updated year-end accumulators are:
* Member Deductible YTD: **$1500.00**
* Member OOPM YTD: **$1790.00**json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
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},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,173 tokens
Okay, I've reviewed the information provided, and here's my thought process for adjudicating this claim and determining the financial responsibility. My goal is to provide a clear and accurate breakdown, just as you'd expect from an expert in this domain.
First and foremost, I need to understand the member's current standing relative to their plan benefits. I see their current individual deductible is at \$1500.00, and importantly, the plan's individual in-network deductible is also \$1500.00. This immediately tells me the member has already met their individual deductible for the year. This is a crucial piece of information that will significantly simplify the adjudication of this specific claim.
Next, I delve into the specifics of the plan document itself. The plan is identified as a "Bluebonnet PPO 1500." I've noted the key financial limits: an individual in-network deductible of \$1500.00 and an individual in-network Out-of-Pocket Maximum (OOPM) of \$6000.00. I've also confirmed the coinsurance structure for in-network services *after* the deductible has been met: it's a 20% member responsibility and an 80% plan responsibility. Now, regarding the service itself – "In-network hospital outpatient infusion" – I observe that this isn't one of those specific services that carries a fixed copay, like primary care, specialist visits, urgent care, ER, or pharmacy benefits. Therefore, it will be governed by the standard deductible and coinsurance rules.
With that foundational understanding, I can now adjudicate Claim 1. The claim details are:
* **Date:** 2026-06-02
* **Service:** In-network hospital outpatient infusion
* **Network:** In-network
* **Billed Amount:** \$3900.00
* **Allowed Amount:** \$1450.00
Now, let's break down the cost-sharing for this claim step-by-step:
1. **Deductible Calculation:** As I established earlier, the member's individual deductible of \$1500.00 has already been met, and their current accumulator reflects this. Therefore, no portion of the allowed amount on this claim will go towards satisfying the deductible. The `deductible_applied` for this claim is \$0.00.
2. **Copay Calculation:** Since this service is not a designated copay service per the plan document, there is no copay applicable. The `copay_amount` is \$0.00.
3. **Coinsurance Calculation:** With the deductible met and no copay, coinsurance applies. The allowed amount for this claim is \$1450.00. The member's coinsurance responsibility is 20%.
* `coinsurance_amount` = \$1450.00 (allowed) \* 0.20 = \$290.00.
4. **Total Member Responsibility:** This is the sum of the deductible applied, copay amount, and coinsurance amount.
* `member_responsibility` = \$0.00 (deductible) + \$0.00 (copay) + \$290.00 (coinsurance) = \$290.00.
5. **Out-of-Pocket Maximum (OOPM) Check:** I need to ensure this member responsibility doesn't exceed their OOPM.
* The member's OOPM accumulator was \$1500.00 before this claim.
* The responsibility from this claim is \$290.00.
* The projected OOPM after this claim would be \$1500.00 + \$290.00 = \$1790.00.
* The individual OOPM limit is \$6000.00. Since \$1790.00 is well within this limit, the full member responsibility of \$290.00 is applied.
6. **Plan Paid Calculation:** The plan's responsibility is the allowed amount minus the member's responsibility.
* `plan_paid` = \$1450.00 (allowed) - \$290.00 (member responsibility) = \$1160.00.
* Alternatively, and as a good cross-check, this is also the plan's 80% coinsurance share: \$1450.00 \* 0.80 = \$1160.00.
Finally, I'll update the accumulators based on this adjudication:
* **Ending Member Deductible:** Since no deductible was applied to this claim, the deductible accumulator remains unchanged.
* `ending_member_deductible` = \$1500.00 (starting) + \$0.00 (applied) = \$1500.00.
* **Ending Member OOPM:** All member cost-sharing – in this case, the \$290.00 coinsurance – rolls into the OOPM.
* `ending_member_oopm` = \$1500.00 (starting) + \$290.00 (member responsibility) = \$1790.00.
Therefore, after processing this claim, the financial responsibility for the member is \$290.00, and the plan will pay \$1160.00. The updated member deductible accumulator remains at \$1500.00, and the member OOPM accumulator is now \$1790.00. All calculations align with the plan provisions and seem consistent.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.2 · Z.ai5.7s · 480 out | 58.4s · 495 out | 6.9s · 456 out
Reasoning · 316 tokens
Let me adjudicate this claim.
Member accumulators before Claim 1:
- Member deductible credited YTD: 1500.00
- Member OOPM credited YTD: 1500.00
- Family deductible credited YTD: 1500.00
- Family OOPM credited YTD: 1500.00
Individual deductible (in-network): 1500.00
Individual OOPM (in-network): 6000.00
Claim 1: In-network hospital outpatient infusion
- Billed: 3900.00
- Allowed: 1450.00
The member's deductible is already fully satisfied (1500.00 credited = 1500.00 individual deductible). So no deductible applies to this claim.
Since deductible is satisfied, coinsurance applies: 20% member / 80% plan.
This is not a service with a copay (it's a hospital outpatient infusion, not an office visit, urgent care, ER, or pharmacy). So no copay.
Coinsurance: 1450.00 × 20% = 290.00
Plan paid: 1450.00 × 80% = 1160.00
Member responsibility: 290.00 (all coinsurance)
Now check OOPM: Member OOPM before = 1500.00. After adding 290.00 = 1790.00. This is well under 6000.00, so no OOPM cap reached.
Ending accumulators:
- Member deductible: 1500.00 (unchanged, already satisfied)
- Member OOPM: 1500.00 + 290.00 = 1790.00
Let me verify: member_responsibility + plan_paid = 290.00 + 1160.00 = 1450.00 = allowed amount. ✓json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 401 tokens
Let me adjudicate Claim 1.
Member accumulators before Claim 1:
- Member deductible credited YTD: 1500.00 (individual deductible is 1500.00, so already met)
- Member OOPM credited YTD: 1500.00
- Family deductible credited YTD: 1500.00
- Family OOPM credited YTD: 1500.00
Claim 1:
- Service: In-network hospital outpatient infusion
- Network: In-network
- Billed: 3900.00
- Allowed: 1450.00
This is a hospital outpatient infusion — not a PCP, specialist, urgent care, ER, or pharmacy service with a copay. So it falls under deductible + coinsurance.
Individual deductible is 1500.00, and member has already credited 1500.00. So deductible is already satisfied.
Since deductible is met, the claim goes to coinsurance at 20% member / 80% plan in-network.
- Deductible applied: 0.00 (deductible already met)
- Coinsurance: 20% of 1450.00 = 290.00
- Copay: 0.00
- Member responsibility: 290.00
- Plan paid: 1450.00 - 290.00 = 1160.00
Accumulators after Claim 1:
- Member deductible: 1500.00 (no change, already met)
- Member OOPM: 1500.00 + 290.00 = 1790.00
- Family deductible: 1500.00 (no change)
- Family OOPM: 1500.00 + 290.00 = 1790.00
Let me verify: member_responsibility + plan_paid = 290.00 + 1160.00 = 1450.00 = allowed amount. ✓json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 299 tokens
Let me adjudicate Claim 1.
Member accumulators before Claim 1:
- Member deductible credited YTD: 1500.00 (individual deductible is 1500.00, so deductible is already met)
- Member OOPM credited YTD: 1500.00
- Family deductible credited YTD: 1500.00
- Family OOPM credited YTD: 1500.00
Claim 1:
- In-network hospital outpatient infusion
- Billed: 3900.00
- Allowed: 1450.00
Since the member deductible is already at 1500.00 (the individual in-network deductible is 1500.00), the deductible is already satisfied. So this claim goes to coinsurance.
In-network coinsurance: 20% member / 80% plan
No copay applies (hospital outpatient infusion doesn't have a specific copay listed). So it's subject to deductible and coinsurance.
Deductible applied: 0.00 (already satisfied)
Coinsurance: 1450.00 × 20% = 290.00
Plan paid: 1450.00 × 80% = 1160.00
Member responsibility: 290.00
OOPM check: 1500.00 + 290.00 = 1790.00, well under 6000.00 individual OOPM.
Ending accumulators:
- Member deductible: 1500.00 (no additional deductible applied)
- Member OOPM: 1500.00 + 290.00 = 1790.00
Let me verify: member_responsibility (290.00) + plan_paid (1160.00) = 1450.00 ✓json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 4.8 · Anthropic3.5s · 223 out | 4.2s · 215 out | 2.8s · 200 out
Member deductible already at 1500.00 (individual met). No deductible applies.
Coinsurance: 20% of 1450.00 = 290.00. Plan pays 1160.00.
OOPM check: current OOPM 1500.00 + 290.00 = 1790.00, under 6000.00. OK.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Member deductible already at 1500.00 (individual met). Coinsurance 20%.
Coinsurance = 1450.00 × 0.20 = 290.00. OOPM before: 1500.00, +290 = 1790.00 (under 6000).
Plan = 1160.00.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Member deductible already at 1500.00 (individual met). No deductible applies.
Coinsurance 20% of 1450.00 = 290.00. OOPM at 1500.00 + 290.00 = 1790.00 (under 6000).
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 5 · Anthropic3.4s · 304 out | 3.6s · 311 out | 3.4s · 291 out
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 4.6 · Anthropic10.7s · 656 out | 8.6s · 530 out | 7.1s · 330 out
I need to adjudicate Claim 1: in-network hospital outpatient infusion, allowed amount 1450.00.
**Starting accumulators (before Claim 1):**
- Member deductible: 1500.00
- Member OOPM: 1500.00
- Family deductible: 1500.00
- Family OOPM: 1500.00
**Step 1: Is the deductible already satisfied?**
The member's individual deductible accumulator is 1500.00, which equals the individual deductible limit of 1500.00. The individual deductible is fully satisfied. No deductible applies to this claim.
**Step 2: Determine cost share type.**
Hospital outpatient infusion — no copay listed for this service type. This is not a PCP/specialist/urgent care/ER/pharmacy service. Cost share is deductible + coinsurance (20% member / 80% plan in-network).
Since deductible is already met, this goes straight to coinsurance.
**Step 3: Apply OOPM.**
Member OOPM accumulator: 1500.00. OOPM limit: 6000.00. Remaining OOPM: 6000.00 - 1500.00 = 4500.00.
Coinsurance (member share): 20% × 1450.00 = 290.00
Is 290.00 ≤ 4500.00 remaining OOPM? Yes, so OOPM cap does not reduce it.
**Step 4: Calculate amounts.**
- Member coinsurance: 290.00
- Plan pays: 80% × 1450.00 = 1160.00
- Member responsibility: 290.00
- Deductible applied: 0.00 (already satisfied)
- Copay: 0.00
**Step 5: Update accumulators.**
- Member deductible: 1500.00 (no change)
- Member OOPM: 1500.00 + 290.00 = 1790.00
- Family deductible: 1500.00 (no change)
- Family OOPM: 1500.00 + 290.00 = 1790.00
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}I need to adjudicate Claim 1: in-network hospital outpatient infusion, allowed amount 1450.00.
**Starting accumulators (before Claim 1):**
- Member deductible: 1500.00 (individual deductible is 1500.00 → already fully satisfied)
- Member OOPM: 1500.00 (individual OOPM is 6000.00 → 4500.00 remaining)
- Family deductible: 1500.00
- Family OOPM: 1500.00
**Service type:** Hospital outpatient infusion — not a copay-eligible service (no copay category matches), not preventive. Subject to deductible and coinsurance.
**Deductible check:** Member's individual deductible is already at 1500.00 (fully met). No deductible applies to this claim.
**Copay:** None applicable for this service type. Copay = 0.00.
**Coinsurance:** 20% member / 80% plan on the full allowed amount (deductible already satisfied).
- Member coinsurance = 1450.00 × 0.20 = 290.00
- Plan coinsurance = 1450.00 × 0.80 = 1160.00
**OOPM check:** Member OOPM before = 1500.00. After adding coinsurance: 1500.00 + 290.00 = 1790.00 ≤ 6000.00. No cap triggered.
**Ending accumulators:**
- Member deductible: 1500.00 (unchanged)
- Member OOPM: 1500.00 + 290.00 = 1790.00
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}The member's individual deductible is already fully satisfied (1500.00 credited, threshold 1500.00). No deductible applies.
Since the deductible is satisfied, coinsurance applies: member pays 20%, plan pays 80%.
Member coinsurance = 1450.00 × 0.20 = 290.00
Check OOPM: member OOPM before claim = 1500.00. After adding 290.00 → 1790.00, which is below the individual OOPM of 6000.00. No cap needed.
No copay applies to hospital outpatient infusion.
Plan paid = 1450.00 × 0.80 = 1160.00
Ending deductible accumulator = 1500.00 (unchanged, already at max)
Ending OOPM accumulator = 1500.00 + 290.00 = 1790.00
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.7 Max · Alibaba18.9s · 1,028 out | 9.6s · 845 out | 10.5s · 935 out
Reasoning · 908 tokens
Let me adjudicate Claim 1 step by step.
**Member Accumulators before Claim 1:**
- Member deductible credited YTD: 1500.00
- Member OOPM credited YTD: 1500.00
- Family deductible credited YTD: 1500.00
- Family OOPM credited YTD: 1500.00
**Claim 1:**
- Date: 2026-06-02
- Service: In-network hospital outpatient infusion
- Network: In-network
- Billed charge: 3900.00
- Allowed amount: 1450.00
**Step 1: Determine deductible status**
- Individual in-network deductible: 1500.00
- Member deductible credited YTD: 1500.00
- The individual deductible is already satisfied (1500.00 >= 1500.00).
**Step 2: Determine coinsurance**
- Since the deductible is satisfied, coinsurance applies.
- In-network coinsurance: 20% member / 80% plan
- Allowed amount: 1450.00
- Member coinsurance: 1450.00 * 20% = 290.00
- Plan coinsurance: 1450.00 * 80% = 1160.00
**Step 3: Check OOPM**
- Individual in-network OOPM: 6000.00
- Member OOPM credited YTD: 1500.00
- New OOPM credit would be: 1500.00 + 290.00 = 1790.00
- 1790.00 < 6000.00, so OOPM is not reached. Full coinsurance applies.
**Step 4: Determine copay**
- This is a hospital outpatient infusion, not a primary care visit, specialist visit, urgent care, ER, or generic pharmacy.
- No copay applies.
**Step 5: Calculate member responsibility and plan paid**
- Deductible applied: 0.00 (deductible already met)
- Copay amount: 0.00
- Coinsurance amount: 290.00
- Member responsibility: 0.00 + 0.00 + 290.00 = 290.00
- Plan paid: 1450.00 - 290.00 = 1160.00
- Check: 290.00 + 1160.00 = 1450.00 ✓
**Step 6: Update accumulators**
- Ending member deductible: 1500.00 + 0.00 = 1500.00
- Ending member OOPM: 1500.00 + 290.00 = 1790.00
Let me double-check:
- The service is "In-network hospital outpatient infusion" — this doesn't match any copay category (PCP, specialist, urgent care, ER, generic pharmacy). It's a regular medical service subject to deductible and coinsurance.
- Deductible is already met, so coinsurance applies at 20%.
- Member coinsurance = 1450.00 * 0.20 = 290.00
- Plan paid = 1450.00 * 0.80 = 1160.00
- Member responsibility = 290.00
- Ending deductible accumulator: 1500.00 (no new deductible credit since deductible was already met)
- Ending OOPM accumulator: 1500.00 + 290.00 = 1790.00
All looks correct.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 725 tokens
Let me adjudicate Claim 1 step by step.
**Member accumulators before Claim 1:**
- Member deductible credited YTD: 1500.00
- Member OOPM credited YTD: 1500.00
- Family deductible credited YTD: 1500.00
- Family OOPM credited YTD: 1500.00
**Claim 1:**
- Date: 2026-06-02
- Service: In-network hospital outpatient infusion
- Network: In-network
- Billed charge: 3900.00
- Allowed amount: 1450.00
**Step 1: Check deductible status**
The member's individual deductible is 1500.00 (in-network). The member has already credited 1500.00 toward the deductible. So the individual deductible is fully satisfied.
