Parityhealth-plan operations benchmark
Contested adjudication · ADJ-019 · hard

Reconcile an explanation of benefits against the plan

Written for Parity against a synthetic coordination-of-benefits rule set and certificate extract. Exactly one field on the notice is wrong and the rest are internally consistent with it, so a model that checks only that the columns add up passes the wrong answer through.

Field mean
100.0
across 28 models
Models scoring 100
28
of 28
Models scoring 0
0
of 28

What the model was given

Item context, placed in the system position after the shared preamble
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.
Prompt
An explanation of benefits was issued and the member has disputed it. Reconcile it against the
plan and the claim facts.

CLAIM FACTS (from the adjudication system, verified)
  Date of service ............ 2026-06-02
  Service .................... In-network outpatient infusion, subject to deductible and coinsurance
  Billed ..................... 3,900.00
  Allowed .................... 1,450.00
  Member deductible credited before this claim ... 1,500.00
  Member out-of-pocket credited before this claim  1,500.00
  Family deductible credited before this claim ... 3,000.00
  Family out-of-pocket credited before this claim  1,500.00

THE EXPLANATION OF BENEFITS AS ISSUED
  Allowed amount ............. 1,450.00
  Deductible applied ......... 0.00
  Coinsurance ................ 290.00
  Member responsibility ...... 290.00
  Plan paid .................. 1,610.00

Exactly one line on the notice is wrong. Identify it and give the corrected figure.

Required keys:
  "incorrect_field"   string, one of "allowed_amount", "deductible_applied", "coinsurance",
                      "member_responsibility", "plan_paid"
  "correct_value"     number
  "member_owes"       number, the member's correct responsibility for this claim
Gold answer and grader
json{
  "kind": "fields",
  "tolerance": 0.011,
  "fields": {
    "incorrect_field": "plan_paid",
    "correct_value": 1160,
    "member_owes": 290
  }
}

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 · Anthropic8.1s · 127 out | 3.8s · 128 out | 5.6s · 114 out
Attempt 1
Deductible already met (1500/1500). Coinsurance 20% of 1450 = 290.00. Member responsibility 290.00. Plan paid should be 1450 − 290 = 1160.00, not 1610.00.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Deductible already met (1500.00 individual). Allowed 1450.00 × 20% = 290.00 coinsurance. Plan paid should be 1450.00 − 290.00 = 1160.00, not 1610.00 (transposed digits).

json{"incorrect_field": "plan_paid", "correct_value": 1160.00, "member_owes": 290.00}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Deductible already met (1500 credited). Coinsurance 20% of 1450 = 290.00. Plan pays 1450 − 290 = 1160.00, not 1610.00.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.7 Flash · Google6.1s · 977 out | 6.9s · 819 out | 7.9s · 917 out
Attempt 1
Reasoning · 926 tokens
**Analyzing Claim Details**

I'm currently focused on pinpointing the erroneous line item on the EOB and determining the correct figure, alongside calculating the member's responsibility. The service date is June 2nd, 2026, and it's an in-network outpatient infusion, subject to deductible and coinsurance.

**Identifying Calculation Error**

I've pinpointed the exact discrepancy. The EOB incorrectly states the plan paid $1610.00, when my calculations show it should be $1160.00. This means the "plan_paid" field is erroneous.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 768 tokens
**Analyzing Claim Details**

I'm currently processing the specifics of this claim. The service occurred on June 2, 2026, and involved in-network outpatient infusion. It's subject to a deductible and coinsurance. The billed amount was $3900.00, with an allowed amount of $1450.00. I've also noted that the member's deductible has already been credited towards this claim.

**Resolving Payout Discrepancy**

I've identified a discrepancy between the calculated plan payment and the amount shown on the EOB. My adjudication suggests the plan should have paid $1160.00, but the EOB indicates $1610.00. I'm investigating this difference, as member responsibility plus plan paid should equal the allowed amount, and it currently doesn't align.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 866 tokens
**Analyzing Claim Data**

I'm currently focused on pinpointing the specific field on the Explanation of Benefits that contains an inaccuracy. My aim is to then provide the accurate figure and the correct `member_owes` based on the claim details.

**Refining Member Responsibility**

I've pinpointed the discrepancy. The Explanation of Benefits incorrectly lists member responsibility at 2.00. Based on the provided data, the accurate member responsibility is 290.00, stemming from the 20% coinsurance applied after the deductible was met.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.5 · OpenAI2.5s · 172 out | 3.4s · 188 out | 2.2s · 170 out
Attempt 1
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 144 tokens
**Calculating claim amounts**

I need to work on constructing a JSON block for answering the claim computation. The allowed amount is 1450, with a deductible of 1500 for individuals and 3000 for families. There’s a coinsurance of 20%, so that’s 290 of member responsibility. The plan should have paid 1160, not 1610. The plan paid amount needs correcting to 1160. I’m confirming that JSON can handle numbers with two decimals for clarity. I'll make sure everything is properly formatted!
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Sol · OpenAI2.8s · 115 out | 2.9s · 116 out | 4.1s · 112 out
Attempt 1
Reasoning · 71 tokens
**Reconciling payment numbers**

I need to output the JSON exactly as required. I have to reconcile that the allowed amount is 1450, my deductible is met, and the coinsurance at 20% equals 290, so that's the member responsibility. The plan should have paid 1160, but the explanation of benefits shows 1610. It seems like the plan paid number is wrong. I wonder if it's even possible to preserve these numeric values with two decimals in the JSON format.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 72 tokens
**Clarifying JSON structure**

I need to ensure that I have the exact JSON format. The plan's cost is supposed to be 1160, but the end-of-billing sums look off—maybe they're based on the billed amount? It seems like I might have one line wrong, given the correct context. The deductions are zero, and there’s a member responsibility of 290, so the plan stands at 1160. I need to confirm that the JSON number can preserve two decimals correctly.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 68 tokens
**Checking JSON output requirements**

I need to ensure the output is in JSON format, with everything properly fenced. There seems to be one line that's incorrect; it allows 1450, but the deductible is met, so with a 20% coinsurance, that comes out to 290 for member responsibility. The plan should have paid 1160, not 1610. I remember that all dollar values in JSON need to be represented with two decimal places. So, 1160.00 is the correct format for the output.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.6 · xAI15.3s · 890 out | 14.7s · 916 out | 12.9s · 904 out
Attempt 1
Reasoning · 854 tokens
The problem is about reconciling an EOB against the plan and claim facts.
The issue is with the plan paid amount. The EOB incorrectly shows plan paid as 1610.00, but it should be 1160.00.

The plan paid should be 80% of the allowed amount (1450 * 0.8 = 1160), and the member responsibility is  20% (290).
json{"incorrect_field": "plan_paid", "correct_value": 1160.00, "member_owes": 290.00}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 880 tokens
The problem is about reconciling an EOB against the plan and claim facts.
The incorrect field is **plan_paid**, which should be corrected to **1160.00**.  
The member's correct responsibility (**member_owes**) is **290.00**.
json{"incorrect_field": "plan_paid", "correct_value": 1160.00, "member_owes": 290.00}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 868 tokens
The problem is about reconciling an EOB against the plan and claim facts.
The issue is in the coinsurance calculation. The EOB shows 290, but 20% of 1,450 is 290, so that matches. The plan paid is 1,610, which is 1,450 minus 290, so that also matches. The member responsibility is 290, 20% of 1,450, which is correct. The deductible applied is 0, which is correct because the member has already met the deductible.