**Step 2: Determine cost share**
This is an in-network hospital outpatient infusion. It's not a primary care visit, specialist visit, urgent care, ER, generic retail pharmacy, or preventive care. So it's subject to deductible and coinsurance.
Since the deductible is met, coinsurance applies:
- In-network coinsurance: 20% member / 80% plan
- Allowed amount: 1450.00
- Member coinsurance: 1450.00 × 20% = 290.00
- Plan coinsurance: 1450.00 × 80% = 1160.00
**Step 3: Check OOPM**
Member OOPM is 6000.00 (in-network). Current OOPM credited: 1500.00.
After this claim, OOPM would be: 1500.00 + 290.00 = 1790.00, which is below 6000.00. So no OOPM cap applies.
**Step 4: Calculate member responsibility and plan paid**
- Member responsibility: 290.00 (all coinsurance, no deductible applied since already met, no copay)
- Plan paid: 1160.00
- Check: 290.00 + 1160.00 = 1450.00 ✓
**Step 5: Update accumulators**
- Member deductible: 1500.00 + 0.00 = 1500.00 (no additional deductible applied)
- Member OOPM: 1500.00 + 290.00 = 1790.00
**Required fields for Claim 1 (the final claim):**
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 815 tokens
Let me adjudicate Claim 1 step by step.
**Member Accumulators before Claim 1:**
- Member deductible credited YTD: 1500.00
- Member OOPM credited YTD: 1500.00
- Family deductible credited YTD: 1500.00
- Family OOPM credited YTD: 1500.00
**Claim 1:**
- Date: 2026-06-02
- Service: In-network hospital outpatient infusion
- Network: In-network
- Billed charge: 3900.00
- Allowed amount: 1450.00
**Step 1: Check deductible status**
The individual deductible is 1500.00. The member has already credited 1500.00 to the deductible. So the individual deductible is MET.
The structure is EMBEDDED. Since the individual deductible is met, this member's services are processed with coinsurance (no more deductible applies for this member).
**Step 2: Determine cost share type**
This is an in-network hospital outpatient infusion. It doesn't fall under any of the specific copay categories (PCP visit, specialist visit, urgent care, ER, generic retail pharmacy, preventive care). So it's subject to deductible and coinsurance.
Since the deductible is met, coinsurance applies.
In-network coinsurance: 20% member / 80% plan.
**Step 3: Calculate coinsurance**
Allowed amount: 1450.00
Member coinsurance: 20% × 1450.00 = 290.00
Plan pays: 80% × 1450.00 = 1160.00
**Step 4: Check OOPM**
Member OOPM (in-network) is 6000.00. Current OOPM credited: 1500.00.
Adding 290.00 to OOPM: 1500.00 + 290.00 = 1790.00, which is less than 6000.00. So OOPM is not reached.
**Step 5: Summary for Claim 1**
- Deductible applied: 0.00 (deductible already met)
- Copay amount: 0.00 (not a copay service)
- Coinsurance amount: 290.00
- Member responsibility: 290.00
- Plan paid: 1160.00
Check: member_responsibility (290.00) + plan_paid (1160.00) = 1450.00 = allowed amount. ✓
**Ending accumulators:**
- Member deductible: 1500.00 (no change, deductible already met, no new deductible applied)
- Member OOPM: 1500.00 + 290.00 = 1790.00
Let me double-check: coinsurance amounts do credit the OOPM. Yes, they do.
So:
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 · Z.ai8.6s · 739 out | 2.2s · 210 out | 4.2s · 759 out
Reasoning · 586 tokens
Let me work through this.
Plan: Bluebonnet PPO 1500, plan year 2026.
Accumulators before Claim 1:
- Member deductible credited YTD: 1500.00
- Member OOP credited YTD: 1500.00
- Family deductible credited YTD: 1500.00
- Family OOP credited YTD: 1500.00
Individual in-network deductible: 1500.00. Member has already credited 1500.00 — so the member's individual deductible is already satisfied. (Embedded: individual deductible satisfied on its own.)
Claim 1 — in-network hospital outpatient infusion, allowed 1450.00.
Deductible: member deductible balance is 1500 credited vs 1500 threshold — satisfied. So deductible applied = 0.00.
Service is not an office visit, urgent care, ER, or pharmacy — no copay. Copay = 0.00.
Coinsurance: in-network 20% member after deductible. Deductible satisfied, so coinsurance = 20% × 1450.00 = 290.00.
OOPM check: member OOP credited 1500.00 + 290.00 = 1790.00, well below 6000 individual. So no OOPM cap.
Plan paid = 80% × 1450.00 = 1160.00.
Member responsibility = 290.00. 290 + 1160 = 1450. ✓
Ending accumulators:
- Member deductible credited after: 1500.00 (no additional deductible applied; coinsurance doesn't credit deductible).
- Member OOP after: 1500.00 + 290.00 = 1790.00.
The required fields:
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00
Wait — should I consider whether the family deductible matters? Embedded: individual deductible can be satisfied on its own. Member's individual deductible is already at 1500.00, so it's satisfied. Family deductible at 1500 of 3000 doesn't matter because the individual one is met. So no deductible applies.
Also, does coinsurance credit the deductible? No — deductible is what member pays before coinsurance; coinsurance credits OOPM only. Copays credit OOPM but not deductible. So ending member deductible stays 1500.00.
One nuance: "ending_member_deductible" — is it the credited amount or the remaining? The accumulator definition: "Accumulator: the running year-to-date total of a member's deductible or OOPM." So it's the credited total: 1500.00.
Ending member OOPM: 1500 + 290 = 1790.00.
All good. Output JSON.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 117 tokens
Member deductible YTD = 1500.00, individual deductible 1500.00 in-network — already satisfied? Embedded: individual deductible satisfied (1500 credited). So deductible applied = 0. Member pays 20% coinsurance = 290.00. OOPM: 1500 + 290 = 1790. Deductible accumulator remains 1500. Plan paid 1160.00.
Wait — but deductible credited 1500 already meets threshold, so no deductible. Coinsurance 20% of 1450 = 290.00.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 628 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500, plan year 2026.
Accumulators before Claim 1:
- Member deductible credited YTD: 1500.00
- Member OOP credited YTD: 1500.00
- Family deductible credited YTD: 1500.00
- Family OOP credited YTD: 1500.00
Plan details:
- Individual in-network deductible: 1500.00
- Family in-network deductible: 3000.00, EMBEDDED structure. Individual deductible satisfied on their own; family deductible satisfied once total family credits reach family amount, whichever comes first.
- Member deductible credited YTD is 1500.00 — the individual deductible is 1500.00, so this member's individual deductible is already satisfied. The individual has met their deductible.
Wait, let me think about the embedded structure. The member's deductible credit is 1500.00. The individual deductible is 1500.00. So this member's individual deductible is fully satisfied. Since embedded, "an individual satisfies the individual deductible on their own." So for this member's next claim, deductible no longer applies — coinsurance begins.
The family deductible is 3000.00, family credited 1500.00. But because embedded, the individual only needs to meet the individual deductible. The member has met 1500.00 which equals the individual deductible. So no deductible applies to Claim 1.
Claim 1: In-network hospital outpatient infusion, allowed 1450.00.
Deductible applied: 0.00 (individual deductible already satisfied at 1500.00).
Copay: Hospital outpatient infusion is not a listed copay service (primary care, specialist, urgent care, ER, generic pharmacy). So no copay. Copay amount 0.00.
Coinsurance: in-network 20% member / 80% plan after deductible. Allowed 1450.00 × 20% = 290.00.
Plan paid: 1450.00 × 80% = 1160.00.
Member responsibility: 290.00.
Check: 290.00 + 1160.00 = 1450.00. ✓
OOPM: member OOP credited 1500.00; adding 290.00 = 1790.00. Individual in-network OOPM is 6000.00 — far below, so no cap hit.
Ending member deductible accumulator: deductible applied is 0.00, so it stays 1500.00. (Deductible credited is already at individual threshold; no additional credit since no deductible amount applied.)
Ending member OOPM: 1500.00 + 290.00 = 1790.00.
Required fields:
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00
All numbers two decimals.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Max · Alibaba15.8s · 555 out | 10.4s · 526 out | 17.0s · 740 out
Reasoning · 435 tokens
We need answer user's task. Need produce JSON only. Need adjudicate Claim 1 given plan doc, accumulators before claim.
We need required keys:
member_responsibility final claim
plan_paid
deductible_applied
copay_amount
coinsurance_amount
ending_member_deductible
ending_member_oopm
All two decimals numbers.
Input: Member accumulator before Claim 1:
member deductible credited YTD 1500.00
member OOPM credited YTD 1500.00
Family deductible credited YTD 1500.00
Family OOPM credited YTD 1500.00
Plan: individual in-network deductible 1500. Member has already satisfied individual deductible. OOPM has 1500 credited, below 6000. Service in-network hospital outpatient infusion, not one of copay services (primary care, specialist, urgent care, ER, generic pharmacy). So after deductible coinsurance 20% member /80% plan. Deductible already satisfied so deductible applied 0. Member coinsurance = 20% allowed 1450 = 290. Plan pays 1160. Member responsibility 290. This counts toward OOPM (deductible? deductible already met; coinsurance credits OOPM; no copay). Ending member deductible stays 1500? Deductible credited remains 1500 because no deductible applied. Ending member OOPM = 1500 + 290 = 1790. Need consider family accumulators? Only required member ending deductible/OOPM. Embedded. Since individual deductible satisfied, no need family. Also family may not matter.
Need ensure member_responsibility+plan_paid equals allowed: 290+1160=1450.
Output exactly one fenced JSON code block. Need numbers maybe 290.00. Ensure no extra keys. Let's final.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 406 tokens
We need answer user's task. Need produce final JSON only. Need adjudicate Claim 1 given accumulators before. Need required fields: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. All two decimals. Need reason carefully.
Plan: Bluebonnet PPO. Deductible individual in-network 1500, embedded. Member deductible credited YTD before claim = 1500.00, so individual deductible satisfied. Member OOPM credited YTD = 1500.00, below 6000. Claim in-network hospital outpatient infusion. Not a listed copay service. Subject to deductible and coinsurance 20% after deductible. Since deductible satisfied, apply coinsurance 20% of allowed 1450 = 290. Plan pays 80% = 1160. Member responsibility 290. Deductible applied 0. Copay 0. Coinsurance 290. Ending member deductible remains 1500? Deductible accumulator only credits amounts applied to deductible. Since already satisfied, no new deductible applied. It remains 1500.00. Ending member OOPM = prior 1500 + member cost share that counts. Coinsurance counts toward OOPM. So 1790.00. Need ensure member_responsibility + plan_paid = allowed: 290+1160=1450. Good.
But let's consider if family deductible/oopm matters? Only one claim, member accumulator. In-network. No issue. Need output JSON. Values with two decimals as numbers? The instruction: number with two decimal places. JSON numbers can have decimals. Use 290.00 etc. Ensure no extra keys. final fenced JSON only.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 620 tokens
We need answer user's task. Need produce JSON only. Need analyze carefully.
We have plan doc, accumulators before Claim 1, one claim. Need adjudicate. Required fields: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm for FINAL claim (Claim 1). All numbers two decimals.
Member accumulators before: member deductible credited YTD 1500.00, member OOPM credited 1500.00. Family also 1500 but only one member? We need member deductible and OOPM. Plan individual in-network deductible 1500, OOPM 6000. Deductible already satisfied (1500). OOPM not reached (1500 < 6000). Claim in-network hospital outpatient infusion. No specific copay listed, so subject to deductible and coinsurance 20% after deductible. Since deductible satisfied, member coinsurance 20% of allowed 1450 = 290. Plan pays 80% = 1160. Deductible applied 0 because already met. Copay 0. Coinsurance 290. member responsibility 290, plan paid 1160. Ending member deductible: credits? Deductible credited remains 1500? Usually deductible accumulator only amounts applied to deductible. Since no deductible applied, ending deductible 1500. Ending member OOPM: copays always credit OOPM, coinsurance likely counts toward OOPM? Glossary: OOPM ceiling on member cost share; premiums and non-covered never count. Deductible and copays count? Plan says copays always credit OOPM. It doesn't explicitly say coinsurance credits OOPM but standard yes member cost share counts. The accumulator before 1500 equals deductible credited, so likely deductible credits OOPM. Coinsurance should credit OOPM. Ending OOPM 1500+290=1790. Need check if coinsurance for in-network covered counts. yes.
Need ensure allowed amount equals member+plan: 290+1160=1450.
Potential nuance: family embedded? Member individual deductible already 1500, so satisfied. Family deductible 1500 not full but embedded individual satisfied. no issue. OOPM family? We only report member ending OOPM.
Need output exactly fenced JSON. Values with two decimals. Use numbers: 290.00 etc. JSON numbers can have decimals. Ensure no extra.
Double-check if hospital outpatient infusion could be considered emergency/urgent/PCP? no. No copay. In-network coinsurance 20%. Deductible satisfied. Good.
Need final JSON only.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Terra · OpenAI1.6s · 134 out | 2.3s · 145 out | 2.9s · 144 out
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 47 tokens
**Calculating insurance details**
I need to ensure the member's individual deductible is met, which is set at $1,500. There's also a generic coinsurance of 20% to consider. The out-of-pocket maximum (OOPM) is relevant here too. The member has an ID of 290, and their plan number is 1160. So, the deductible amount remains unchanged, with an out-of-pocket maximum of $1,790. I need to present this information in JSON format accurately.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 46 tokens
**Calculating health costs**
I need to ensure that the individual deductible is fully met. There's no cost-sharing for bespoke services, and after the deductible, the cost is 20%. I’m looking at an out-of-pocket maximum of $1,500 for the member's contribution, leading to a total of $2,790 for the plan. It seems the ending deductible is $1,500, with an out-of-pocket total of $1,790. I want to make sure all these figures add up correctly!json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 Flash · Z.ai25.4s · 988 out | 18.9s · 608 out | 16.4s · 817 out
Reasoning · 894 tokens
Let me work through this.
Member accumulators before Claim 1:
- Member deductible credited YTD: 1500.00
- Member OOP credited YTD: 1500.00
- Family deductible credited: 1500.00
- Family OOP credited: 1500.00
Claim 1: In-network hospital outpatient infusion, allowed 1450.00.
This is not an office visit, urgent care, ER, or pharmacy, so no copay applies. It's subject to deductible and coinsurance: 20% member / 80% plan after deductible (in-network).
Individual deductible (in-network): 1500.00. Member has 1500.00 credited. So the member has already satisfied the individual deductible.
Wait — but there's an embedded structure. The individual deductible is 1500.00, and the member has exactly 1500.00 credited. So the individual deductible is satisfied. The family deductible is 3000.00, family credited is 1500.00 — not satisfied, but embedded means the individual can satisfy on their own. The member's individual deductible is met, so coinsurance applies.
Member OOP: 1500.00 credited vs 6000.00 individual in-network OOPM. Not reached.
So the claim: allowed 1450.00. Deductible applied: 0.00. Coinsurance 20% of 1450.00 = 290.00. Plan pays 80% = 1160.00. Copay: 0.00.
Member responsibility: 290.00. Plan paid: 1160.00. Sum = 1450.00. ✓
Ending member deductible accumulator: 1500.00 (no new deductible credited since it's satisfied). Ending member OOP: 1500.00 + 290.00 = 1790.00.
Wait — should coinsurance credit the OOP? Yes, member cost share credits OOPM. Copays always credit OOPM; deductible and coinsurance also credit OOPM (standard). The plan document says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." It doesn't explicitly say deductible/coinsurance credit OOPM, but that's the standard meaning of OOPM — a ceiling on member cost share. The glossary says OOPM is "the ceiling on member cost share for the plan year," which implies all member cost share counts. So OOP goes 1500 + 290 = 1790.00.
Does the deductible portion count toward OOP? Here deductible applied is 0, so moot.
Family accumulators: family deductible 1500 (no change), family OOP would go to 1790, but those aren't required fields.
Output fields:
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00
Check: member_responsibility + plan_paid = 290 + 1160 = 1450 = allowed. ✓
One consideration: could the family deductible matter? Embedded — individual satisfied on their own. Family credited 1500 < 3000, but embedded structure means the individual doesn't need the family deductible satisfied. The plan doc explicitly says "an individual satisfies the individual deductible on their own." So coinsurance applies.
Also consider: is there any chance the member deductible balance measured against... "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 service, threshold is 1500.00, balance 1500.00 → satisfied.
Numbers with two decimals as JSON numbers. JSON numbers like 290.00 — should I write 290.0 or 290.00? JSON allows 290.00 as a literal. The contract says two decimal places. I'll write 290.00 etc. JSON parsers accept trailing zeros.
Exactly one fenced JSON code block, no other keys.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 514 tokens
Let me work through this.
Member accumulators before Claim 1:
- Member deductible credited YTD: 1500.00
- Member OOP credited YTD: 1500.00
- Family deductible credited YTD: 1500.00
- Family OOP credited YTD: 1500.00
Claim 1: In-network hospital outpatient infusion, in-network, allowed 1450.00.
Individual in-network deductible is 1500.00. Member has 1500.00 credited already. So the deductible is satisfied. The service is subject to deductible and coinsurance (hospital outpatient infusion — not a copay service listed). So after deductible, coinsurance applies: 20% member / 80% plan of allowed amount.
Member coinsurance: 20% of 1450.00 = 290.00.
Plan paid: 80% of 1450.00 = 1160.00.
Deductible applied: 0.00 (already satisfied).
Copay: 0.00.
Coinsurance: 290.00.
Member responsibility: 290.00.
Plan paid: 1160.00. Sum: 1450.00. ✓
Ending member deductible accumulator: 1500.00 (unchanged; deductible was already at the individual in-network threshold).
Wait — the deductible accumulator: member deductible credited YTD is 1500.00, and the in-network individual deductible is 1500.00. So it's satisfied. Ending: 1500.00.
Ending member OOPM: 1500.00 + 290.00 = 1790.00. Copays and coinsurance credit OOPM. Yes, coinsurance credits OOPM (standard; the plan doc says copays always credit OOPM; OOPM is ceiling on member cost share, so coinsurance counts).
Family accumulators: family deductible 1500.00 — embedded structure, but the member's own individual deductible is satisfied, so it doesn't matter here. Family OOP 12000.00, not reached.
Final answer fields:
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 723 tokens
Let me work through this.
Member accumulators before Claim 1:
- Member deductible credited: 1500.00
- Member OOP credited: 1500.00
- Family deductible credited: 1500.00
- Family OOP credited: 1500.00
Individual deductible (in-network): 1500.00. The member has already credited 1500.00, so the individual deductible is satisfied.
Claim 1: In-network hospital outpatient infusion, allowed 1450.00.
Service type: outpatient infusion. Not a primary care office visit, not specialist visit, not urgent care, not ER, not pharmacy. So no copay applies. Subject to deductible and coinsurance.
Deductible: individual deductible is 1500.00, member already credited 1500.00 → deductible fully satisfied. So deductible applied = 0.00.
Coinsurance: 20% member / 80% plan after deductible. Member coinsurance = 20% of 1450.00 = 290.00. Plan pays 80% = 1160.00.
Check family deductible: family is 3000.00, family credited 1500.00. But embedded — individual deductible satisfied on its own, so member doesn't owe more. The family deductible structure: "the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Since the individual deductible is satisfied (1500 = 1500), the member has satisfied their individual deductible and plan pays for them. Embedded structure means individual can be satisfied on its own. So no more deductible from this member.
Wait — embedded structure: individual satisfies individual deductible on own. Family deductible satisfied once total family credits reach family amount. With embedded, typically once an individual meets the individual deductible, the plan pays for that individual regardless of family. Here the member's individual deductible (1500) is met. So coinsurance applies.
OOPM: individual in-network OOPM is 6000.00. Member OOP credited 1500.00. After this claim: 1500 + 290 = 1790.00. Under 6000, so no OOPM hit.
Coinsurance amount (member's coinsurance portion) = 290.00.
Copay = 0.00.
Deductible applied = 0.00.
Member responsibility = 290.00.
Plan paid = 1160.00. Check: 290 + 1160 = 1450. ✓
Ending member deductible: 1500.00 (unchanged, since deductible already satisfied and no deductible applied).
Ending member OOPM: 1500 + 290 = 1790.00.
Wait — do copays "always credit the out-of-pocket maximum" and coinsurance also credits OOPM? Standard: member cost share (deductible, copay, coinsurance) credits OOPM. The plan says copays always credit OOPM; deductible and coinsurance naturally credit too. Ending member OOPM = 1790.00.
Output fields for final claim (Claim 1):
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Hunyuan 4 · Tencent256.5s · 7,795 out | 124.4s · 7,280 out | 103.4s · 5,909 out
Reasoning · 7,696 tokens
We need answer with JSON only. Need adjudicate Claim 1 based on plan and accumulators before Claim1.
We have plan year 2026. Member accumulators immediately before Claim 1:
Member deductible credited YTD = 1500.00
Member OOP credited YTD = 1500.00
Family deductible credited YTD = 1500.00
Family OOP credited YTD = 1500.00.
Wait family deductible credited YTD? There is family deductible threshold 3000.00. It says embedded: individual satisfies individual on own; family also satisfied once total family credits reach family amount, whichever comes first. For member-specific, we track member deductible, member OOPM. Also family accumulators? The required output keys include ending_member_deductible, ending_member_oopm. The family accumulators maybe not required output but need to compute? We need ensure all claims (only one claim) final claim is Claim1. We need "member_responsibility", "plan_paid", "deductible_applied", "copay_amount", "coinsurance_amount", "ending_member_deductible", "ending_member_oopm". Since only one claim, final claim = Claim1. Need adjudicate Claim1.
Claim 1: 2026-06-02. Service: In-network hospital outpatient infusion. Network: In-network. Billed 3900, Allowed 1450.00. Not preventive. It's hospital outpatient infusion, not preventive? It says In-network preventive services required to be covered without cost share paid 100% not subject to deductible etc. Infusion is not preventive (likely not preventive unless specified). Need subject to deductible and coinsurance? In-network deductible is individual 1500.00. Member deductible credited YTD is 1500.00 already, meaning individual deductible satisfied? Since max 1500.00 individual in-network. Member deductible credited YTD = 1500.00. So the member deductible accumulator is already at 1500.00. Thus deductible remaining is 0.00. The service allowed 1450.00 will not have deductible applied; it will be subject to coinsurance after deductible, in-network: 20% member / 80% plan. Wait but is there a copay? Service is hospital outpatient infusion, not office visit/urgent care/ER/pharmacy. So no copay. It's subject to deductible and coinsurance. Since deductible already met, coinsurance = 20% of allowed = 290.00. Member responsibility = 290.00. Plan paid = 80% = 1160.00. Check: 290+1160=1450.
Need update accumulators: Member deductible credited YTD stays 1500.00 (no additional deductible applied). Ending member deductible = 1500.00. Member OOP credited YTD before claim = 1500.00. Coinsurance amount of 290.00 counts toward OOPM. Copays credit OOPM; deductible and coinsurance also count? Out-of-pocket maximum: "Once a member reaches the out-of-pocket maximum the plan pays 100%... Premiums and non-covered services never count toward it." Usually deductible, coinsurance, copays count toward OOPM. The accumulator is "member out-of-pocket credited year to date" given as 1500.00. That likely includes deductible and other cost shares already paid. Need add member responsibility from claim (deductible + copay + coinsurance) to OOPM? Let's examine. In claim processing, the member's cost share components: deductible_applied, copay_amount, coinsurance_amount are member responsibility. All of these (except maybe non-covered) count toward OOPM. Deductible counts? OOPM includes deductible, coinsurance, copays. In many plans, out-of-pocket maximum includes deductible, coinsurance, copays. The glossary: "Out-of-pocket maximum (OOPM): the ceiling on member cost share for the plan year. Once reached, the plan pays 100% of the allowed amount for covered in-network services. Premiums and non-covered services never count toward it." "Member cost share" includes deductible, coinsurance, copay. Yes. The "member out-of-pocket credited year to date" is an accumulator of cost share. Since before claim it's 1500.00, which equals the deductible credited 1500.00. That suggests the only prior cost share was satisfying the deductible, and it credited OOPM too. Now with coinsurance 290.00, ending member OOPM = 1500.00 + 290.00 = 1790.00. Wait but need check OOPM threshold: individual in-network OOPM is 6000.00. Before claim, member OOP credited YTD = 1500.00. So not reached. After claim, 1790.00 < 6000.00, so no OOPM reached; plan pays 80% for the service. No change to plan_paid due to OOPM.
Wait: Does the family accumulators matter? Family deductible credited YTD = 1500.00. Family deductible threshold is 3000.00. The family deductible is not satisfied yet (1500/3000). The individual deductible is satisfied. For an individual claim, because the individual deductible is satisfied, the member gets coinsurance. The family deductible being not satisfied doesn't prevent the individual from having satisfied their embedded individual deductible. The plan structure: "EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." This means there is an embedded individual deductible of 1500 inside family 3000. If member meets individual 1500, they are considered to have met deductible for their own claims, even if family hasn't reached 3000. Yes. Since member deductible credited YTD = 1500.00 (member individual), the member has met the embedded individual deductible. So claim processes as post-deductible. We don't need to output family accumulators. But need verify if family deductible credited YTD 1500 means family deductible accumulator is at 1500; if another family member had claims? Not relevant for this member. The member's own deductible accumulator is 1500. The member's individual deductible satisfied. Good.
Need check: In-network hospital outpatient infusion. Is it subject to deductible? The allowed amount is 1450. Since member deductible already 1500, remaining deductible = 0. So deductible_applied = 0.00. Wait: The member deductible credited YTD is 1500.00 exactly equal to individual deductible 1500.00. So there is no remaining deductible. So deductible_applied = 0.00. But what about family deductible? For this member, the claim might be credited to family deductible accumulator (increasing family credits) but not require additional member deductible because member's individual satisfied. The "deductible_applied" field is "the deductible portion of the FINAL claim". Since no portion of allowed is applied to deductible (because already met), deductible_applied = 0.00. But wait: Could the claim be subject to deductible until family deductible met? Let's carefully parse plan:
"Deductible
Individual (in-network) ................ 1500.00
Family (in-network) .................... 3000.00
Structure .............................. EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first."
This is standard embedded deductible: each family member has an individual deductible (1500) embedded in the family deductible (3000). Once a member incurs 1500 of allowed (or credited?) toward their individual deductible, that member's deductible is considered satisfied and the plan starts paying coinsurance for that member, even if the family hasn't reached 3000 total. The family deductible is satisfied when total family credits reach 3000 (or when? Actually "whichever comes first" means family deductible is satisfied once total family credits reach family amount OR individual satisfies individual? Wait phrase: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Let's parse: There are two events: individual satisfies individual deductible; family deductible is satisfied once total family credits reach family amount. "whichever comes first"? The clause might attach to the family deductible being satisfied: the family deductible is satisfied once total family credits reach the family amount, whichever comes first [between?]. Actually standard embedded: No family member pays more than their individual deductible. The family deductible is satisfied when either (a) the family meets the overall family deductible, or (b) one member meets the individual deductible? Wait no: In embedded deductible, there is an individual deductible amount and a family deductible amount. The individual deductible is embedded within the family. Each family member must meet only their individual deductible before the plan starts paying for that member, but the family as a whole must meet the family deductible before... Hmm let's recall: In a family plan with embedded deductible: Example: Individual deductible $1,500, Family deductible $3,000. If one member incurs $1,500, that member has met their own deductible; the plan will begin paying coinsurance for that member. However, the family deductible is not met until the total family expenses reach $3,000. Actually there are two interpretations:
1. Embedded deductible: Each individual has their own deductible (embedded in family). Once an individual meets their individual deductible, coinsurance starts for that individual, regardless of family total. The family deductible is the maximum any individual would have to pay? Wait no, family deductible is aggregate? Let's check: In ACA, embedded deductible means: The family deductible consists of individual deductibles embedded within the family deductible. No individual can pay more than the individual deductible amount toward the deductible. Once an individual satisfies their individual deductible, the plan pays for that individual's covered services (subject to coinsurance), even if the family deductible has not been met. The family deductible is satisfied when the total amount of deductible expenses paid by all family members reaches the family deductible amount, OR when each? Actually if one person meets the individual, that person is done with deductible, but other members still have their deductibles. The family deductible may be met later by combined expenses. The phrase "whichever comes first" in prompt: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Wait maybe: For any given member, their deductible responsibility ends when either they satisfy the individual deductible OR the family satisfies the family deductible, whichever comes first. Yes! That's the exact sense: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Let's read: The structure is EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first. Hmm the phrase "the family deductible is also satisfied once total family credits reach the family amount, whichever comes first" maybe means: the member's deductible obligation is satisfied when either (1) the individual satisfies the individual deductible on their own, or (2) the family deductible is satisfied (total family credits reach family amount), whichever occurs first. Because if family reaches 3000, then all members are considered to have met deductible. And if individual reaches 1500, that individual has met deductible. This matches the notion of embedded: individual embedded amount caps the deductible for that individual; family amount is aggregate. So for this member, member deductible credited YTD = 1500, which means the member has satisfied individual deductible (the individual credits reached 1500). Therefore the member's deductible obligation is satisfied. The claim now is post-deductible. Good.
Need check out-of-network vs in-network. Claim is in-network. Allowed 1450. Billed 3900, but member responsibility based on allowed; billed above allowed not member responsibility for in-network. So member responsibility 290.
Now, need verify the starting OOPM accumulator: "Member out-of-pocket credited year to date 1500.00". Does this represent total member cost share paid YTD, which equals the deductible satisfied? The deductible credited YTD is 1500, and OOPM credited is 1500, so prior claims: the member had 1500 allowed subject to deductible, paid it all as deductible; that 1500 counted toward OOPM. After this claim, additional cost share is coinsurance 290. So OOPM ending = 1790.00. Yes.
Need compute with rounding half up to cent. 20% of 1450 = 290.00 exactly. Plan paid = 1450 - 290 = 1160.00. deductible_applied = 0.00. copay_amount = 0.00 (not an office visit, urgent care, ER, pharmacy). coinsurance_amount = 290.00. ending_member_deductible = 1500.00. ending_member_oopm = 1790.00.
But wait: Need consider that member OOP credited YTD = 1500.00, family OOP credited YTD = 1500.00. OOPM thresholds: Individual in-network OOPM 6000. Family in-network OOPM 12000. The claim is in-network. Member OOP before = 1500. After adding 290 = 1790. Not exceed individual OOPM. So no adjustment. Plan still pays 80%. If OOPM had been reached, plan would pay 100% and member responsibility would be limited to remaining OOPM amount. Not the case.
Need check if there is any deductible credit applied to family deductible? For ending_member_deductible, we output member deductible accumulator after all claims. Since member's individual deductible was already at max 1500, does it stay 1500? Yes, member deductible accumulator is capped at the individual deductible? Actually accumulator is the running year-to-date total of a member's deductible. The glossary: "Accumulator: the running year-to-date total of a member's deductible or OOPM." Does it cap at the deductible threshold? The member deductible credited YTD is the amount credited toward the deductible. Once the deductible is satisfied, do further claims add to the deductible accumulator? Typically no, because the deductible is met; no further deductible amounts are applied. The accumulator remains at the threshold (1500). It wouldn't exceed 1500 because no more deductible applied. Since deductible_applied = 0, ending member deductible = 1500.00. Good.
Double-check: Starting member deductible credited YTD = 1500.00, which equals individual in-network deductible. There's no remaining deductible. So the entire allowed 1450 is subject to coinsurance. But wait: The deductible is "Individual (in-network) 1500.00". The service is in-network. The allowed amount 1450. If the member had not met deductible, the first 1500 of allowed would be deductible. But they have already met it. So yes 0 deductible now.