The problem is that the plan paid is listed as 1,610, but it should be 1,160.
json{"incorrect_field": "plan_paid", "correct_value": 1160.00, "member_owes": 290.00}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.5 · xAI8.5s · 574 out | 8.3s · 576 out | 10.5s · 710 out
Attempt 1
Reasoning · 538 tokens
The problem is about reconciling an explanation of benefits against the plan and claim facts.
The issue is in the plan paid amount. The EOB incorrectly shows plan paid as 1,610.00, but it should be 1,160.00.

The incorrect_field is "plan_paid" with correct_value 1160.00.
json{"incorrect_field": "plan_paid", "correct_value": 1160.00, "member_owes": 290.00}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 534 tokens
The problem is about reconciling an explanation of benefits against the plan and claim facts.
The EOB shows member responsibility as 290.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 674 tokens
The problem is about reconciling an explanation of benefits against the plan and claim facts.
The issue is in the coinsurance line. The EOB shows 290.00, but the correct amount is 290.00 (20% of 1,450). The plan paid is also wrong because it should be 80% of 1,450, which is 1,160.00.
json{"incorrect_field": "plan_paid", "correct_value": 1160.00, "member_owes": 290.00}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.1 Pro · Google13.2s · 1,279 out | 13.6s · 1,257 out | 9.3s · 665 out
Attempt 1
Reasoning · 1,228 tokens
**Analysis of Explanation of Benefits (EOB) Discrepancy for Bluebonnet PPO 1500, Plan Year 2026**

My objective here is to pinpoint the erroneous field within a provided Explanation of Benefits (EOB) for the Bluebonnet PPO 1500 plan, for the 2026 plan year. I need to then rectify this inaccuracy by referencing the plan document and the established claim facts.

Let's break down the claim details:
*   **Date of Service:** 2026-06-02
*   **Service:** This was an in-network outpatient infusion, which I know is typically subject to both the deductible and coinsurance.
*   **Billed Amount:** $3,900.00
*   **Allowed Amount:** $1,450.00
*   **Previously Credited to Member Deductible:** $1,500.00
*   **Previously Credited to Member Out-of-Pocket (OOP) Maximum:** $1,500.00
*   **Previously Credited to Family Deductible:** $3,000.00
*   **Previously Credited to Family OOP Maximum:** $1,500.00

Now, I'll meticulously work through the calculations to determine the correct financial responsibilities.

First, the deductibles. With $1,500.00 already credited towards the individual deductible of $1,500.00, it's clear that the individual deductible has been fully met *before* this claim. Similarly, the family deductible of $3,000.00 is also satisfied, given the $3,000.00 credited.

Moving on to the claim's allowed amount of $1,450.00.
*   **Deductible Application:** Since the individual deductible is met, $0.00 of the allowed amount will be applied to it.
*   **Coinsurance:** The plan specifies a 20% member / 80% plan coinsurance for in-network services. So, 20% of the $1,450.00 allowed amount comes to $290.00.
*   **Out-of-Pocket Maximum (OOPM):** I need to check if the member's OOPM is met. The member had $1,500.00 credited towards OOPM before this claim. Adding the calculated coinsurance of $290.00 brings the total to $1,790.00. This amount is still below both the individual OOPM ($6,000.00) and the family OOPM ($12,000.00), so the full coinsurance amount of $290.00 is applicable to the member.

Therefore, my calculation for the member's responsibility is: $0.00 (deductible) + $290.00 (coinsurance) = $290.00.

The plan's payment should then be the allowed amount minus the member's responsibility: $1,450.00 - $290.00 = $1,160.00.

Now, let's compare this with the EOB that was issued:
*   **Allowed amount:** $1,450.00 (This matches my calculation and is correct.)
*   **Deductible applied:** $0.00 (This also matches and is correct.)
*   **Coinsurance:** $290.00 (This aligns with my calculation and is correct.)
*   **Member responsibility:** $290.00 (This also aligns and is correct.)
*   **Plan paid:** $1,610.00 (This is where the discrepancy lies. My calculation shows $1,160.00.)

The EOB's reported "plan_paid" of $1,610.00 is incorrect. It appears the system might have used an incorrect value in its calculation. For instance, $1,610.00 plus the member's responsibility of $290.00 equals $1,900.00, which doesn't directly correspond to the allowed amount. The fundamental principle is that the "plan_paid" should be the "allowed_amount" minus the "member_responsibility." Thus, $1,450.00 - $290.00 = $1,160.00 is the correct figure for "plan_paid."

Based on this thorough review, the incorrect field is indeed "plan_paid," and its correct value should be $1,160.00. The member's financial obligation, or "member_owes," remains $290.00.

Therefore, the required keys and their values are:
*   "incorrect_field": "plan_paid"
*   "correct_value": 1160.00
*   "member_owes": 290.00

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,206 tokens
**My Thought Process on the EOB Discrepancy**

Alright, let's break down this Explanation of Benefits (EOB) to figure out where things went awry. My primary objective here is to pinpoint the incorrect line item and then establish the accurate financial responsibility for both the plan and the member.

First, I've gathered all the critical claim facts. We're looking at an in-network outpatient infusion service rendered on June 2, 2026. The provider billed $3,900, but the plan's allowed amount for this service is $1,450. This is a key figure to keep in mind – the plan will only consider $1,450 as the basis for payment and member cost-sharing.

Now, I need to consider the member's benefit status. I see that prior to this claim, the member had already met their individual deductible of $1,500. They've also met $1,500 towards their individual out-of-pocket (OOP) maximum. For the family, the deductible is $3,000, and they've also met $1,500 towards the family OOP max. The fact that the individual deductible is met is crucial for calculating the member's responsibility on *this* claim.

Looking at the plan rules, the individual deductible is $1,500, which, as noted, has already been satisfied. After the deductible, the plan has a 20% member / 80% plan coinsurance structure for in-network services. The individual OOP max is $6,000.

Now, let's perform the calculation for this specific claim:
*   **Allowed amount:** $1,450.00. This is the maximum the plan will recognize.
*   **Deductible applied:** Since the member has already met their $1,500 individual deductible, there's $0.00 deductible to apply on this claim. This is a critical detail.
*   **Coinsurance:** With the deductible met, the coinsurance kicks in. It's 20% of the allowed amount. So, 20% of $1,450.00 equals $290.00.
*   **Member responsibility:** This is the sum of any applied deductible and the coinsurance. In this case, $0.00 (deductible) + $290.00 (coinsurance) = $290.00. This is what the member should owe.
*   **Plan paid:** This is the allowed amount minus the member's responsibility. So, $1,450.00 (allowed) - $290.00 (member responsibility) = $1,160.00. This is what the plan should have paid.

Now, I'm reviewing the EOB that was issued.
*   The "Allowed amount" is correctly stated as $1,450.00.
*   The "Deductible applied" is correctly shown as $0.00.
*   The "Coinsurance" is also correct at $290.00.
*   The "Member responsibility" is correctly calculated at $290.00.