But is there any possibility that the member deductible accumulator before Claim1 being 1500.00 includes the deductible satisfied, but the family deductible accumulator is also 1500.00. Since family deductible is 3000, family not met. For an individual claim, because the individual deductible is met, we use coinsurance. The family deductible not met doesn't mean we apply more deductible. However, there is nuance: In an embedded family deductible, an individual's claims apply to both the individual embedded deductible and the family aggregate deductible. Once the individual embedded deductible is satisfied, that member is done with deductible, but the family aggregate continues to accumulate from all members' deductible amounts (and maybe coinsurance? Actually deductible credits only). The member's own "member deductible accumulator" might refer to the individual embedded deductible accumulator (capped at 1500). The family deductible accumulator would increase by 0 (since no deductible applied on this claim). Wait the service allowed 1450, but since member's individual deductible is met, the plan does not apply any of the allowed to deductible. Does the allowed amount still count toward the family deductible? In standard embedded, expenses that count toward the family deductible are the deductible amounts paid. Once an individual has met their individual deductible, further expenses for that individual are coinsurance, not deductible, so they do not count toward the family deductible (only toward OOPM). The family deductible is met by the sum of individual deductible amounts across members. Since this member has already contributed 1500 toward family deductible (their individual satisfied amount), the family accumulator is 1500. This claim adds 0 deductible, so family deductible remains 1500. Not needed.
Now, check "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." This claim has no copay. Coinsurance credits OOPM, yes. Deductible credits OOPM. So OOPM increases by 290.
Now, what about "member_responsibility plus plan_paid must equal the allowed amount of the final claim." Here 290.00 + 1160.00 = 1450.00. Good.
Need output JSON with exactly required keys. Let's list:
"member_responsibility": 290.00
"plan_paid": 1160.00
"deductible_applied": 0.00
"copay_amount": 0.00
"coinsurance_amount": 290.00
"ending_member_deductible": 1500.00
"ending_member_oopm": 1790.00
Wait: Is "member_responsibility" the member's total for the FINAL claim listed. Final claim is Claim 1 (only claim). That is sum of deductible_applied + copay_amount + coinsurance_amount? Yes, 0+0+290 = 290. So member_responsibility = 290.00. Good.
Need ensure number format: two decimal places. In JSON, numbers can be 290.00? JSON numbers: 290.00 is allowed? JSON parser may read 290.00 as 290.0? It's valid numeric with fraction. They ask "Report every dollar amount as a plain number with two decimal places and no currency symbol". In JSON, writing 290.00 is fine. Need not quote as string. They said "Every value is a number with two decimal places. Use 0.00, not null". So we output numbers: 290.00, 1160.00, 0.00, 0.00, 290.00, 1500.00, 1790.00.
Wait, JSON number 0.00 is valid? Yes, 0.00 is a JSON number. Some serializers may output 0.0, but we can write 0.00. The grader parses. Should be okay.
Let's double-check if there is any chance the "Member out-of-pocket credited year to date" of 1500.00 does NOT include the deductible? But it says credited YTD, and deductible credited YTD is 1500.00. The OOPM credited YTD is also 1500.00. If prior to claim, the member had met deductible of 1500, they paid 1500 cost share. That would be credited to OOPM. So OOPM=1500. Yes.
Now, could the coinsurance be 40%? No, in-network coinsurance is 20%. Out-of-network is 40%. The claim is in-network. Good.
Could the service be preventive? "In-network hospital outpatient infusion" - preventive care is services required to be covered without cost share, like preventive screenings, immunizations, etc. Infusion is typically treatment, not preventive. Not stated as preventive. So subject to deductible/coinsurance. Good.
Could there be a copay for hospital outpatient infusion? Plan lists copays for Primary care office visit, Specialist office visit, Urgent care, Emergency room, Generic retail pharmacy. Nothing about hospital outpatient infusion. So no copay. It is subject to deductible and coinsurance. Since deductible met, coinsurance only.
Need consider: The member deductible credited YTD is 1500.00, but the allowed for this claim is 1450. If the deductible were not met, the deductible applied would be the remaining deductible. But it's met. However, what about the family deductible? The family deductible credited YTD is 1500.00, family threshold 3000. The plan says in-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. 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." This sentence is under Deductible section after Out-of-network (individual) 3000.00. json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 7,182 tokens
We need answer JSON only. Need adjudicate Claim 1. We have plan document. Need compute member responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending accumulators after all claims (only claim 1). Need be careful with "member_responsibility plus plan_paid must equal allowed amount of final claim" (1450.00). Since only one claim final. Need compute components for final claim.
Given member accumulators before Claim 1:
- Member deductible credited YTD = 1500.00
- Member OOP credited YTD = 1500.00
- Family deductible credited YTD = 1500.00
- Family OOP credited YTD = 1500.00
Plan: Bluebonnet PPO 1500. Individual in-network deductible = 1500. Member deductible threshold? It says In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is threshold that balance is measured against when service is out-of-network. Wait: The deductible section: Individual (in-network)...1500. Family (in-network)...3000. Structure EMBEDDED. Out-of-network (individual)...3000. 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." Need parse.
This is tricky. We have single member deductible balance. For in-network services, what threshold applies to the member deductible balance? It says Individual (in-network) 1500 is the threshold? Embedded structure with family 3000. But they also say in-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network. "The amount above" refers to Out-of-network (individual) 3000? Because it says "Out-of-network (individual) ................ 3000.00" just above. Actually the sentence after that:
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.
Yes, "The amount above" = 3000.00. So the single member deductible balance is measured against different thresholds depending on network? Wait: "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." It implies: The single member deductible balance has a threshold of 1500 for in-network? Let's parse carefully. Deductible section:
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.
So we have in-network individual 1500, family 3000 (embedded). Out-of-network individual 3000. Then they say credits accumulate to single member deductible balance. The amount above (i.e., out-of-network individual 3000) is the threshold that balance is measured against when service is out-of-network. For in-network, the threshold is presumably the individual in-network 1500 / family 3000 embedded. But because it's a single member deductible balance, if member has satisfied 1500 credits (from in-network or out-of-network?) before, what happens for an in-network service? Before Claim 1, member deductible credited YTD 1500.00, which equals the in-network individual deductible of 1500. The single member deductible balance is 1500. Since the service is in-network, the deductible threshold for that in-network service is the individual in-network 1500? Or is it measured against 1500 for in-network? Since balance already 1500, the in-network deductible is satisfied. However need check OON threshold 3000: if service were OON, the single balance would be measured against 3000, not satisfied (1500 < 3000). For in-network service, threshold is in-network individual 1500, satisfied. So no deductible applied on Claim 1 (allowed 1450).
But wait: Does the single member deductible balance mean that once member has credited 1500 in the single balance, for in-network they are considered to have met individual in-network deductible? Yes because the threshold for in-network is 1500. The fact that OON threshold is 3000 means OON services require 3000 credits in the single balance before OON deductible satisfied. But if a member has 1500 credits, in-network deductible satisfied, but OON not. This is a weird plan design: There's one combined accumulator that can be applied to both networks, but different thresholds depending on network. Since the member has 1500 credited YTD, for in-network deductible satisfied.
Now OOPM: Individual in-network OOP max = 6000. Individual out-of-network = 12000. Family in-network 12000. 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." Which OOPM applies? Need consider accumulators. Member OOP credited YTD = 1500.00. Family OOP credited YTD = 1500.00. For in-network service, individual in-network OOP max = 6000. Member has 1500 credited, so not at OOP max. Even if family OOP? Before claim, family OOP 1500 out of family in-network 12000, not reached. So not OOP max. No 100% plan pay.
Member cost share for in-network after deductible: coinsurance 20% member / 80% plan. There is no copay for hospital outpatient infusion (not PCP/Specialist office visit/urgent care/ER). It's an in-network hospital outpatient infusion. Preventive? No, infusion is not preventive described. So subject to deductible (satisfied) then coinsurance. Allowed 1450. Deductible applied = 0.00. Coinsurance = 20% of 1450 = 290.00. Copay = 0.00. Plan pays 80% = 1160.00. Member responsibility = 290.00. Check member_responsibility + plan_paid = 1450. Yes 290 + 1160 = 1450.
Now update accumulators after claim. The required keys: ending_member_deductible and ending_member_oopm. We need compute after all claims (Claim 1). Also note family accumulators? Required keys only ask ending_member_deductible and ending_member_oopm. It doesn't ask family ending. But we need compute member accumulators.
Member deductible credited before = 1500.00. Deductible applied on claim? 0.00. So member deductible stays 1500.00? Wait does coinsurance or member responsibility credit the deductible? No, only deductible payments credit deductible; coinsurance and copays do not credit deductible. Since deductible already satisfied and no deductible applied, the member deductible accumulator remains 1500.00. But is there any concept that the deductible accumulator can't exceed the threshold? It is credited 1500.00 YTD, which equals threshold. So ending_member_deductible = 1500.00.
Member OOP credited before = 1500.00. OOP includes deductible, coinsurance, copays (copays always OOP). On this claim, member responsibility 290.00 is coinsurance, which counts toward OOP max (unless preventive). So add 290.00 to member OOP: 1500 + 290 = 1790.00. Ending_member_oopm = 1790.00.
But wait! Need consider: The member responsibility of 290.00 is paid by member, but plan_paid 1160. Does the allowed amount 1450 get credited to deductible? No, since deductible already met. But wait, if deductible is satisfied, is the remaining allowed subject to coinsurance. Yes.
Check if any copay? No.
Check if any balance billing? In-network, billed above allowed not member responsibility. Allowed 1450. Billed 3900. Member responsibility 290, plan paid 1160, total 1450. Provider write-off 2450. Fine.
Need ensure rounding: 20% of 1450 = 290.00 exactly. 80% = 1160.00.
Now need potential nuance: The member has family deductible credited 1500 and family OOP 1500. The family in-network deductible is 3000 embedded. The single member deductible balance: Since before claim, member deductible = 1500, family deductible = 1500. For an in-network service, because embedded, an individual satisfies individual deductible on their own; the family deductible also satisfied once total family credits reach family amount, whichever comes first. We only care about member's responsibility. Since the individual (member) has met individual in-network deductible (1500), the claim is not subject to deductible. Even though family deductible is only 1500 of 3000, the embedded individual deductible satisfied means this individual doesn't pay deductible. So deductible applied = 0. Good.
But wait: The member deductible credited YTD is 1500.00. Since single member deductible balance is measured against thresholds. For in-network, the threshold maybe not 1500? Let's re-read: "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."
Potential interpretation: There is only ONE member deductible balance, and the threshold for that balance is 1500 for in-network? Or is it that the single balance is measured against the Out-of-network individual amount (3000) for ALL services? Let's parse grammar: "Out-of-network (individual) ................ 3000.00
In-network and out-of-network deductible credits accumulate to a SINGLE member
deductible balance. The amount above is the threshold that balance is measured
against when the service is out-of-network."
"The amount above" is 3000.00 (out-of-network individual). It says that amount is the threshold that balance is measured against *when the service is out-of-network*. It does NOT say it's the threshold when the service is in-network. So for in-network services, the threshold is the in-network individual (1500) or family (3000 embedded). Since the balance is 1500, for in-network it's met. For OON it would need 3000. Good.
Another nuance: The deductible section says "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance." Does this mean in-network credits and out-of-network credits both add to the same balance, but when adjudicating an in-network claim, we compare that single balance to the in-network individual deductible? Yes. Since the member's balance is 1500, that equals the in-network individual deductible. But wait: If the single balance includes out-of-network credits too, and the in-network threshold is 1500, then any credits (even from OON services) count toward satisfying the in-network deductible. Here the 1500 YTD could be from any network. It doesn't matter; it's 1500.
Now, what about the OOP max? Section: Out-of-pocket maximum Individual (in-network) 6000, Family (in-network) 12000, Individual (out-of-network) 12000. "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." For an in-network service, the relevant OOP max is Individual (in-network) 6000? Or is there a single member OOP balance with different thresholds like deductible? It doesn't explicitly say OOP credits accumulate to a single member OOP balance. It gives individual in-network 6000, family in-network 12000, individual out-of-network 12000. There's no statement that in and out-of-network OOP accumulate together or separate thresholds. It says "Individual (out-of-network) ................ 12000.00". For in-network, the individual in-network OOP max is 6000. The member OOP credited YTD is 1500.00 (likely from all services? It says Member out-of-pocket credited year to date 1500.00). That is less than 6000, so not reached. Even if the OOP accumulator were combined with OON threshold 12000, still not reached. So no impact.
Check: Copays do NOT credit deductible. Copays always credit OOP maximum. There is no copay here. Deductible credit: member responsibility from coinsurance does not credit deductible. So member deductible remains 1500. Need output ending_member_deductible = 1500.00.
Wait: Is the member deductible accumulator before Claim 1 exactly 1500.00, meaning the deductible is already satisfied for the year. But could the plan require that for the individual to have satisfied the deductible, the *family* embedded structure means the individual deductible is satisfied when the individual's credited amount reaches 1500. The accumulator says Member deductible credited year to date = 1500.00. Yes satisfied.
Now check if any part of the claim is subject to deductible because the deductible is measured against the single balance and the threshold for in-network is 1500, but the member's single balance is 1500, so remaining deductible is 0. Deductible applied = 0.00. Coinsurance = 20% of allowed? Wait, is coinsurance calculated on the full allowed amount when deductible is already met? Yes, after deductible is satisfied, member pays 20% of the allowed amount. However, what if only a portion of the allowed amount was applied to deductible before it was met? In this claim, deductible already met before claim, so entire allowed is subject to coinsurance. Coinsurance = 0.20 * 1450 = 290.00.
But hold on: Let's test an alternative: The member deductible accumulator is 1500, but the plan's in-network individual deductible is 1500. The member has met it. However, the single member deductible balance is measured against the threshold for the network. For in-network, is the threshold the *in-network individual* 1500 or the *family* 3000? Embedded means individual satisfies on own; family satisfied when total family credits reach family amount, whichever comes first. Since this is an individual claim (member), the individual threshold (1500) applies. The member's own credited amount is 1500, so individual satisfied. Good.
Now check plan paid: Since deductible met, plan pays 80% of allowed = 1160.00. Member pays 290.00. No copay. Plan_paid = 1160.00.
Now maybe there is an issue: The member OOP credited before is 1500.00. After adding 290, it's 1790.00. But does the plan paid amount or the member responsibility include any amount that goes to deductible? No. But wait, if the deductible had not been met before the claim, then part of the allowed would go to deductible (member responsibility crediting deductible and OOP), then remainder coinsurance. Here none.
Now check accumulators: ending_member_deductible after all claims: Is it capped at the individual in-network deductible? The accumulator is "Member deductible credited year to date". It is 1500.00. It cannot exceed? It can equal threshold, maybe can exceed if OON threshold 3000? But since no additional deductible applied, it stays 1500.00. If there were OON deductible, could go up to 3000. But not here. So ending = 1500.00.
ending_member_oopm: 1790.00.
Now need verify "member_responsibility plus plan_paid must equal the allowed amount of the final claim." 290 + 1160 = 1450. Yes. "deductible_applied" number — the deductible portion of the FINAL claim. That is 0.00. "copay_amount" 0.00. "coinsurance_amount" 290.00. "member_responsibility" 290.00. "plan_paid" 1160.00.
Wait: Are we supposed to include in member_responsibility any copay or coinsurance? Yes member responsibility = deductible_applied + copay_amount + coinsurance_amount = 0 + 0 + 290 = 290. Good.
Now, but we must check if there is any nuance about the member having family deductible credited 1500 and family OOP 1500, and the claim being in-network. The family deductible is 3000 embedded. Since the individual has met their individual deductible, the family deductible is not required to be met for this individual to have no deductible. Actually embedded means: in a family plan, each individual has an embedded individual deductible (1500). Once an individual meets their individual deductible, the plan begins paying for that individual even if the family deductible hasn't been met. Additionally, once the total family credits reach the family deductible (3000), the family deductible is considered met for everyone. Here member's individual deductible is met (1500). So claim not subject to deductible.
Now, need consider if the member's YTD deductible credit of 1500 was perhaps all from out-of-network? The accumulator just says member deductible credited YTD 1500. It doesn't matter, because credits accumulate to a single balance. If it was OON credits, would they count toward the in-network individual deductible? The document says in-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. That implies yes, they all go into one balance. And for in-network services, the balance is measured against the in-network individual/family threshold. So 1500 credits satisfy in-network individual threshold. Good.
Now, is there any chance the plan considers the member's deductible NOT satisfied because the single balance is measured against the OON threshold (3000) for all services, and the line about "when the service is out-of-network" means something else? Let's parse again: "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 they intended the single balance to be measured against 3000 for all services, they would say "The amount above is the threshold that balance is measured against." But they specifically say "when the service is out-of-network." This implies a conditional threshold: for OON services, use 3000; for in-network, use the in-network amounts (1500 individual / 3000 family embedded). That's the only logical reading. They explicitly mention the OON threshold, then say that amount (3000) is the threshold used when service is OON. For in-network, the threshold is whatever was stated before: Individual (in-network) 1500 / Family (in-network) 3000 embedded. So our interpretation is correct.
Let's also check OOP max: For in-network service, the member OOP max is Individual (in-network) 6000. The member's OOP credited is 1500. After 290, 1790. Not near 6000. So no OOP max. But wait, what about the single OOP balance? The document doesn't say OOP credits accumulate to a single balance. It lists Individual (in-network) 6000, Family (in-network) 12000, Individual (out-of-network) 12000. Since there's no statement of a single OOP balance, in-network OOP (6000) applies. Member OOP credited YTD is 1500 (presumably from in-network? It's just member OOP). Not reached.
Now consider: The plan document says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." It doesn't say coinsurance credits OOP, but that's standard: all member cost share (deductible, coinsurance, copays) except non-covered counts toward OOP. Actually the glossary: "Out-of-pocket maximum (OOPM): the ceiling on member cost share for the plan year. Once reached, the plan pays 100% of the allowed amount for covered in-network services. Premiums and non-covered services never count toward it." And "Accumulator: the running year-to-date total of a member's deductible or OOPM." Deductible and coinsurance are membejson{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 5,810 tokens
We need answer as JSON only. Need adjudicate claims in order. We have only Claim 1? Task says one or more claims in date order. Given Claim 1 only. Required fields for Claim 1. Need compute member responsibility, plan paid, deductible applied, copay amount, coinsurance amount, ending member deductible, ending member OOPM. All numbers two decimals. Use 0.00 for non-applicable. Member responsibility + plan paid = allowed amount of final claim (1450.00). Need analyze plan.
We have member accumulators before Claim 1: Member deductible credited YTD 1500.00. Member OOPM credited YTD 1500.00. Family deductible YTD 1500.00. Family OOPM YTD 1500.00.
Plan: Bluebonnet PPO 1500. Deductible: Individual in-network 1500.00. Family in-network 3000.00. Embedded: individual satisfies individual deductible on own; family also satisfied once total family credits reach family amount, whichever first. In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is threshold that balance is measured against when service out-of-network? Wait text: "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." Hmm confusing. 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.
Wait: "The amount above is the threshold that balance is measured against when the service is out-of-network." Maybe means for OON service, the individual OON deductible is 3000.00? It says Deductible: In-network and OON deductible credits accumulate to a single member deductible balance. The amount above [out-of-network individual 3000.00?] is the threshold that balance is measured against when the service is out-of-network. But for in-network service, threshold is individual in-network 1500.00? The single balance accumulating both INN and OON credits: For in-network service, the member deductible balance threshold is 1500 (individual in-network). For OON service, threshold becomes 3000 (individual OON). Family deductible? It says family (in-network) 3000.00. Embedded: individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever first. The family amount maybe for in-network is 3000.00; but we have family deductible credited YTD 1500.00. Since we only have this member? It says family deductible credited year to date 1500.00. Family OOPM 1500.00. But required ending member deductible and ending member OOPM, not family? We need track member accumulators.
Before Claim 1: Member deductible credited YTD = 1500.00. That means member has already met their individual in-network deductible (1500). Also member OOPM credited = 1500.00. Wait OOPM credited 1500.00 already, equal to deductible? Since deductible payments count toward OOPM (member cost share counts to OOPM? Yes OOPM ceiling on member cost share; deductible, coinsurance, copays? Deductible counts? In many plans, deductible counts toward OOPM. The glossary: Out-of-pocket maximum: ceiling on member cost share for plan year. Deductible is member cost share paid at allowed rate before coinsurance. Yes deductible counts toward OOPM. Copays always credit OOPM. Here member OOPM credited YTD 1500.00 and deductible credited 1500.00. That suggests prior spending of 1500 all went to deductible, satisfying it, and counts toward OOPM (maybe all toward OOPM). So as of before Claim 1, member deductible balance is 1500 (satisfied), member OOPM is 1500.
Now Claim 1: In-network hospital outpatient infusion. Network: In-network. Billed 3900, allowed 1450. Need determine cost share.
Plan: In-network hospital outpatient infusion: not specifically listed in copay schedule. Preventive? No. It's a service subject to deductible and coinsurance? Let's read: "Coinsurance after deductible, in-network ......... 20% member / 80% plan". "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." Office visits have copays. ER copay etc. Hospital outpatient infusion likely covered under major medical: after deductible, coinsurance 20% member. Since member deductible already satisfied (1500 credited = threshold), for this in-network service, no deductible applies (deductible_applied = 0.00). Then coinsurance member responsibility = 20% of allowed amount 1450 = 290.00. Plan pays 80% = 1160.00. There is no copay for infusion (not an office visit, urgent care, ER, pharmacy). So copay_amount = 0.00. Member responsibility = 290.00. Plan paid = 1160.00. Sum = 1450.00.
Need check if any OOPM limitation: Member OOPM credited YTD 1500.00 before claim. Individual in-network OOPM is 6000.00. Member has not reached OOPM. After claim, member responsibility 290.00 counts toward OOPM. Ending member OOPM = 1500 + 290 = 1790.00. Ending member deductible: Since no deductible applied (already satisfied), deductible accumulator stays at 1500.00? Wait member deductible credited year to date is 1500.00. It remains 1500.00 after claim because deductible already met; no additional deductible credit. Ending member deductible = 1500.00. But let's verify: The single member deductible balance: In-network threshold 1500. Member credited 1500, so for in-network services deductible is satisfied. The claim is in-network, allowed 1450. Does any portion go to deductible? No, because deductible already met. So ending member deductible remains 1500.00.
But hold on: Family accumulator: family deductible credited YTD = 1500.00. Family in-network deductible = 3000.00. Embedded: individual satisfies individual deductible on own (yes), family also satisfied once total family credits reach family amount (3000), whichever first. Since individual satisfied, family? Wait the family deductible is 3000. The embedded structure: In a family plan, each individual has an embedded individual deductible (1500) within family deductible (3000). The family deductible is satisfied once total family credits reach 3000, or each individual meets their own individual deductible? Let's recall typical embedded deductible: Individual deductible amount (e.g., 1500) is embedded in family deductible (3000). No individual can pay more than the individual deductible toward the family deductible? Actually with embedded deductible, each family member has an individual deductible (1500) and the family has a family deductible (3000). The family deductible is met when the total family payments toward deductible reach 3000, OR each individual meets their individual deductible? Wait typical: With an embedded deductible, the individual deductible is the max any one member will pay toward the deductible, and once a member meets their individual deductible, the plan begins paying coinsurance for that member even if the family deductible hasn't been met. The family deductible is met when the combined deductible payments of all members reach the family amount, or when every member has met their individual? Let's review standard: A family deductible can be aggregate (all members' expenses accumulate toward family deductible, nobody gets benefits until family deductible met) or embedded (each member has an individual deductible embedded; once an individual meets their own individual deductible, coinsurance starts for that individual even if family deductible not fully met; the family deductible is satisfied when the total of all family members' deductible payments reaches the family deductible amount, or once each member has met their individual? The phrase in plan: "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 matches: individual satisfies individual deductible on own (so that member's deductible done); family deductible is also satisfied once total family credits reach family amount (3000), whichever comes first (i.e., either individual reaches 1500 or family total reaches 3000? Wait family amount 3000; family credits YTD = 1500. Since individual satisfied individual, but family deductible not yet satisfied because only 1500 total credits < 3000. However for this member, because individual satisfied, no more deductible for this member. The family deductible being not met doesn't affect this member's coinsurance? In embedded, once individual meets individual deductible, plan pays for that individual. So okay.
But there is a nuance: Family deductible credited YTD 1500. This claim is in-network allowed 1450. Since member's individual deductible already met, no deductible. But does the allowed amount or member coinsurance credit to family deductible? No, because deductible not applied. Only deductible amounts count toward deductible accumulators; coinsurance doesn't count toward deductible (only OOPM). So family deductible remains 1500. Not required output.
Now check OOPM: Member individual in-network OOPM = 6000. Member OOPM credited YTD 1500. After member responsibility 290, OOPM credited = 1790. Does coinsurance count toward OOPM? Yes, member cost share (deductible, coinsurance, copays) counts toward OOPM. The plan says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." Also copays always credit OOPM; by implication deductible and coinsurance also credit OOPM because OOPM is ceiling on member cost share. The glossary: OOPM: ceiling on member cost share for the plan year. Deductible, coinsurance, copays are member cost share. Premiums and non-covered services never count. Yes.
But we need verify: Is there any separate out-of-network OOPM? Claim is in-network, so individual in-network OOPM 6000 applies. Member has 1790 < 6000, so no OOPM reached. Plan pays 80%? Wait if OOPM not reached, plan pays 80% of allowed after deductible? Since deductible satisfied, plan pays 80% of allowed = 1160. Member pays 20% = 290. Yes.
Need be careful about "hospital outpatient infusion" maybe subject to copay? The copay schedule lists Primary care office visit, Specialist office visit, Urgent care, Emergency room, Generic retail pharmacy. Infusion is not an office visit; it's hospital outpatient. Typically outpatient infusion might be covered under outpatient hospital services with coinsurance, not a copay. No copay specified, so copay_amount = 0.00. The plan doesn't list a copay for hospital outpatient infusion, so coinsurance applies. Good.
Check if it could be preventive? No, infusion is not preventive required without cost share.
Basis of payment: Member cost share calculated from allowed amount. Billed 3900 > allowed 1450; in-network, amount above allowed not member responsibility. Allowed = 1450. So plan paid + member responsibility = 1450. Good.
Now let's think if the member deductible accumulator is "single member deductible balance" mixing INN and OON. Before claim, member deductible credited YTD = 1500. The threshold for in-network service is 1500, so satisfied. If service were OON, threshold is 3000, balance 1500 < 3000 so OON deductible would apply. But it's in-network, so threshold 1500. No deductible applied. Ending member deductible = 1500.00. Wait "ending_member_deductible" number — member deductible accumulator after all claims. Since only one claim, after Claim 1. Does the accumulator increase by any amount? Deductible applied = 0.00. So ending deductible remains at 1500.00. Right.
But let's re-read: "Member deductible credited year to date ... 1500.00" and "Family deductible credited year to date ... 1500.00". The member ded credited is 1500. That's exactly the individual in-network deductible. So satisfied. Fine.
Now compute member OOPM: Starting member OOPM credited = 1500.00. After claim, member responsibility = 290.00 added. So ending = 1790.00. Check if any prior copays? Not relevant. Deductible already met fully and counts 1500 to OOPM. Now coinsurance 290 counts. Total 1790. Good.
Wait, there is a nuance: For the member deductible, the accumulator is 1500. For OOPM, prior credited 1500. Did the 1500 prior deductible actually credit OOPM? Yes OOPM credited = 1500, same as deductible, implying all prior cost share was deductible and counted to OOPM, no coinsurance yet. So after claim, OOPM 1790.
Now verify required fields:
member_responsibility: 290.00
plan_paid: 1160.00
deductible_applied: 0.00
copay_amount: 0.00
coinsurance_amount: 290.00
ending_member_deductible: 1500.00
ending_member_oopm: 1790.00
Check sum: 290 + 1160 = 1450 allowed. Yes.
Let's double-check if any deductible applied due to family? The family deductible credited YTD 1500, family amount 3000, service in-network. Since member individual deductible satisfied, no deductible for member. But does the plan require that before coinsurance for any individual, the family deductible must be met? No, embedded means individual can satisfy on own. So no.
Another nuance: The plan says "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." Actually, maybe they mean: There's one balance. The threshold for in-network is 1500 (individual in-network). The threshold for out-of-network is 3000 (individual OON). But the balance is single, containing both INN and OON credits. So for an in-network service, you measure the single balance (1500) against the in-network threshold 1500. It's satisfied. If an OON service later, you'd measure same balance (still 1500) against OON threshold 3000, so not satisfied, and OON deductible would apply to that OON service even though INN deductible was satisfied. But not relevant here.
Now, the term "Member deductible credited year to date ... 1500.00" means the balance is 1500. For in-network, threshold is 1500. So remaining deductible before satisfaction is 0. So deductible applied 0.
Now ending_member_deductible after all claims: Since no deductible applied, remains 1500.00. Even though the claim's allowed amount is 1450, it didn't go to deductible because already satisfied. So ending = 1500.00.
Wait, one more nuance: When a service is subject to coinsurance after deductible, sometimes the plan applies coinsurance to the allowed amount, and the member's coinsurance payment does NOT credit the deductible (already met) but credits OOPM. Yes.
Check if OOPM individual in-network is 6000. Ending 1790, far below.
Now, is there any possibility that the prior OOPM credited of 1500 includes the deductible, but because deductible is satisfied, the plan might have paid something earlier? Not relevant.
Now output exactly one fenced JSON code block. No preamble. Must include required keys exactly. Let's list:
"member_responsibility"
"plan_paid"
"deductible_applied"
"copay_amount"
"coinsurance_amount"
"ending_member_deductible"
"ending_member_oopm"
All numbers with two decimals, as JSON numbers? 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". In JSON, number 290.00 is valid but JSON parsers may read as 290.0? Actually JSON number cannot preserve trailing zeros; 290.00 is not valid JSON? Wait, JSON number syntax: a number can have a fraction part .00? Let's recall: JSON grammar: number = int frac? exp?; frac = "." 1*DIGIT. So .00 is allowed. 290.00 is a valid JSON number (digits before decimal, then .00). JSON doesn't distinguish 290.00 from 290, but as text it's valid. The instruction says report every dollar amount as plain number with two decimal places. In JSON, we should output 290.00 (with two decimal places) as a number literal, not a string. The example shows 1234.50. So output `290.00` unquoted. Similarly `1160.00`, `0.00`, `1500.00`, `1790.00`. Need ensure no quotes around numbers.
Let's ensure no extra keys. Output:
```json
{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
```
Wait, is plan_paid computed as allowed minus member responsibility = 1450 - 290 = 1160. Alternatively plan pays 80% of allowed = 1160. Yes.
Double-check if the member responsibility should include any copay? No.
But hold on: The plan document says "Coinsurance after deductible, in-network ......... 20% member / 80% plan". It does NOT say "after deductible" means the plan pays 80% of allowed after subtracting deductible? Actually typical: After deductible is satisfied, the plan pays 80% of allowed amount for covered services, member pays 20%. Since deductible is already satisfied, the entire allowed amount is subject to coinsurance. So member pays 20% of 1450 = 290, plan pays 80% = 1160. Yes.
If deductible were not satisfied, member would pay remaining deductible first, then coinsurance on remainder. Here remaining ded = 0.
Check if there is any "outpatient infusion" maybe considered preventive? No.
Now verify OOPM: Does the plan's OOPM include deductible? Yes. The glossary: OOPM ceiling on member cost share. Deductible is member cost share paid at allowed rate. So yes. Copays always credit OOPM, but that line is to emphasize copays too; deductible and coinsurance also credit. All good.
Let's think about family OOPM credited 1500, family OOPM threshold in-network 12000. Not needed.
Potential pitfall: The claim is "hospital outpatient infusion". In some plans, outpatient hospital services have a copay (e.g., facility fee) but not listed. The plan only lists office visits, urgent care, ER, generic pharmacy. So no copay. It's subject to deductible/coinsurance. Good.