Here's where the problem lies: The "Plan paid" on the EOB is listed as $1,610.00. This is immediately suspect because it's *greater* than the allowed amount of $1,450.00.

Let me re-verify the fundamental EOB accounting principle: Member responsibility plus plan paid should equal the allowed amount for the service being adjudicated.

On the EOB, we have $290.00 (Member responsibility) + $1,610.00 (Plan paid) = $1,900.00. This does not equal the allowed amount of $1,450.00. Therefore, the "Plan paid" figure is definitely incorrect.

My calculated correct "Plan paid" amount is $1,160.00. Let's check that: $290.00 (Member responsibility) + $1,160.00 (Correct Plan Paid) = $1,450.00 (Allowed Amount). This aligns perfectly with the rules.

A quick check on the OOP max: The member's total OOP so far would be their previous $1,500 plus this $290, totaling $1,790. This is well below the individual OOP max of $6,000, so that's not a factor here.

So, to summarize my findings:
*   The **incorrect field** on the EOB is "plan_paid".
*   The **correct value** for "plan_paid" should be $1,160.00.
*   The member's correct responsibility, which is already reflected accurately on the EOB, is **$290.00**.

My thought process is that the EOB processor likely made an arithmetic error when calculating the plan's payment, either by misapplying the allowed amount or by not correctly subtracting the member's coinsurance from the allowed amount. The fact that the EOB's "Plan Paid" exceeds the "Allowed Amount" is a clear red flag that points directly to an error in that specific calculation.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 615 tokens
**My Thought Process on This EOB Dispute**

Alright, I've got a member disputing an Explanation of Benefits (EOB), and my immediate task is to dive into the claim details and reconcile them against the specific plan provisions. This is a critical step, especially given the potential for errors in the initial adjudication.

First, I need to establish the fundamental facts of the service itself. It's an in-network outpatient infusion, and crucially, it's subject to both the deductible and coinsurance. This tells me the order of operations I'll need to follow.

Now, let's look at the financial figures provided:
*   **Billed Amount:** $3,900.00. This is what the provider charged.
*   **Allowed Amount:** $1,450.00. This is the maximum the plan will recognize for this service, as per contracted rates. This is the figure I'll be working with for calculations, not the billed amount.

Next, I need to assess where the member stands concerning their cost-sharing obligations *prior* to this claim being processed. I have several pieces of information:
*   **Member Deductible Credited Before This Claim:** $1,500.00.
*   **Member OOP (Out-of-Pocket) Credited Before This Claim:** $1,500.00.
*   **Family Deductible Credited Before This Claim:** $3,000.00.
*   **Family OOP Credited Before This Claim:** $1,500.00.

Now, I'll start the reconciliation by applying the plan's structure. The in-network individual deductible is $1,500.00. I see that the member has already met $1,500.00 of their deductible *before* this claim. This means their deductible for this service is effectively $0.00. It's also worth noting that the family deductible has also been met, which is good context but not directly impacting this individual claim's deductible calculation.

The out-of-pocket maximum (OOP max) is $6,000.00, and the member has only accumulated $1,500.00 towards it so far. They are nowhere near hitting their OOP max at this point.

Since the service is subject to deductible and coinsurance, and the deductible is met, I move to the coinsurance calculation. The allowed amount for the service is $1,450.00. The plan specifies a 20% member / 80% plan coinsurance split for in-network services.

So, the member's coinsurance responsibility is 20% of the allowed amount: 0.20 * $1,450.00 = $290.00.

Therefore, the total member responsibility for this claim is the sum of the deductible applied (which is $0.00) and the coinsurance: $0.00 + $290.00 = $290.00.

Based on this, the plan's payment should be the allowed amount minus the member's responsibility: $1,450.00 - $290.00 = $1,160.00.

Now, I need to compare my calculated figures with what was actually issued on the EOB. Let's break down the EOB components:
*   **Allowed Amount:** $1,450.00. This matches my calculation. Good.
*   **Deductible Applied:** $0.00. This also matches my calculation. Good.
*   **Coinsurance:** $290.00. This is correct.
*   **Member Responsibility:** $290.00. This is correct.
*   **Plan Paid:** $1,610.00. *This is where the discrepancy lies.* My calculation shows the plan should have paid $1,160.00.

The EOB's "Plan Paid" figure of $1,610.00, when added to the member responsibility of $290.00, totals $1,900.00. This doesn't align with the allowed amount of $1,450.00. I'm trying to figure out how they arrived at $1,610.00. Perhaps they mistakenly calculated it based on the billed amount or made some other incorrect adjustment. Regardless, the calculation seems to be that the plan paid $1,450.00 minus the member's $290.00 coinsurance, which equals $1,160.00.

So, the specific incorrect field on the EOB is "plan_paid". The correct value that should have been reflected there is $1,160.00. Consequently, the member's correct financial responsibility (member_owes) for this claim is indeed $290.00, as accurately stated on the EOB. The issue is purely in the plan's payment amount, which impacts the member's overall out-of-pocket accumulation and the provider's payment.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 5 · Anthropic3.2s · 167 out | 2.1s · 127 out | 2.9s · 170 out
Attempt 1
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3 Flash · Google16.0s · 1,874 out | 37.4s · 5,574 out | 15.4s · 1,651 out
Attempt 1
Reasoning · 1,823 tokens
**Analysis of an Outpatient Infusion Claim**

My thought process here is to meticulously dissect an Explanation of Benefits (EOB) for a specific outpatient infusion service that occurred on June 2nd, 2026, within the 2026 plan year. I'm operating under the assumption that the user is an expert and needs a clear, step-by-step breakdown of my analysis, particularly concerning any discrepancies found.

First, I've laid out the foundational parameters of the 2026 plan year:

*   **Plan Year:** January 1, 2026, to December 31, 2026.
*   **Deductible:** $1,500 for an individual and $3,000 for a family.
*   **Structure:** The plan is embedded.
*   **Coinsurance (In-Network):** 20% from me, the member, and 80% from the plan, applied *after* the deductible is met.
*   **Out-of-Pocket Maximum (OOPM) (In-Network):** $6,000 for an individual and $12,000 for a family.
*   **Member Cost Share Note:** Copays don't count towards the deductible but *do* count towards the OOPM. This is a crucial detail to remember.
*   **Basis of Payment:** All calculations are based on the "Allowed Amount."

Now, I'm looking at the specific claim details for the June 2nd, 2026, service:

*   **Date of Service:** June 2, 2026.
*   **Service Type:** In-network outpatient infusion, which is noted as being subject to deductible and coinsurance.
*   **Billed Amount:** $3,900.00.
*   **Allowed Amount:** $1,450.00. This is the figure I'll be working with for all calculations.
*   **Member Year-to-Date (YTD) Deductible:** $1,500.00.
*   **Member YTD OOPM:** $1,500.00.
*   **Family YTD Deductible:** $3,000.00.
*   **Family YTD OOPM:** $1,500.00.

My first step is to determine how the deductible applies. I compare the service's allowed amount to the member's YTD deductible.

*   **Individual Deductible:** $1,500.
*   **Member YTD Deductible:** $1,500.