Another pitfall: The member OOPM credited YTD is 1500. The member responsibility for claim is 290. So ending member OOPM = 1790. But wait: If the member has met their individual in-network deductible (1500), the prior 1500 credited to OOPM counts. Now the claim's coinsurance 290 counts. Total 1790. Yes.
But what about the plan paying 100% after OOPM? Not reached.
Now, what about "ending_member_deductible"? Could it increase because the plan tracks a single deductible balance that accumulates all deductible credits, and if a service is in-network and deductible is satisfied, does the allowed amount still credit the deductible? No, only the portion applied to deductible credits the deductible. Since $0 applied, no increase. Ending remains 1500. However, some accumulators track "deductible credited" as amount of deductible that has been met; once met it stays at threshold. So 1500.
Let's examine initial accumulators: Member deductible credited YTD = 1500.00. Member OOPM credited YTD = 1500.00. Family ded = 1500. Family OOPM = 1500. That implies only one member in family? Or this member's expenses are the only ones so far. The family ded credited = 1500 equals member ded credited. So total family credits = 1500. Family threshold 3000, not met. But embedded means member's individual satisfied, so member gets coinsurance. Good.
Now, the harness says: "Adjudicate the claims in order. Each claim updates the accumulators that the next claim is measured against." We have only one claim, so final claim is Claijson{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Flash · Alibaba19.8s · 643 out | 11.1s · 1,083 out | 5.5s · 573 out
Reasoning · 523 tokens
We need answer JSON only. Need adjudicate Claim 1. Need think carefully plan doc. Accumulators before claim: member deductible credited YTD 1500. Family deductible credited YTD 1500. Individual in-network deductible 1500 already met. Family deductible 3000? Structure embedded. It says individual satisfies individual deductible on their own; family deductible also satisfied once total family credits reach family amount, whichever comes first. Coinsurance after deductible in-network 20% member/80% plan. Claim: In-network hospital outpatient infusion. Not listed copay service. Not preventive presumably. Allowed 1450. Billed irrelevant. Since individual deductible already satisfied (member credited 1500 equal threshold), no deductible applied on final claim? But need consider family deductible? The service is member-specific. Deductible: individual deductible 1500 satisfied. So plan coinsurance. But member OOPM accumulator is 1500, individual in-network OOPM 6000. If coinsurance after deductible: member pays 20% of allowed = 290.00. Plan pays 1160.00. Deductible_applied 0, copay 0, coinsurance 290. Ending member deductible? It asks member deductible accumulator after all claims. Since no deductible applied stays 1500? Could it mean deductible remaining? They say accumulator credited, ending_member_deductible likely credited accumulator, because starting member deductible credited 1500. Need output numbers two decimals. member_responsibility total final claim 290, plan_paid 1160, deductible_applied 0.00, copay_amount 0.00, coinsurance_amount 290.00, ending_member_deductible 1500.00, ending_member_oopm 1790.00. Need consider if claim could be subject to deductible because family deductible not met? Embedded individual satisfied on their own means no. The plan doc says in-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. Threshold measured by network. For in-network, 1500 met. Need not reduce OOPM by coinsurance to cap? 1500+290=1790 <6000. If final claim only. Use JSON code block only. Need maybe include fields exactly. No commentary.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 963 tokens
We need answer JSON only. Need adjudicate claim. Need analyze carefully.
Plan Bluebonnet PPO 1500. Member accumulators before Claim 1:
Member deductible credited YTD 1500.00. Individual in-network deductible 1500. So member deductible satisfied? Embedded individual deductible: individual satisfies own. Member deductible credited = 1500. So no deductible remaining for member in-network. But family deductible credited = 1500, family threshold 3000, family not satisfied. But embedded: once individual satisfied plan pays after deductible for that member, subject to coinsurance. So final claim is Claim 1, need member responsibility, plan paid, deductible applied, copay, coinsurance, ending member deductible, ending member oopm.
Service: In-network hospital outpatient infusion. Not listed under copay categories or preventive. So covered medical service subject to deductible and coinsurance after deductible. Allowed 1450. Billed 3900 ignored.
Member deductible threshold individual in-network 1500. Credited 1500. Remaining deductible = max(0, 1500-1500)=0. deductible_applied=0.
Coinsurance after deductible in-network 20% member: 1450*0.20 = 290.00. Plan paid = 1450-290=1160.00. No copay.
Accumulator: Does coinsurance credit member deductible? Usually cost share credits deductible? Need plan says: Deductible: amount member pays at allowed rate before coinsurance begins. Accumulator running YTD total of member's deductible or OOPM. The claim member pays only coinsurance because deductible satisfied. If deductible already satisfied, no additional deductible credit? If member paid coinsurance, does it credit deductible? Usually no once met? Actually if deductible not met, member pays deductible until met, then coinsurance; payments after deductible do not add to deductible because already satisfied. Ending member deductible should remain 1500.00. But need maybe total member responsibility for final claim = 290.00. Ending member oopm = prior 1500 + 290 = 1790.00. Ensure OOPM threshold 6000, not reached.
But check if deductible accumulator could be increased by deductible applied 0, still 1500. Yes.
Need output exactly one fenced JSON block no extra. Keys required. Values numbers with two decimals? JSON numbers can have decimal places but if two required likely "290.00" not possible as number? They say every value is a number with two decimal places. JSON number can be 290.0 but not with trailing? They want numbers with two decimal places maybe as strings? But "number" says number, and report money as plain number with two decimal places. In JSON, numeric literals can be 290.00? JSON permits 290.00? Yes, number grammar allows fraction digits, trailing zeros allowed: 290.00 is valid JSON. Need ensure all fields two decimal places. We'll output:
{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Double-check: Is there any nuance about family deductible? Claim 1 only one claim, but family deductible accumulator may impact? If individual deductible satisfied, embedded says plan pays after deductible. Family deductible not relevant for this member once individual met. If family aggregate? Structure embedded. Good.
Need perhaps hospital outpatient infusion might have facility/professional? Not specified. Just one allowed amount. No special cost share.
Potential issue: If member deductible credited YTD=1500, then claim before: member already paid 1500? They have OOP credited 1500. For claim allowed 1450. If no deductible left, coinsurance 20% = 290. Yes.
Need no explanation. Final only JSON block.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 453 tokens
We need answer JSON only. Need adjudicate Claim 1. Need think carefully.
We have plan Bluebonnet PPO 1500. Member accumulators before Claim 1: member deductible credited YTD 1500.00; member OOP 1500.00; family deductible 1500; family OOP 1500. Individual deductible threshold 1500. So member already satisfied deductible? Yes credited 1500 against 1500. Need adjudicate Claim 1 In-network hospital outpatient infusion, allowed 1450. Is it preventive? no. Is office visit copay? no, hospital outpatient infusion not listed copay. So subject to deductible then coinsurance. Deductible already met, so deductible applied = 0. Coinsurance in-network 20% member = 290.00. Plan pays 80% = 1160.00. OOP credit increases by 290 to 1790. Deductible ending remains 1500? It asks ending_member_deductible member deductible accumulator after all claims. If deductible already met, maybe accumulator remains at 1500 not increase? Usually deductible accumulator credits up to deductible max; if met, no additional deductible credit. It says member deductible credited year to date 1500.00. ending_member_deductible should probably be 1500.00 (max) not 1450? We need report for final claim only (only claim). member_responsibility = 290, plan_paid=1160. deductible_applied=0, copay_amount=0, coinsurance_amount=290. ending_member_deductible = 1500.00? ending_member_oop = 1790.00. Check if OOP max? individual OOP max 6000, not reached.
Need output exactly fenced JSON code block and nothing else. Ensure numbers with two decimals as JSON numbers. 290.00 etc.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K2.6 · Moonshot34.4s · 1,920 out | 31.7s · 1,547 out | 23.1s · 1,635 out
Reasoning · 2,013 tokens
We need adjudicate Claim 1. Need output required JSON keys for final claim listed (Claim 1).
First, understand plan.
Plan: Bluebonnet PPO 1500.
Deductible: Individual in-network $1500. Family in-network $3000. Embedded. 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 one deductible accumulator per member that tracks both in-network and out-of-network. The threshold used depends on network status? 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." The "amount above" likely refers to the out-of-network individual deductible ($3000). So when service is out-of-network, the threshold is $3000. For in-network, threshold is $1500. But the balance is the same single running total? Actually the statement is ambiguous. It says credits accumulate to a single member deductible balance. The amount above ($3000 OON individual) is the threshold that balance is measured against when the service is out-of-network. That means for in-network, we measure the same balance against $1500. So if a member has some OON credits and some IN credits in the same balance, whichever service occurs, the balance is compared to the relevant threshold. In our case, member has already credited YTD $1500. The question is: is that satisfied? Since upcoming claim is in-network, threshold is $1500. So member has met the in-network individual deductible. Plan says embedded; family deductible is $3000. Family credited YTD $1500. So family not yet met, but individual met. Since embedded, individual can satisfy on own. So the member is past the in-network individual deductible.
Out-of-pocket max: individual in-network $6000. Family in-network $12000. Also OON individual $12000. Once a member reaches OOPM, plan pays 100% of allowed amount. Accums: member OOP credited YTD $1500. Since claim is in-network, threshold individual $6000. Not met.
Service: In-network hospital outpatient infusion. Network in-network. Not a listed copay service (primary care, specialist, urgent care, ER, generic pharmacy). So it falls to deductible and coinsurance: after deductible, 20% member / 80% plan, since in-network.
Preventive? No, hospital outpatient infusion is not preventive.
So allowed amount = 1450.00.
Need to apply deductible first. Deductible accumulator before claim: 1500.00. Since in-network threshold is 1500.00, the deductible is already satisfied. So deductible applied to this claim = 0.00.
Coinsurance = 20% of allowed amount = 0.20 * 1450 = 290.00.
Copay = 0.00.
Member responsibility = 290.00. Plan paid = 1450 - 290 = 1160.00.
Check OOPM: member OOP before = 1500.00. After claim, OOP = 1500 + 290 = 1790.00 (plus maybe deductible? But no deductible applied). Under OOPM limit 6000, so no capping needed.
Ending member deductible: still 1500.00 (no additional deductible credit from this claim). Wait: plan says copays do not credit deductible, but coinsurance does not credit deductible either—only deductible payments (amounts applied to deductible) increase the deductible accumulator. Since deductible already satisfied and none applied, accumulator unchanged. So ending_member_deductible = 1500.00.
Ending member oopm = 1500.00 + 290.00 = 1790.00.
Verify: member_responsibility + plan_paid = 290 + 1160 = 1450 = allowed amount. Good.
Double-check if there is any family OOP or family deductible to consider? The plan says embedded: individual satisfies on own; family deductible also satisfied once total family credits reach family amount, whichever comes first. But for this claim, we only need member accumulators (ending_member_deductible, ending_member_oopm). So we track member only. No mention of family accumulators in required output. But might there be any cross-impact? Since member's individual deductible is satisfied, no impact. But does the member's $1500 credited YTD count toward family deductible? Yes, family deductible credited YTD is also 1500, which is half of 3000. But not relevant for this claim's adjudication because individual is already met.
Wait, what about OON/IN single balance? The member's deductible balance is 1500. If the next claim were OON, threshold would be 3000. But for this IN claim, threshold 1500, so met. Good.
One nuance: The plan says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." There is no mention of coinsurance crediting deductible, obviously not. The $1500 prior accumulator might have been from prior deductible payments, or maybe from copays? But copays do not credit deductible. So the prior $1500 credited to deductible must have been from previous claims where deductible was applied. That's fine.
Now about emergency room note: irrelevant.
Make sure the output is exactly one JSON fenced block.
Keys required:
"member_responsibility"
"plan_paid"
"deductible_applied"
"copay_amount"
"coinsurance_amount"
"ending_member_deductible"
"ending_member_oopm"
Use numbers with two decimal places.
Thus:
member_responsibility: 290.00
plan_paid: 1160.00
deductible_applied: 0.00
copay_amount: 0.00
coinsurance_amount: 290.00
ending_member_deductible: 1500.00
ending_member_oopm: 1790.00
Let's verify if any other rule could apply: In-network hospital outpatient infusion. Could there be a copay for hospital outpatient? Not listed. Usually could be subject to deductible and coinsurance. The plan document lists specific copays: primary care office visit, specialist office visit, urgent care, emergency room, generic retail pharmacy. Hospital outpatient infusion is none of those. So deductible/coinsurance applies.
Is there any possibility that the member's deductible accumulator is 1500.00 and because it's exactly at the individual in-network threshold, it's considered satisfied? Yes.
Could there be an issue with "embedded" meaning that the individual deductible is satisfied only when the family accumulators also track? There are two accumulators: family deductible credited YTD 1500. Member individual has 1500. Since embedded, the individual is satisfied. So no deductible.
Check ending_member_oopm: current YTD OOP 1500 + member responsibility 290 = 1790.
Deductible accumulator after claim: unchanged at 1500.
Plan paid: allowed amount 1450 - member responsibility 290 = 1160.
Everything looks consistent.
Potential nuance: The plan document 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." Wait: The phrase "the amount above is the threshold that balance is measured against when the service is out-of-network" maybe implies there is a separate threshold for OON, but the amount above is $3000 (OON individual deductible). However, the IN individual deductible is $1500. Since we have a single balance, how to know if the $1500 balance has satisfied the in-network threshold? It should be measured against the in-network threshold (1500) for in-network services. That seems standard. So yes.
Double-check math: 20% of 1450 = 290 exactly. Plan paid = 1160. All good.
Now I should output exactly the JSON block.
Wait, the prompt says "Report the required fields for Claim 1." and the required JSON keys are given. So output accordingly.
One more nuance: If deductible applied is 0, should ending_member_deductible remain 1500? Yes.
Check if OOPM includes deductible. Yes, OOPM accumulates deductible and coinsurance and copays (basically all member cost share). The prior member OOP credited YTD is 1500. If that prior amount included the deductible of 1500, then now adding 290 coinsurance yields 1790. Good.
I think that's it.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,448 tokens
We need to adjudicate one claim: Claim 1. Given member accumulators before Claim 1:
- Member deductible YTD = 1500.00
- Member OOPM YTD = 1500.00
- Family deductible YTD = 1500.00
- Family OOPM YTD = 1500.00
Plan details:
- Individual in-network deductible: 1500.00
- Family in-network deductible: 3000.00
- Embedded structure: individual satisfies on own; family deductible satisfied once total family credits reach family amount, whichever comes first.
- In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network. Wait, read carefully: "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 seems to mean that the member deductible balance includes both in- and out-of-network, but the threshold (i.e., the deductible limit) depends on network status? Actually, the plan document 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.
Interpretation: For a given member, there is one deductible accumulator bucket. Credits from both in-network and out-of-network accumulate into the same bucket. The threshold that determines whether the deductible is met depends on the network status of the current service: for in-network services, the threshold is the in-network deductible amount (individual 1500, family 3000). For out-of-network services, the threshold is the out-of-network deductible amount (individual 3000). However, the family deductible is only defined as in-network? Let's check: It only lists "Family (in-network) 3000.00". No out-of-network family deductible listed. So for out-of-network, maybe only individual deductible applies? Or perhaps family is the same? The plan document does not specify out-of-network family deductible. So we treat it as only individual threshold for OON? But this claim is in-network, so threshold is in-network individual: 1500.00.
Given the claim is in-network hospital outpatient infusion. This is not a preventive care, not a primary care office visit, not specialist office visit, not urgent care, not emergency room, not generic retail pharmacy. So it's subject to deductible and coinsurance after deductible.
Member deductible credited YTD is 1500.00. Since threshold is 1500.00 individual (embedded), the member has already met their individual in-network deductible. So deductible applied for this claim is 0.00.
Coinsurance after deductible for in-network is 20% member / 80% plan. Allowed amount is 1450.00. So coinsurance amount = 1450.00 * 0.20 = 290.00.
Member responsibility = coinsurance amount = 290.00. (No copay applies.)
Plan paid = allowed amount - member responsibility = 1450.00 - 290.00 = 1160.00.