My conclusion is that my individual deductible has already been fully satisfied. I quickly verify this against the family deductible as well:

*   **Family YTD Deductible:** $3,000.
*   **Family Deductible Limit:** $3,000.

Since my YTD deductible is already at the individual limit, and therefore also well within the family limit, the deductible is met for both. This means no deductible will be applied to this specific service.

Now, I proceed to calculate the coinsurance. Since the deductible is met, the coinsurance applies directly to the allowed amount:

*   **Allowed Amount:** $1,450.00.
*   **Deductible Applied:** $0.00 (as determined above).
*   **Coinsurance Calculation:** 20% of (Allowed Amount - Deductible Applied) = 20% of ($1,450.00 - $0.00) = 20% of $1,450.00.
*   **Resulting Coinsurance:** $1,450.00 * 0.20 = $290.00.

Next, I determine my total responsibility for this service:

*   **Member Responsibility:** Deductible Applied + Coinsurance + Copay.
*   **Calculation:** $0.00 (Deductible) + $290.00 (Coinsurance) + $0.00 (Assuming no copay for this service type, as none is listed) = $290.00.

From this, I can calculate what the plan should have paid:

*   **Plan Paid:** Allowed Amount - Member Responsibility.
*   **Calculation:** $1,450.00 - $290.00 = $1,160.00.

At this point, I cross-reference my calculations with the provided information and notice a discrepancy. The EOB states "Plan Paid: $1,610.00," which contradicts my calculated $1,160.00.

I perform a verification check:

*   **My Calculated Plan Paid:** $1,160.00.
*   **My Calculated Member Responsibility:** $290.00.
*   **Sum:** $1,160.00 + $290.00 = $1,450.00 (which equals the Allowed Amount). This confirms my math is internally consistent.

The EOB's "Plan Paid" figure of $1,610.00, when added to the member responsibility of $290.00, equals $1,900.00 ($290.00 + $1,610.00 = $1,900.00). This sum does *not* equal the Allowed Amount of $1,450.00, clearly indicating an error in the EOB's "Plan Paid" figure.

My analysis leads me to identify the specific error:

*   **Incorrect Field:** "plan_paid"
*   **Correct Value:** $1,160.00
*   **Member Owes:** $290.00

I conduct a final self-check of the deductible and OOPM status.

*   **Deductible Status:** My individual deductible ($1,500) is met. The service didn't apply any deductible amount.
*   **OOPM Status:** My YTD OOPM is $1,500. Adding the current service's member responsibility of $290 gives a new YTD OOPM of $1,790 ($1,500 + $290). This is significantly below the individual OOPM limit of $6,000, so no OOPM adjustment is needed.

I confirm the keys used in my structured output: `incorrect_field`, `correct_value`, and `member_owes`. I also ensure that all numerical values are presented as plain decimals and that the date formats align with the plan year. The prompt's instruction that "member\_responsibility plus plan\_paid equals the allowed amount of the claim being reported" is a critical validation point, which my corrected figures satisfy: $290.00 + $1,160.00 = $1,450.00.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 5,523 tokens
**My Thought Process on the Medical Claim Processing**

Alright, let's break down this medical claim scenario step-by-step, as I would approach it. I'm looking at a specific plan year, 2026, with defined in-network deductibles and out-of-pocket maximums.

Here's what I've got from the plan details:
*   **Plan Year:** January 1, 2026, to December 31, 2026.
*   **Individual In-Network Deductible:** $1,500.00.
*   **Family In-Network Deductible:** $3,000.00.
*   **Deductible Structure:** Embedded (meaning individual deductibles count towards the family deductible).
*   **Individual In-Network Out-of-Pocket Maximum (OOPM):** $6,000.00.
*   **In-Network Coinsurance:** 20% for the member, 80% for the plan, after the deductible is met.
*   **Service Type:** Outpatient infusion is subject to both deductible and coinsurance.
*   **Cost Basis:** Member cost-sharing is calculated based on the *allowed* amount, not the billed amount. This is a critical rule.

Now, for the specific claim occurring on June 2, 2026 (well within the plan year):
*   **Service:** In-network outpatient infusion.
*   **Billed Amount:** $3,900.00 (I note this, but I know it's not the basis for my calculation).
*   **Allowed Amount:** $1,450.00 (This is the key figure for my calculation).

I'm also provided with Year-To-Date (YTD) figures to understand where the member stands relative to their plan limits:
*   **Member Deductible YTD:** $1,500.00.
*   **Member OOPM YTD:** $1,500.00.
*   **Family Deductible YTD:** $3,000.00.
*   **Family OOPM YTD:** $1,500.00.

My first task is to determine the member's responsibility for this specific claim. I'll start with the deductible.

**1. Deductible Application:**
*   My plan document states the individual in-network deductible is $1,500.00.
*   The YTD figure shows the member has already met $1,500.00 towards their individual deductible.
*   This means the individual deductible is satisfied ($1,500.00 >= $1,500.00).
*   Similarly, the family deductible is also satisfied ($3,000.00 >= $3,000.00 YTD).
*   Therefore, **no deductible is applied to this specific claim**. The "Deductible applied" should be $0.00. This aligns with the provided EOB figure.

**2. Out-of-Pocket Maximum (OOPM) Check:**
*   The individual OOPM is $6,000.00.
*   The YTD figure shows the member has only paid $1,500.00 towards their OOPM.
*   Since $1,500.00 is less than $6,000.00, the OOPM has not been reached. This means coinsurance will apply.

**3. Coinsurance Calculation:**
*   The allowed amount for this service is $1,450.00.
*   Since the deductible is satisfied and the OOPM is not reached, coinsurance applies.
*   My plan dictates 20% coinsurance for the member after the deductible.
*   So, the member's coinsurance responsibility is 20% of $1,450.00.
*   Calculation: $1,450.00 * 0.20 = $290.00.
*   Thus, the **Coinsurance** charged to the member is $290.00. This also aligns with the provided EOB figure.

**4. Total Member Responsibility:**
*   Member responsibility is generally the sum of applied deductible, coinsurance, and any copays.
*   Deductible applied: $0.00
*   Coinsurance: $290.00
*   Copay: $0.00 (Not mentioned, so assumed zero).
*   Total Member Responsibility = $0.00 + $290.00 = $290.00.
*   Therefore, the **Member Responsibility** for this claim is $290.00. This aligns with the provided EOB figure.

**5. Plan Paid Calculation:**
*   This is where I apply the "Ground Rule" I'm given: "member\_responsibility plus plan\_paid equals the allowed amount of the claim being reported".
*   I know the Allowed Amount is $1,450.00.
*   I've calculated the Member Responsibility as $290.00.
*   So, Plan Paid = Allowed Amount - Member Responsibility.
*   Plan Paid = $1,450.00 - $290.00 = $1,160.00.
*   My calculated **Plan Paid** amount is $1,160.00.

**6. Identifying the Discrepancy:**
*   Now, I compare my calculated values against the provided EOB figures:
    *   Allowed amount: EOB $1,450.00 / My Calculation $1,450.00 (Match)
    *   Deductible applied: EOB $0.00 / My Calculation $0.00 (Match)
    *   Coinsurance: EOB $290.00 / My Calculation $290.00 (Match)
    *   Member responsibility: EOB $290.00 / My Calculation $290.00 (Match)
    *   Plan paid: EOB $1,610.00 / My Calculation $1,160.00 (Mismatch!)