Now check OOPM: individual in-network OOPM is 6000.00. Member has already 1500.00 YTD OOP. This claim adds 290.00 to OOP. New member OOP = 1500.00 + 290.00 = 1790.00. This is below 6000.00, so no cap hit.
Ending member deductible = 1500.00 (no change).
Ending member oopm = 1790.00.
We need to report for the final claim listed (Claim 1). So values:
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00
Check: member_responsibility + plan_paid = 290.00 + 1160.00 = 1450.00 = allowed amount. Good.
Now, ensure no other nuances: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." Not relevant.
"In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance." Since the member is already at 1500, and the threshold for in-network is 1500, deductible is satisfied. So no issue.
The claim is "hospital outpatient infusion". This is not listed under copay services. So deductible/coinsurance applies.
Thus the JSON:
```json
{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
```
Wait, rounding: 1450 * 0.2 = 290 exactly. So fine.
Double-check plan paid: 1450 * 0.8 = 1160 exactly.
One nuance: The family deductible is 3000. The family deductible YTD is 1500. Since the member has met their individual deductible, the embedded structure says the individual amount can be satisfied on its own. So the plan pays for this member. The family deductible doesn't block because individual is met. So correct.
Another nuance: The OOPM family is 12000. Not relevant because we only track member OOPM accumulator. The prompt asks for ending_member_oopm. So we just update the member's OOPM.
Thus answer is straightforward.
Make sure to output exactly one fenced JSON block with no extra text.
```json
{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
```json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}We need adjudicate Claim 1 based on plan document and accumulators before Claim 1.
Initial accumulators:
Member deductible credited YTD = 1500.00
Member OOP credited YTD = 1500.00
Family deductible credited YTD = 1500.00
Family OOP credited YTD = 1500.00
Plan doc:
- Individual in-network deductible = 1500.00
- Family in-network deductible = 3000.00
- Structure: EMBEDDED individual satisfies individual deductible on their own; family deductible is also satisfied once total family credits reach the family amount, whichever comes first.
- Out-of-pocket maximum: individual in-network 6000.00, family in-network 12000.00.
- Coinsurance after deductible, in-network: 20% member / 80% plan.
- Emergency room copay waived if inpatient. Not relevant.
- Preventive care covered without cost share. Not relevant.
- Copays do NOT credit the deductible. Copays always credit the OOPM.
- Basis: cost share calculated from ALLOWED amount.
Claim 1: In-network hospital outpatient infusion, allowed amount 1450.00.
We need to see where member stands before claim.
Member deductible credited = 1500.00, which equals the individual in-network deductible of 1500.00. So the individual deductible is satisfied. Since it's embedded, the family deductible is 3000.00, family deductible credited is only 1500.00 so family deductible not fully satisfied, but because individual deductible is satisfied, the member is past deductible for themselves (embedded structure). Need to verify if the family deductible can block coinsurance when individual is met but family not yet? The plan says: "EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." That implies if individual met, they move to coinsurance regardless of family. So for this member, deductible is satisfied.
Member OOP credited = 1500.00, individual OOP max = 6000.00, so member has not reached OOP max.
Service is in-network hospital outpatient infusion. Typically not a copay service unless maybe office visit? It's an infusion, probably subject to deductible and coinsurance. No copays listed for infusion. So cost share after deductible is 20% member coinsurance.
Since allowed amount = 1450.00, and deductible already met, the member pays coinsurance = 20% * 1450 = 290.00. Plan pays 80% = 1160.00.
Check OOP: coinsurance counts toward OOP max. So ending member OOP = 1500.00 + 290.00 = 1790.00. Ending member deductible remains 1500.00 (no new deductible credit since already met; coinsurance does not credit deductible). Family accumulators: family deductible stays 1500.00 (no new deductible credit). Family OOP = 1500.00 + 290.00 = 1790.00.
But wait, does the allowed amount affect anything else? Need to compute components for FINAL claim listed (which is Claim 1). There is only claim 1. So "member_responsibility" = total member cost for Claim 1 = 290.00. "plan_paid" = 1160.00. "deductible_applied" = 0.00 because deductible already satisfied. "copay_amount" = 0.00 because no copay. "coinsurance_amount" = 290.00. "ending_member_deductible" = 1500.00. "ending_member_oopm" = 1790.00.
Let's double-check: Sometimes if the service is hospital outpatient infusion, is there a copay? The plan lists primary care office visit, specialist office visit, urgent care, emergency room, generic retail pharmacy copays. No mention of outpatient infusion copay. So deductible and coinsurance apply.
Since member deductible credited before claim = 1500.00, which equals individual in-network deductible. Also they said family deductible credited YTD = 1500.00. So only this member's contributions so far? That means the individual deductible is fully met. Therefore no deductible applied to this claim.
Coinsurance: 1450 * 0.20 = 290.00 exactly. Plan paid = 1450 - 290 = 1160.00.
OOP after claim: 1500 + 290 = 1790.00.
Therefore answer:
member_responsibility: 290.00
plan_paid: 1160.00
deductible_applied: 0.00
copay_amount: 0.00
coinsurance_amount: 290.00
ending_member_deductible: 1500.00
ending_member_oopm: 1790.00
Check rounding: 1450 * 0.20 = 290.00 exactly. Okay.
Check if any nuance: "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." That means the member has one deductible balance, but it's measured against the applicable threshold depending on network status. For in-network, the threshold is 1500.00. Since the balance is 1500.00, it's met. For future out-of-network, threshold would be 3000.00. Not relevant here.
So the member deductible accumulator after claim stays 1500.00 (since no additional deductible applied). But does coinsurance also add to deductible? No, coinsurance is separate. So ending_member_deductible = 1500.00.
One more nuance: The claim is "In-network hospital outpatient infusion". Is this considered "office visit"? No. So no copay.
All good.
Now formatting: exactly one JSON block, no extra.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
But need to be careful about JSON number formatting. JSON does not mandate trailing zeros, but answer format says "Report every dollar amount as a plain number with two decimal places". That is for output values in fields. JSON numbers can be 290.00 or 290? Usually JSON parser treats 290.00 as number 290. In previous tasks, they expect numbers with two decimals as numeric values with decimal point? The instruction says: "Every value is a number with two decimal places. Use 0.00, not null, for a component that does not apply." So I should include decimal points. JSON spec supports 290.00 as a number. So that should be fine.
Double-check: member_responsibility plus plan_paid must equal allowed amount of final claim. 290.00 + 1160.00 = 1450.00. Yes.
End.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Pro · DeepSeek15.7s · 705 out | 9.9s · 683 out | 9.4s · 643 out
Reasoning · 608 tokens
We have a member with accumulators before Claim 1:
- Member deductible: 1500.00 (fully met)
- Member OOPM: 1500.00
- Family deductible: 1500.00 (but note structure is EMBEDDED, and individual deductible is 1500.00, so member has already met their individual deductible)
- Family OOPM: 1500.00
Plan details: In-network coinsurance after deductible: 20% member / 80% plan.
Since member deductible is fully met, this claim goes to coinsurance. Copays do not apply to this service, it's not an office visit, etc. The service is in-network hospital outpatient infusion. No copay mentioned. So member pays 20% of allowed amount. But also check OOPM: member OOPM is currently 1500.00, individual OOPM is 6000.00. So 20% of 1450.00 = 290.00 member coinsurance. There is no deductible applied since deductible is already met. So deductible_applied = 0.00. Copay_amount = 0.00. Coinsurance_amount = 290.00. Member responsibility = 290.00. Plan paid = allowed amount - member responsibility = 1450.00 - 290.00 = 1160.00.
Ending accumulators: Member deductible remains 1500.00 (no change because no deductible applied). Member OOPM increases by coinsurance amount: 1500.00 + 290.00 = 1790.00. Family deductible: the member's deductible credits were already 1500.00, which satisfied individual. Family deductible was 1500.00 but the family deductible amount is 3000.00, so not yet met. Since there is no new deductible applied, family deductible remains 1500.00. Family OOPM: family OOPM currently 1500.00, we add 290.00 from this claim (OOPM credits for members count toward family OOPM), so family OOPM becomes 1790.00.
Wait: The plan document says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." Coinsurance and deductible amounts credit both the deductible and OOPM. So here, we have coinsurance, so it credits OOPM but not deductible because deductible already fully satisfied, but even if not, it would credit. So the accumulators update as above.
I'll output JSON with these numbers.
member_responsibility = 290.00
plan_paid = 1160.00
deductible_applied = 0.00
copay_amount = 0.00
coinsurance_amount = 290.00
ending_member_deductible = 1500.00
ending_member_oopm = 1790.00json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 586 tokens
We are given a plan document and a member's accumulators before Claim 1. Then there is one claim to adjudicate. We need to compute member responsibility, plan paid, deductible applied, copay amount, coinsurance amount, ending member deductible, ending member OOPM.
Plan details:
- Deductible individual in-network: 1500.00
- Member deductible credited YTD: 1500.00 (so before claim 1, deductible is already fully met)
- Out-of-pocket YTD: 1500.00
- OOPM individual in-network: 6000.00
- Coinsurance after deductible in-network: 20% member / 80% plan
- Service: In-network hospital outpatient infusion. Is it subject to deductible and coinsurance? It's not an office visit, not preventive care. It's outpatient hospital, so likely subject to deductible/coinsurance. No copay mentioned for this service type, so coinsurance applies.
- Since deductible is already met, member owes only coinsurance: 20% of allowed amount.
- Allowed amount: 1450.00
- Coinsurance amount: 0.20 * 1450.00 = 290.00
- Copay: 0.00
- Deductible applied: 0.00 (since deductible already met)
- So member responsibility = coinsurance = 290.00
- Plan paid = 1450.00 - 290.00 = 1160.00
- After this claim, member deductible remains 1500.00 (since no deductible applied)
- Member OOPM adds 290.00 -> 1500.00 + 290.00 = 1790.00
Family accumulators: Family deductible was 1500.00, no additional deductible, stays 1500.00. Family OOPM was 1500.00, add 290.00 -> 1790.00. But we are only asked for ending member deductible and ending member OOPM. The task says: "Report the required fields for Claim 1." The required fields include ending_member_deductible and ending_member_oopm. So we provide those after this claim.
All amounts with two decimal places.
Let's double-check: no copay, no deductible applied, coinsurance 290.00. Plan paid 1160.00. Member responsibility 290.00. Ending member deductible 1500.00, ending member OOPM 1790.00.
One more nuance: The plan document says: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." That's not relevant here since no copay. Also, emergency room copay waived if inpatient admission, but not applicable. So it's straightforward.
Thus JSON block.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 546 tokens
We are given a member's accumulators before Claim 1: member deductible = 1500.00, member OOPM = 1500.00, family deductible = 1500.00, family OOPM = 1500.00. Plan is PPO 1500 with embedded deductible. The member deductible is 1500, so the member has already met their individual deductible. So for this claim, there is no deductible to apply because deductible is already satisfied. The service is in-network hospital outpatient infusion. It is not listed as a copay service (like office visit, etc.), so it falls under coinsurance. Coinsurance after deductible is 20% member / 80% plan. Since deductible is already met, the member pays 20% coinsurance of allowed amount. Allowed amount = 1450.00. 20% of 1450.00 = 290.00. That's the member's coinsurance. No copay. So member responsibility = 290.00. Plan paid = allowed - member responsibility = 1450.00 - 290.00 = 1160.00. The deductible applied is 0 because deductible is already satisfied. Copay amount = 0. Coinsurance amount = 290.00.
Now we update accumulators after Claim 1. The deductible doesn't change because no deductible was applied. The member OOPM increases by the member's cost share: 290.00. So ending member OOPM = 1500 + 290 = 1790.00. Ending member deductible remains 1500.00. Also, family accumulators: family deductible was 1500.00, no new deductible, so remains 1500.00. Family OOPM increases by the member's cost share as well, because the member's out-of-pocket spending counts toward family OOPM. So family OOPM = 1500.00 + 290.00 = 1790.00.
Check: No mention of whether this is preventive? It says hospital outpatient infusion, not listed as preventive, so no 100% coverage. So we proceed.
Thus final JSON:
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00
No need to reference ending family accumulators because they aren't asked. Just the required keys.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Luna · OpenAI2.5s · 158 out | 2.2s · 163 out | 2.0s · 158 out
Reasoning · 60 tokens
**Calculating deductible and coinsurance**
I need to calculate the deductible, which is already satisfied at $1,500. The coinsurance is 20% of $290, making the member’s responsibility $290. The out-of-pocket (OOP) accumulation would be $1,500 plus $290, totaling $1,790. I have to ensure I use the exact JSON keys for the plan data. It looks like I’m on the right track, but I need to confirm these calculations!json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 65 tokens
**Calculating insurance specifics**
I need to calculate some insurance details. The member’s deductible has already reached the $1,500 threshold, and the out-of-pocket maximum (OOP) is also $1,500. The claim is covered in-network with no special copay, but there's a 20% coinsurance amounting to $290, which makes the total plan amount $1,160. The OOP is ending at $1,790, while the deductible remains at $1,500. I just need to ensure I get the JSON fields correct.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 60 tokens
**Calculating insurance details**
I need to make some calculations related to the insurance claim. It seems the deductible is already satisfied at $1500 for an individual. Since the claim is covered in-network with no copay, there’s a 20% coinsurance. The member amount is $290, and the plan amount is $1160. Out-of-pocket maximum starts at $1500 and goes up to $1790, while the deductible stays unchanged. I’ll need the exact JSON keys for all this information.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Flash · DeepSeek8.5s · 681 out | 10.1s · 610 out | 10.4s · 665 out
Reasoning · 616 tokens
We need to adjudicate claim 1 only? The prompt says "CLAIMS (adjudicate in the order listed)" but lists only one claim. For Claim 1, we have member accumulators before claim: deductible credited 1500, which is equal to individual deductible. So individual deductible is already met. OOPM credited 1500. The claim is in-network hospital outpatient infusion. It is not a copay service? The plan lists copays for specific services, not hospital outpatient infusion. So likely subject to deductible and coinsurance. But deductible already met, so coinsurance applies. Allowed amount 1450. Member coinsurance 20% = 290. Plan pays 80% = 1160. No deductible applied since already met. No copay. This updates accumulators: deductible stays 1500 (already sat). OOPM credited increases by 290 (member responsibility counts toward OOPM? The plan says copays and coinsurance and deductible count? Usually all member cost share except premiums and non-covered count. In this plan, "Copays always credit the out-of-pocket maximum." And deductible also credits? The OOPM definition typically includes deductibles and coinsurance and copays. We need to confirm from the plan: "Out-of-pocket maximum ... ceiling on member cost share for the plan year. Once reached..." It doesn't explicitly say what counts, but base on glossary: OOPM is ceiling on member cost share. So deductible and coinsurance count. So after claim, member deductible remains 1500, family deductible? The family deductible is 3000. Family deductible credited before claim is 1500. Does this claim apply to family deductible? Since deductible already met at individual level, but the family deductible might still need to accumulate? However the structure is embedded. The family deductible is satisfied once total family credits reach family amount. Here we have only one member? We don't know other members. But we are tracking only this member's deductibles and OOPM. The output keys are ending_member_deductible and ending_member_oopm. So we only care about member's deductible accumulator and OOPM. Member deductible already at 1500, and since no deductible applied, it stays 1500. OOPM starts 1500, adds 290 = 1790.
Thus final for claim 1:
member_responsibility = 290.00
plan_paid = 1160.00
deductible_applied = 0.00
copay_amount = 0.00
coinsurance_amount = 290.00
ending_member_deductible = 1500.00
ending_member_oopm = 1790.00
Make sure allowed sum: 290 + 1160 = 1450.
So output JSON.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 505 tokens
We need to adjudicate Claim 1. But the task says "Report the required fields for Claim 1." However, the instructions say "adjudicate the claims in order" and "Each claim updates the accumulators that the next claim is measured against." Only one claim is listed. So we need to compute for final claim (Claim 1). Given accumulators before Claim 1: member deductible 1500.00, so deductible is met (individual in-network 1500). Member OOPM credited 1500.00. OOPM threshold is 6000 for individual in-network. So not met.