*   The prompt states "Exactly one line on the notice is wrong." Based on my calculations and the Ground Rule, the `plan_paid` figure is the incorrect one. My calculation of $1,160.00 for Plan Paid is derived directly from the allowed amount and the member's correct responsibility. The EOB's figure of $1,610.00, when added to the member responsibility of $290.00, totals $1,900.00, which does not equal the listed allowed amount of $1,450.00.

*   Therefore, I conclude that the `plan_paid` field is incorrect.

**7. Final Output:**
*   The incorrect field is "plan\_paid".
*   The correct value for `plan_paid` should be $1,160.00.
*   The amount the member owes, which is their calculated member responsibility, is $290.00.

I've reviewed the plan details, the claim specifics, the YTD figures, and applied the stated rules. The discrepancy in the "Plan paid" line is clear, and my calculated figure of $1,160.00 is consistent with the other data points and the fundamental rule that member costs plus plan payments must equal the allowed amount.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,600 tokens
**My Thought Process on Evaluating This EOB**

Alright, let's break down this Explanation of Benefits, working through it as I would any complex claims adjudication scenario. My primary goal here is to ensure accuracy, and it's clear from the outset that something is amiss with the "Plan Paid" figure.

First, I'm establishing the baseline. This is for the 2026 plan year, running from January 1st to December 31st. I've got the key figures noted: an individual in-network deductible of $1,500 and an out-of-pocket maximum (OOPM) of $6,000. For families, it's $3,000 and $12,000, respectively. The structure is an embedded deductible, which is important for how individual benefits roll up into family limits. Coinsurance kicks in after the deductible at 20% for the member and 80% for the plan. A critical detail: copays don't count towards the deductible, but they *do* credit the OOPM. All calculations are based on the "allowed amount."

Now, let's look at the specific claim for a service date of June 2nd, 2026 – an in-network outpatient infusion. The provider billed $3,900, but the plan's allowed amount is $1,450. This is our starting point for the adjudication.

Before this claim, the member had already met their individual deductible of $1,500. Crucially, they'd also met their family deductible of $3,000. Their out-of-pocket contributions, before this claim, stood at $1,500 for both the individual and family limits.

Given that the allowed amount is $1,450, and both the individual and family deductibles are already satisfied ($1,500 met individually, $3,000 met for the family), there's no deductible to apply to this specific service. So, `deductible_applied` is $0.00.

The remaining balance after the deductible is simply the allowed amount itself: $1,450.00.

Now, coinsurance applies. The in-network coinsurance is 20% for the member. So, the member's coinsurance responsibility is 20% of $1,450, which comes out to $290.00.

Before I finalize the member's responsibility, I need to check the OOPM. The member has $6,000 as their individual OOPM, and they've already contributed $1,500. That leaves $4,500 available before hitting their individual OOPM. The current coinsurance charge of $290.00 is well within this remaining limit.

So, the member's total responsibility for this claim is $0.00 (deductible) + $290.00 (coinsurance) = $290.00. This is what the member owes.

Consequently, the plan's payment should be the allowed amount minus the member's responsibility: $1,450.00 - $290.00 = $1,160.00.

I've done my calculations and noted the results: Allowed amount = $1,450.00 (correct). Deductible applied = $0.00 (correct). Coinsurance = $290.00 (correct). Member responsibility = $290.00 (correct). Plan paid = $1,160.00 (this is where my calculation differs from the EOB).

Looking at the EOB, it lists "Plan Paid" as $1,610.00. This immediately flags an error because the sum of the member's responsibility ($290.00) and the plan's payment ($1,610.00) is $1,900.00, which is significantly higher than the allowed amount of $1,450.00. The fundamental principle of adjudication is that the allowed amount equals the sum of the plan paid and the member responsibility. The "Plan Paid" figure of $1,610.00 is unequivocally incorrect.

Re-verifying my logic: Allowed Amount ($1,450.00) minus Member Responsibility ($290.00) *must* equal Plan Paid. Therefore, Plan Paid should be $1,160.00.

The EOB breakdown is:
1. Allowed: $1,450.00
2. Deductible: $0.00
3. Coinsurance: $290.00
4. Member Responsibility: $290.00
5. Plan Paid: $1,610.00

It's clear that Field 5, "Plan Paid," is the erroneous entry. The correct value should be $1,160.00, as it makes the math balance: $290.00 (Member Responsibility) + $1,160.00 (Correct Plan Paid) = $1,450.00 (Allowed Amount).

So, to summarize the error and correction, the `incorrect_field` is "plan_paid." The `correct_value` for that field is $1160.00. The amount the `member_owes` remains $290.00. My internal checks confirm these values and the format requirements are met.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K3 · Moonshot20.4s · 315 out | 58.7s · 450 out | 9.4s · 275 out
Attempt 1
Reasoning · 0 tokens
Let me work through this.

Plan: Bluebonnet PPO 1500. Individual deductible 1500 in-network. Member deductible credited before claim: 1500.00 — deductible met. Family deductible 3000, credited 3000 — met. So no deductible applies on this claim.

Service: in-network outpatient infusion, subject to deductible and coinsurance. Allowed 1450.00.

Coinsurance after deductible in-network: 20% member / 80% plan.

Member coinsurance: 20% × 1450 = 290.00. Plan pays 80% × 1450 = 1160.00.

EOB says plan paid 1610.00 — that's wrong. Member responsibility 290.00 is correct. Plan paid should be 1160.00.

Also member_responsibility + plan_paid must equal allowed: 290 + 1610 = 1900 ≠ 1450. So plan_paid is wrong; correct 1160.00.

Check OOPM: member OOP credited 1500, individual OOPM 6000 — not reached. So coinsurance applies.

incorrect_field: "plan_paid", correct_value: 1160.00, member_owes: 290.00.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 401 tokens
Let me work through this claim.

Claim facts:
- In-network outpatient infusion, subject to deductible and coinsurance
- Allowed: 1,450.00
- Member deductible credited before: 1,500.00 — individual deductible is 1,500.00, so member's individual deductible is satisfied.
- Family deductible credited before: 3,000.00 — family deductible is 3,000.00, so family deductible satisfied too.
- Member OOP credited before: 1,500.00 (OOPM individual 6,000.00 — not reached)
- Family OOP credited before: 1,500.00 (family OOPM 12,000.00 — not reached)

Since deductible is satisfied, coinsurance applies: 20% member of allowed 1,450.00 = 290.00. Plan pays 80% = 1,160.00.

So correct values:
- Allowed amount: 1,450.00 ✓ (matches EOB)
- Deductible applied: 0.00 ✓
- Coinsurance: 290.00 ✓
- Member responsibility: 290.00 ✓
- Plan paid: should be 1,160.00, but EOB says 1,610.00 ✗

Check: member_responsibility + plan_paid should equal allowed: 290.00 + 1,160.00 = 1,450.00. EOB: 290.00 + 1,610.00 = 1,900.00 ≠ 1,450.00. So plan_paid is wrong.

Incorrect field: "plan_paid", correct value: 1160.00, member_owes: 290.00.

Also check OOP: member OOP after would be 1,500 + 290 = 1,790 < 6,000, fine.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 221 tokens
Let me work through this.

Claim: in-network outpatient infusion, subject to deductible and coinsurance. Allowed 1,450.00.

Before claim: member deductible credited 1,500.00 → individual deductible (1500) met. Family deductible credited 3,000.00 → family deductible met. So deductible fully satisfied; deductible applied = 0.00. Correct.

Coinsurance: 20% of 1450 = 290.00. Correct.

Member OOP before: 1,500.00; OOPM individual 6,000, family 12,000 — not reached. So member responsibility = 290.00. Plan paid = 1450 - 290 = 1,160.00.

EOB says plan paid 1,610.00 — wrong. 1450 - 290 = 1160. Note 290 + 1610 = 1900 ≠ 1450. The wrong line is plan_paid; correct value 1,160.00.

member_owes = 290.00.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 2.5 Pro · Google24.5s · 2,306 out | 25.8s · 2,672 out | 32.4s · 3,365 out
Attempt 1
Reasoning · 2,255 tokens
Alright, let's break this down from my perspective as a health plan analyst tasked with reviewing this disputed Explanation of Benefits (EOB).

My primary objective here is to act as the health plan analyst, meticulously scrutinizing this EOB for a specific claim, cross-referencing it with the member's benefit plan, and then performing my own adjudication to pinpoint any discrepancies. The ultimate goal is to identify the single incorrect field on the EOB, provide its correct value, and then state the member's accurate financial responsibility for this particular service. I need to deliver this information as a JSON object with precise keys: `incorrect_field`, `correct_value`, and `member_owes`.

First, I'll familiarize myself thoroughly with the `Bluebonnet PPO 1500` plan document. I note that the plan year runs from January 1, 2026, to December 31, 2026, and the service date of June 2, 2026, falls squarely within this period. Key figures I'm looking at are the in-network deductible of $1500 for an individual and $3000 for a family, with an embedded structure. The coinsurance is 20% for the member and 80% for the plan, kicking in *after* the deductible is met. The out-of-pocket maximums (OOPM) are $6000 individual and $12000 family. Importantly, I see this is an "in-network outpatient infusion, subject to deductible and coinsurance," which tells me I won't be dealing with flat copays, but rather a calculation based on allowed amounts and benefit percentages.

Next, I'll meticulously review the provided `Claim Facts`. The date of service is June 2, 2026. The service is an in-network outpatient infusion, as expected. The billed amount is $3900, but I know for in-network services, the calculation is based on the `allowed` amount, which is $1450. This is crucial. I also need to consider the `Pre-claim accumulators`. For the member, the deductible is already at $1500 and the OOPM is at $1500. For the family, the deductible is at $3000 and the OOPM is at $1500.

Now, I'll proceed with my own `Adjudication Recalculation`.

1.  **Deductible Application:** My first step is to see if any of the allowed amount applies to the deductible. The member's individual in-network deductible is $1500, and their accumulator is already at $1500. This means their individual deductible is fully met. Similarly, the family's deductible is $3000, and their accumulator is also at $3000, meaning the family deductible is also met. Since both are met, *zero* dollars of the allowed amount will be applied to the deductible for this claim. So, `Deductible applied for this claim = 0.00`.

2.  **Coinsurance Application:** Since the deductible is met, the entire allowed amount of $1450 is subject to coinsurance. The plan specifies 20% member coinsurance. Therefore, my calculation for member coinsurance is $1450.00 * 0.20 = $290.00. So, `Coinsurance = 290.00`.

3.  **Total Member Responsibility:** The total amount the member owes for this claim is the sum of the deductible applied and the coinsurance. In this case, it's $0.00 + $290.00 = $290.00. So, `Member owes = 290.00`.

4.  **Plan Payment:** The plan's payment is the allowed amount minus the member's responsibility. This would be $1450.00 - $290.00 = $1160.00. So, `Plan paid = 1160.00`.

5.  **OOPM Check:** I'll briefly check the OOPM. The member's OOPM accumulator was $1500. Adding the $290.00 responsibility from this claim brings it to $1790.00. This is still well below the individual OOPM of $6000, so no OOPM adjustments are relevant here.

Now, the critical part: `Comparison with the issued EOB`. I'll go line by line.

*   **Allowed amount:** The EOB states $1450.00. My calculation uses $1450.00. This matches and is correct.
*   **Deductible applied:** The EOB says $0.00. My calculation is $0.00. This matches and is correct.
*   **Coinsurance:** The EOB says $290.00. My calculation is $290.00. This matches and is correct.
*   **Member responsibility:** The EOB says $290.00. My calculation is $290.00. This matches and is correct.
*   **Plan paid:** The EOB states $1610.00. My calculation resulted in $1160.00. This is where the discrepancy lies.

To confirm the EOB's error, I'll check its internal math. The allowed amount ($1450.00) *should* equal the sum of the member responsibility ($290.00) and the plan paid ($1610.00). However, $290.00 + $1610.00 equals $1900.00, which is not $1450.00. This confirms that the EOB is internally inconsistent, and the `plan_paid` field is the source of the error.

Therefore, the `incorrect_field` on the EOB is "plan_paid".
The `correct_value` for this field, based on my adjudication, is $1160.00.
The `member_owes` for this specific claim, which is their total correct financial responsibility, is $290.00.

Finally, I will format this as the requested JSON object.

```json
{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
```
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 2,621 tokens
Here's my thought process as I reviewed the Explanation of Benefits (EOB) to find that single error, as you, an expert in this field, would expect me to.

My primary objective was to meticulously audit a single claim's EOB and isolate the *one* discrepancy. This requires a systematic approach, going beyond just spotting an obvious arithmetic error and ensuring the foundational calculations align with the provided plan documents and the member's status.

Here's the plan I laid out for myself:

1.  **Establish the Member's Financial Standing:** Before diving into the claim itself, I needed to understand where the member and their family stood regarding their deductibles and out-of-pocket maximums *prior* to this claim being processed. This sets the baseline.
2.  **Re-adjudicate the Claim Independently:** Using the given plan details and the specific facts of this claim, I would perform my own adjudication from scratch. This means applying the plan rules as if I were processing it for the first time.
3.  **Direct Comparison:** Once I had my own calculated values for the key EOB fields (allowed amount, deductible, coinsurance, member responsibility, and plan paid), I'd compare them directly against the figures presented on the EOB.
4.  **Pinpoint the Error:** The crucial step is to identify which *single* field on the EOB deviates from my correct calculation.
5.  **Determine the Accurate Value:** For that identified incorrect field, I would state its correct value.
6.  **State Total Member Liability:** I would then confirm the total amount the member is actually responsible for paying on this claim, based on my corrected adjudication.
7.  **Format for Clarity:** Finally, I would package all this information into the requested JSON format.

Let's walk through how I executed this plan:

**Step 1: Analyzing the Member and Family Status**

First, I examined the provided accumulator data to understand the starting point.