Claim 1: In-network hospital outpatient infusion. This is not one of the copay categories (PCP, specialist, urgent care, ER, pharmacy). So it's subject to deductible and coinsurance. Deductible already met, so no deductible applied. Coinsurance 20% member. Allowed amount 1450.00. Member coinsurance = 20% of 1450 = 290.00. Plan pays 80% = 1160.00. No copay applicable. Deductible_applied = 0.00. Member responsibility = 290.00. Plan paid = 1160.00. Need to update accumulators: member deductible remains 1500.00 (no change, but ending member deductible is the accumulator after claims. It stays 1500.00? Actually "ending_member_deductible" — member deductible accumulator after all claims. Since deductible credits don't change because this service had no deductible applied? But the member's deductible balance for the year is still 1500.00 credited. No additional. So 1500.00. Similarly OOPM: member out-of-pocket credited increases by member responsibility (coinsurance + copays + deductible). So add 290.00 to 1500 = 1790.00. But wait, does the copay apply? No. So OOPM becomes 1790.00. Family accumulators? The task only asks for member deductible and member OOPM. So just output those.
Check final claim allowed amount 1450, member responsibility 290 + plan paid 1160 = 1450, correct.
Thus JSON with required keys. Since there is only one claim, we report for Claim 1. The keys are "member_responsibility" etc for final claim. So values as above. Rounding: no issue.
Let's output.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 540 tokens
We need to adjudicate claim 1. We only need final claim listed, but there is only one claim. Need to compute member responsibility, plan paid, deductible applied, copay, coinsurance, ending accumulators after claim.
Given accumulators before claim: deductible credited 1500.00 (individual), OOP 1500.00, family deductible 1500, family OOP 1500. Plan year 2026. Individual deductible 1500. So individual deductible already satisfied. OOP max individual 6000. So not reached. This is in-network hospital outpatient infusion. No copay mentioned. Subject to deductible and coinsurance. Since deductible satisfied, coinsurance 20% member. Allowed 1450. Member pays 20% of 1450 = 290.00. Plan pays 80% = 1160.00. No copay. Deductible applied 0.00 (since deductible already met). Coinsurance amount 290.00. Ending member deductible remains 1500.00 (since no new deductible credits, copays don't credit deductible, and this is not a copay. Actually, does the member's deductible accumulator change? The deductible is satisfied, but the amount paid by member for coinsurance doesn't credit deductible because deductible already met. Deductible credits only count amounts applied toward deductible. Here deductible applied 0. So ending member deductible stays 1500.00.
Ending member OOP: member OOP credited before = 1500.00. Member responsibility for claim = 290.00. Copays credit OOP, but here no copay. Coinsurance credits OOP? Yes, all member cost share including deductible, copay, coinsurance count toward OOP. So add 290 to 1500 = 1790.00. So ending member OOP = 1790.00.
Check if OOP max reached? No.
Plan paid = allowed - member responsibility = 1450 - 290 = 1160.
Need to ensure member_responsibility + plan_paid = allowed. 290 + 1160 = 1450. Good.
The task says "Report the required fields for Claim 1." So we output for final claim (which is claim 1).
JSON keys: "member_responsibility", "plan_paid", "deductible_applied", "copay_amount", "coinsurance_amount", "ending_member_deductible", "ending_member_oopm". All numbers with two decimals.
So 290.00, 1160.00, 0.00, 0.00, 290.00, 1500.00, 1790.00.
Need to ensure no other keys.json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Haiku 4.5 · Anthropic15.4s · 1,004 out | 15.4s · 1,753 out | 55.8s · 5,336 out
Reasoning · 892 tokens
Let me work through this claim step by step.
**Current Accumulators (before Claim 1):**
- Member deductible credited: 1500.00
- Member OOPM credited: 1500.00
- Family deductible credited: 1500.00
- Family OOPM credited: 1500.00
**Claim 1 Details:**
- Service: In-network hospital outpatient infusion
- Network: In-network
- Billed charge: 3900.00
- Allowed amount: 1450.00
**Analysis:**
1. **Deductible Status:**
- Individual in-network deductible: 1500.00
- Member deductible already credited: 1500.00
- The member's individual deductible is ALREADY satisfied (1500.00 credited = 1500.00 threshold)
- Since the individual deductible is satisfied, no additional deductible applies to this claim
- deductible_applied = 0.00
2. **Copay:**
- This is an in-network hospital outpatient infusion service
- The plan document specifies copays for:
- Primary care office visit: 30.00
- Specialist office visit: 60.00
- Urgent care: 75.00
- Emergency room: 400.00
- Generic retail pharmacy: 15.00
- Hospital outpatient infusion is not listed as having a copay
- Therefore, copay_amount = 0.00
3. **Coinsurance:**
- The deductible is already satisfied
- In-network coinsurance is 20% member / 80% plan
- Coinsurance is calculated on the allowed amount: 1450.00
- Member coinsurance: 1450.00 × 0.20 = 290.00
- coinsurance_amount = 290.00
Member owes 0 deductible + 0 copay + 290.00 coinsurance = 290.00 total. Plan pays the remainder: 1450.00 - 290.00 = 1160.00. Now updating OOPM tracking, since member out-of-pocket includes copays, coinsurance, and deductible paid toward the max.
This claim adds 290.00 to OOPM, moving from 1500.00 to 1790.00 - still under the 6000.00 individual in-network limit. Deductible stays at 1500.00 since it's already satisfied. Checking that 290.00 + 1160.00 = 1450.00 confirms the math is correct.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,640 tokens
Let me adjudicate Claim 1 step by step.
**Member Status Before Claim 1:**
- Member deductible credited: 1500.00
- Member out-of-pocket credited: 1500.00
- Family deductible credited: 1500.00
- Family out-of-pocket credited: 1500.00
**Plan Details:**
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Structure: EMBEDDED (individual satisfies on their own)
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
- Coinsurance (in-network): 20% member / 80% plan
- This is a hospital outpatient infusion - not a copay service
**Claim 1 Analysis:**
Service: In-network hospital outpatient infusion
Network: In-network
Billed: 3900.00
Allowed: 1450.00
The member has already credited 1500.00 toward the individual deductible. The individual deductible is 1500.00, so the individual deductible is SATISFIED.
Now I need to check the family deductible. The family deductible is 3000.00. The family has credited 1500.00 so far. The individual member's portion is satisfied, but the family deductible is not yet satisfied (1500.00 < 3000.00).
Wait, let me re-read the deductible structure: "EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first."
Since the individual's 1500.00 already equals their deductible threshold, that alone satisfies it — the family total doesn't need to reach 3000.00 for this member. So this member moves straight to coinsurance for Claim 1, with allowed 1450.00, applying 20%/80% split.
Member: 1450.00 × 0.20 = 290.00
Plan: 1450.00 × 0.80 = 1160.00
Checking against individual OOPM (6000.00), current credited 1500.00 + new 290.00 = 1790.00, well under the cap, so no OOPM proration needed. Member pays the full 290.00 coinsurance, deductible applied is 0.
Updating accumulators: deductible stays 1500.00, OOPM rises to 1790.00.
Now confirming exactly what fields the task wants — this is asking about Claim 1 specifically, so I need member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount for this claim, plus running ending_member_deductible and ending_member_oopm totals.
Since there's just the one claim, Claim 1 is also the final claim. Rechecking the numbers: allowed amount is 1450.00 (billed 3900.00 is irrelevant), deductible was already fully met at 1500.00, so coinsurance kicks in at 20/80 split — member owes 290.00, plan covers 1160.00. Checking OOPM limits against these figures next.
OOPM starts at 1500.00 with a 6000.00 ceiling; adding the 290.00 coinsurance brings it to 1790.00, well within bounds, so no capping applies.
Final tally for Claim 1: member pays 290.00 (all coinsurance, no copay or deductible portion), plan pays 1160.00, deductible stays at 1500.00, OOPM ends at 1790.00.
Verifying the deductible logic once more — 1500.00 credited equals the 1500.00 threshold exactly, so it's fully satisfied and coinsurance applies from dollar one on this claim. 1450.00 × 20% = 290.00, × 80% = 1160.00, summing back to 1450.00 confirms accuracy.
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 5,224 tokens
Let me work through this claim adjudication step by step.
## Initial State (before Claim 1)
- Member deductible credited: 1500.00
- Member out-of-pocket credited: 1500.00
- Family deductible credited: 1500.00
- Family out-of-pocket credited: 1500.00
## Plan Details
- Individual in-network deductible: 1500.00
- Family in-network deductible: 3000.00
- Structure: EMBEDDED (individual satisfies on its own; family satisfied once total family credits reach family amount)
- Individual in-network OOPM: 6000.00
- Family in-network OOPM: 12000.00
- In-network coinsurance: 20% member / 80% plan
- In-network copay for most services, but this is a hospital outpatient infusion, which is not listed as having a copay. So it's subject to deductible and coinsurance.
## Claim 1 Analysis
- Service: In-network hospital outpatient infusion
- Network: In-network
- Billed: 3900.00
- Allowed: 1450.00
This is an in-network service. The service type (hospital outpatient infusion) is not explicitly listed as having a copay (copays are for: primary care office visit, specialist office visit, urgent care, ER, and generic retail pharmacy). So this service is subject to the deductible and coinsurance model.
### Step 1: Determine if deductible is satisfied
Member's deductible as of Claim 1 start: 1500.00 credited
Individual deductible threshold: 1500.00
The member has already satisfied their individual deductible (1500.00 = 1500.00).
However, we need to check family deductible too. The structure is EMBEDDED, which means:
an individual's deductible is met on its own at 1500.00, independent of the family total. The family deductible of 3000.00 is a separate track that's met once combined family credits hit that number—but it doesn't block an individual from being done once they hit their own number.
Since this member has already reached 1500.00, their individual deductible is fully satisfied regardless of where the family total stands (currently also at 1500.00, short of the 3000.00 family threshold). This means Claim 1 should skip deductible application entirely and move straight to coinsurance calculation on the allowed amount.
s member hits 1500, their own deductible is satisfied. The family deductible needs 3000 total across all members.
This is standard embedded deductible logic: individuals can satisfy their own deductible independently at 1500, while contributions from all members also count toward the shared 3000 family total. Once someone hits their individual threshold, they move to coinsurance regardless of the family total. If the family total hits 3000 before all individuals have met 1500 separately, remaining members' deductibles are also considered satisfied.
For this member: individual deductible credited = 1500.00, matching the 1500.00 threshold exactly — satisfied. Family credited = 1500.00, still short of 3000.00 — not yet satisfied. Since either condition triggers coinsurance, and the individual condition is met here, this claim's deductible portion is 0.00, moving straight to coinsurance calculation on the 1450.00 allowed amount.
At 20/80 split: member owes 290.00, plan covers 1160.00. Checking OOPM: prior credited 1500.00 + this 290.00 = 1790.00, well under the 6000.00 individual max, so member pays the full coinsurance amount. Final breakdown: copay 0.00, deductible 0.00, coinsurance 290.00 — total member responsibility of 290.00.
Plan payment equals the coinsurance share: 1160.00.
Updating accumulators: deductible balance stays at 1500.00 since it was already met at claim start, and OOPM balance climbs to 1790.00. Double-checking the initial setup confirms this — the 1500.00 year-to-date deductible credit already equals the 1500.00 individual deductible, so it's fully satisfied before this claim even hits.
Claim 1 results:
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00
Verifying: 290.00 + 1160.00 = 1450.00 matches the allowed amount, and 0.00 + 0.00 + 290.00 = 290.00 matches member responsibility. Both checks pass.
The task requires all seven fields with two decimal places each. Confirming copays don't credit the deductible per the plan document, though this particular service has no copay so it's moot here.
Checking the accumulators for family deductible considerations - member deductible credited YTD is 1500.00, member OOP credited YTD is 1500.00, family deductible credited YTD is 1500.00, and I need to check the family OOP figure too.
Since this member's individual deductible (1500.00) is already satisfied, they move directly to coinsurance regardless of the family deductible status (which sits at 1500.00 of 3000.00, still unmet). This aligns with the embedded structure - individual satisfaction is independent of family totals reaching the cap.
only reached 1500, not the full 3000 needed for family deductible.
So this member individually satisfied their deductible while the family hasn't. This member should be on coinsurance now.
Let me reconsider whether "whichever comes first" could mean something else - maybe it's just clarifying that the individual deductible (1500) will naturally be reached before the family deductible (3000) since 1500 < 3000, making the individual limit the binding constraint for this member specifically.
This matches the embedded deductible definition: an individual amount that can be satisfied independently within a family plan. Since this member hit 1500, their personal deductible is done - they move to coinsurance regardless of the family total.
The "whichever comes first" language just confirms the individual can be satisfied on its own, not that credits split between pools.
So the claim calculation holds:
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00
Thinking through the embedded deductible mechanics again: individual hits 1500 (their full threshold) even though family hasn't hit 3000, so they move to coinsurance regardless of family status. This confirms the numbers above.
I want to double check the individual deductible is truly satisfied - the accumulator shows 1500.00 credited year-to-date, exactly matching the 1500 threshold. So on Claim 1, no additional deductible applies, member pays coinsurance only:
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00
These accumulators represent the state before Claim 1 processes.
network) is 6000.00, with 1500.00 already accumulated. Adding this claim's 290.00 coinsurance brings the running total to 1790.00, still well under the max, so full coinsurance applies with no OOPM cap kicking in.
Claim 1 totals: member_responsibility 290.00, plan_paid 1160.00, deductible_applied 0.00, copay_amount 0.00, coinsurance_amount 290.00, ending_member_deductible 1500.00, ending_member_oopm 1790.00.
I want to verify the individual vs. family deductible interaction once more — checking the plan document's deductible structure section for individual 1500.00 vs family 3000.00 rules.
Structure is EMBEDDED, in-network and out-of-network credits combine into one balance, with out-of-network threshold at 3000.00 individually. Individual satisfies at 1500 on their own; family satisfies at 3000 regardless of individual splits, whichever threshold hits first triggers coinsurance for that person/family.
For this member, since 1500 already equals the individual threshold, their deductible is satisfied.
ies their own threshold, satisfying it individually - "whichever comes first" just clarifies that either path (individual or family) satisfies deductible for that member.
Given this member already hit 1500, they're in coinsurance regardless of family status. So my numbers hold: member_responsibility 290.00, plan_paid 1160.00, deductible_applied 0.00, coinsurance_amount 290.00, ending_member_deductible 1500.00, ending_member_oopm 1790.00.
Now I need to clarify what "ending_member_deductible" actually tracks - remaining amount owed toward deductible, or
um accumulated so far. The term "accumulator" suggests a running total of credits applied, not remaining balance. Since no new deductible applies on this claim, the accumulator stays at 1500.00 - matching the starting value.
Same logic applies to ending_member_oopm - it's the accumulated total, not remaining.
1500.00 (starting) + 290.00 (this claim) = 1790.00.
Final numbers:
- member_responsibility: 290.00
- plan_paid: 1160.00
- deductible_applied: 0.00
- copay_amount: 0.00
- coinsurance_amount: 290.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1790.00
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}33DeepSeek V3.2 · DeepSeek4.3s · 96 out | 4.2s · 96 out | 2.3s · 96 out
json{
"member_responsibility": 290.00,
"plan_paid": 1160.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 290.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1790.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1160,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 290,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1790,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": "0.00",
"plan_paid": "1450.00",
"deductible_applied": "0.00",
"copay_amount": "0.00",
"coinsurance_amount": "0.00",
"ending_member_deductible": "1500.00",
"ending_member_oopm": "1500.00"
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": "0.00",
"ok": false,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": "1450.00",
"ok": false,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": "0.00",
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": "0.00",
"ok": false,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": "1500.00",
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": "1500.00",
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}json{
"member_responsibility": 0.00,
"plan_paid": 1450.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 0.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1500.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 290,
"got": 0,
"ok": false,
"present": true
},
{
"field": "plan_paid",
"want": 1160,
"got": 1450,
"ok": false,
"present": true
},
{
"field": "deductible_applied",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 290,
"got": 0,
"ok": false,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1790,
"got": 1500,
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}