*   **For the Member:**
    *   They had already accumulated $1,500.00 towards their individual in-network deductible of $1,500.00.
    *   *Conclusion:* The member's individual deductible was fully met *before* this claim.
    *   They had $1,500.00 accumulated towards their individual in-network Out-of-Pocket Maximum (OOPM) of $6,000.00.
    *   *Conclusion:* The member's individual OOPM was *not* met.

*   **For the Family:**
    *   They had $3,000.00 accumulated towards their family in-network deductible of $3,000.00.
    *   *Conclusion:* The family's deductible was fully met *before* this claim.
    *   They had $1,500.00 accumulated towards their family in-network OOPM of $12,000.00.
    *   *Conclusion:* The family's OOPM was *not* met.

**Step 2: Adjudicating the Claim from Scratch**

Now, I applied the plan rules to the specific claim details.

*   **Claim Date:** 2026-06-02
*   **Service:** This was an in-network outpatient infusion, explicitly noted as being subject to deductible and coinsurance.
*   **Allowed Amount:** The allowed amount for this service was $1,450.00.

*   **Deductible Calculation:**
    *   Since both the member's individual deductible and the family's deductible were already met ($1,500/$3,000 credited vs. $1,500/$3,000 required), *no* deductible would apply to this specific claim.
    *   *Result:* Deductible applied = $0.00.

*   **Coinsurance Calculation:**
    *   The plan clearly states: "Coinsurance after deductible, in-network... 20% member / 80% plan."
    *   Because the deductible was met, coinsurance applies to the *entire allowed amount*.
    *   Member's coinsurance: 20% of $1,450.00 = $290.00.

*   **Copay Calculation:**
    *   The service description (outpatient infusion subject to D&C) did not indicate any applicable copayments for this type of service. It wasn't an office visit, ER, urgent care, or pharmacy benefit that typically incurs a copay.
    *   *Result:* Copay = $0.00.

*   **Total Member Responsibility:**
    *   Deductible Applied: $0.00
    *   Coinsurance: $290.00
    *   Copay: $0.00
    *   *Total Member Owed (`member_owes`):* $0.00 + $290.00 + $0.00 = $290.00.

*   **Plan Paid Amount Calculation:**
    *   The plan's responsibility is the allowed amount minus the member's responsibility.
    *   Plan Paid = $1,450.00 (Allowed) - $290.00 (Member Responsibility) = $1,160.00.

*   **OOPM Check:**
    *   Adding the $290.00 coinsurance to the member's pre-claim OOPM accumulation of $1,500.00 results in a total of $1,790.00. This is well below the $6,000.00 individual OOPM, so there's no indication that the plan should have paid 100% due to OOPM exhaustion. My calculation appears sound.

**Step 3: Comparing My Adjudication to the EOB**

Now, I laid out the side-by-side comparison:

| Field                 | My Calculation | EOB Value | Match? |
| :-------------------- | :------------- | :-------- | :----- |
| `allowed_amount`      | 1450.00        | 1450.00   | Yes    |
| `deductible_applied`  | 0.00           | 0.00      | Yes    |
| `coinsurance`         | 290.00         | 290.00    | Yes    |
| `member_responsibility` | 290.00         | 290.00    | Yes    |
| `plan_paid`           | 1160.00        | 1610.00   | NO     |

**Step 4: Identifying the Error**

Based on the direct comparison, the `plan_paid` field on the EOB is clearly incorrect.

**Step 5: Determining the Correct Value**

My independent adjudication calculated the correct `plan_paid` amount to be $1,160.00.

**Step 6: Calculating Total Member Responsibility**

The total amount the member is responsible for paying on this claim, as derived from my correct adjudication, is $290.00.

**Crucial Re-evaluation Point:**

As I was reviewing, I performed a quick sanity check on the EOB's internal arithmetic: `Allowed Amount = Member Responsibility + Plan Paid`.
On the EOB: $1,450.00 = $290.00 + $1,610.00$?
$290.00 + $1,610.00$ actually equals $1,900.00. So, $1,450.00 \neq 1,900.00$. The EOB is internally inconsistent.

The prompt's constraint is critical: "Exactly one line on the notice is wrong." This means that *if* the other four fields are correct, the fifth *must* be the error. I systematically confirmed that `allowed_amount`, `deductible_applied`, `coinsurance`, and `member_responsibility` were all correctly calculated based on the plan and claim facts.

*   If `allowed_amount` were wrong, it would imply a different claim submission or a mistake in stating the service cost, which contradicts the provided facts.
*   `deductible_applied` being $0.00 is definitively correct given the member's accumulator status.
*   `coinsurance` of $290.00 is the correct 20% of the allowed amount, as the deductible was met.
*   `member_responsibility` of $290.00 is the sum of deductible (0) and coinsurance (290), which is correct.

Therefore, the only logical conclusion is that the `plan_paid` value is the single incorrect entry. The EOB simply made a subtraction error when calculating the plan's portion, leading to the internal inconsistency.

**Step 7: Formatting the Output**

Finally, I compiled these findings into the required JSON structure.

The summary of my thought process, leading to the identification of the error and the correct values, is as follows: I systematically verified the member's financial standing before the claim, then meticulously re-adjudicated the claim using the plan's rules to determine the correct allowed amount, deductible application, coinsurance, member responsibility, and plan paid amount. By comparing my independent calculations to the provided EOB, I identified that the `plan_paid` field was the sole discrepancy. My re-adjudication confirmed that the member's responsibility was $290.00, and the plan should have paid $1,160.00, not the $1,610.00 erroneously stated on the EOB. This deviation also highlighted an internal arithmetic inconsistency on the EOB itself, reinforcing that the `plan_paid` figure was indeed the single incorrect line item.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 3,314 tokens
Alright, let's break this down from my perspective as a health plan analyst reviewing this disputed Explanation of Benefits (EOB).

My task is to meticulously go through the provided plan document and the claim facts to verify the accuracy of the EOB that was issued. I need to pinpoint exactly where it went wrong, provide the correct figure for that specific line item, and then state the total amount the member should ultimately be responsible for paying on this claim. Finally, I need to package this information into a specific JSON format.

First, I'm looking at the "PLAN DOCUMENT — Bluebonnet PPO 1500". It's crucial to understand the member's coverage. The plan year is 2026, and this claim falls well within it. For in-network services, the individual deductible is $1,500, and the family deductible is $3,000. It's an "EMBEDDED" structure, meaning either the individual hitting $1,500 or the family hitting $3,000 satisfies it. The out-of-pocket maximums (OOPM) are $6,000 for an individual and $12,000 for a family. After the deductible is met, there's a 20% member coinsurance. Importantly, cost-sharing is based on the "allowed amount."

Next, I turn to the "CLAIM FACTS". The service was an in-network outpatient infusion on June 2, 2026, which correctly indicates it's subject to deductible and coinsurance, not a copay. The "Billed" amount isn't relevant for calculating what the member owes; it's the "Allowed" amount that matters, which is $1,450.00.

Now, the critical part: the "Pre-claim accumulators (Member)". This tells me that before this claim, the member's individual deductible was already at $1,500, and their individual OOPM was also $1,500. For the "Family", the deductible accumulator was $3,000, and the OOPM was $1,500.

Let's start the adjudication calculation based on these facts and the plan document:

1.  **Deductible:** The member's individual deductible is $1,500. They've already met $1,500. The family deductible is $3,000, and they've met $3,000. Since both the individual and family deductibles are fully satisfied, no portion of this $1,450 allowed amount should be applied to the deductible. The EOB correctly shows `Deductible applied` as $0.00.

2.  **Coinsurance:** Since the deductible is met, the full allowed amount of $1,450 is subject to coinsurance. The plan's in-network coinsurance rate for the member is 20%. So, the member's coinsurance responsibility is $1,450.00 * 20% = $290.00. The EOB shows `Coinsurance` as $290.00, which is correct.

3.  **Member Responsibility:** This is the sum of the deductible applied and the coinsurance. In this case, it's $0.00 + $290.00 = $290.00. The EOB shows `Member responsibility` as $290.00, which is also correct.

4.  **OOPM Check:** The member's OOPM accumulator before this claim was $1,500. Adding the $290.00 coinsurance would bring it to $1,790.00, which is still well below the individual OOPM limit of $6,000. So, the calculation of $290.00 for the member's responsibility holds.

5.  **Plan Paid:** This is calculated as the `Allowed amount` minus the `Member responsibility`. So, $1,450.00 - $290.00 = $1,160.00.

Now, I compare my calculation to the EOB as issued:
*   `Allowed amount`: $1,450.00 (Matches my calculation)
*   `Deductible applied`: $0.00 (Matches my calculation)
*   `Coinsurance`: $290.00 (Matches my calculation)
*   `Member responsibility`: $290.00 (Matches my calculation)
*   `Plan paid`: $1,610.00 (This does NOT match my calculation of $1,160.00)

The EOB clearly has an issue. If I look at the EOB's own numbers, `Member responsibility` ($290.00) + `Plan paid` ($1,610.00) = $1,900.00. This sum does not equal the `Allowed amount` of $1,450.00, indicating an internal inconsistency on the EOB.

Given that I'm told "Exactly one line on the notice is wrong," and my detailed calculations confirm the `Allowed amount`, `Deductible applied`, `Coinsurance`, and `Member responsibility` are all correct, the only logical conclusion is that the `Plan paid` figure is the erroneous one. The EOB simply stated the wrong amount for what the plan covered.

Therefore, the `incorrect_field` is `plan_paid`.
The `correct_value` for `plan_paid` should be $1,160.00.
And the `member_owes` amount, which is the correct `Member responsibility` for this claim, is $290.00.

Here is the required output in JSON format:

```json
{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
```
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.2 · Z.ai10.0s · 1,407 out | 60.3s · 1,063 out | 6.8s · 636 out
Attempt 1
Reasoning · 1,366 tokens
Let me carefully analyze this claim against the plan document.

**Plan Facts:**
- Individual deductible (in-network): 1500.00
- Family deductible (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.
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Copays do NOT credit the deductible. Copays always credit the OOPM.

**Claim Facts:**
- Date: 2026-06-02
- Service: In-network outpatient infusion, subject to deductible and coinsurance
- Billed: 3900.00
- Allowed: 1450.00
- Member deductible credited before this claim: 1500.00
- Member OOP credited before this claim: 1500.00
- Family deductible credited before this claim: 3000.00
- Family OOP credited before this claim: 1500.00

**EOB as issued:**
- Allowed amount: 1450.00
- Deductible applied: 0.00
- Coinsurance: 290.00
- Member responsibility: 290.00
- Plan paid: 1610.00

**Analysis:**

The member deductible credited before this claim is 1500.00, which equals the individual deductible of 1500.00. So the member's individual deductible is already satisfied.

The family deductible credited before this claim is 3000.00, which equals the family deductible of 3000.00. So the family deductible is also satisfied.

Under the embedded structure, an individual satisfies the individual deductible on their own. The member has already met their individual deductible (1500.00 credited = 1500.00 threshold). So for this claim, the deductible should not apply — the member has already met their individual deductible.

Wait, let me re-read the embedded structure rule: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first."

So the individual deductible is 1500.00. The member has 1500.00 credited. So the individual deductible is met. The family deductible is 3000.00, and family has 3000.00 credited. So the family deductible is also met. Either way, the deductible is satisfied.

So for this claim:
- Deductible applied: 0.00 (because both individual and family deductibles are already met)
- After deductible, coinsurance applies: 20% member of 1450.00 = 290.00
- Member responsibility: 290.00
- Plan paid: 1450.00 - 290.00 = 1160.00

Wait, the EOB says plan paid 1610.00. That's wrong. 1450.00 - 290.00 = 1160.00, not 1610.00.

Let me check: 1450.00 - 290.00 = 1160.00. Yes.

The EOB says plan paid 1610.00. That would imply member responsibility of 1450.00 - 1610.00 = -160.00, which doesn't make sense. Or perhaps they calculated 1450.00 + 290.00 - 80%? No, let me think... 1610.00 = 1450.00 + 160.00? That's 80% of... no. Actually, 80% of 1450.00 = 1160.00, not 1610.00. So 1610.00 is just wrong.

Wait, maybe they did 1450.00 + 290.00 = 1740.00? No. Or maybe they did something like 1450.00 × 1.11? No.

Actually, I think the EOB may have made an error where they added instead of subtracted, or made some other computational error. Let me verify:

If deductible applied = 0.00 and coinsurance = 290.00, then member responsibility should be 0.00 + 290.00 = 290.00 (which matches the EOB). And plan paid should be 1450.00 - 290.00 = 1160.00. The EOB says 1610.00, which is wrong.

So the incorrect field is "plan_paid" and the correct value is 1160.00.

Let me double-check:
- Allowed amount: 1450.00 ✓
- Deductible applied: 0.00 — member deductible already met (1500.00 credited = 1500.00 individual deductible) ✓
- Coinsurance: 20% × 1450.00 = 290.00 ✓
- Member responsibility: 0.00 + 290.00 = 290.00 ✓
- Plan paid: 1450.00 - 290.00 = 1160.00, not 1610.00 ✗

So the incorrect field is "plan_paid" with correct value 1160.00.

Member owes: 290.00 (same as member responsibility).

Let me verify the accumulator logic once more:
- Member deductible before: 1500.00 (= individual deductible of 1500.00) → deductible met
- Family deductible before: 3000.00 (= family deductible of 3000.00) → family deductible met
- So no deductible applies to this claim. ✓

- Member OOP before: 1500.00 (individual OOPM is 6000.00, so not yet met)
- After this claim: member OOP = 1500.00 + 290.00 = 1790.00 (still under 6000.00) ✓
- Family OOP before: 1500.00 (family OOPM is 12000.00, so not yet met)
- After this claim: family OOP = 1500.00 + 290.00 = 1790.00 (still under 12000.00) ✓

Everything checks out. The incorrect field is "plan_paid" with correct value 1160.00, and member owes 290.00.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 832 tokens
Let me reconcile the EOB against the plan and claim facts.

**Claim facts:**
- Date of service: 2026-06-02
- In-network outpatient infusion, subject to deductible and coinsurance
- Billed: 3,900.00
- Allowed: 1,450.00
- Member deductible credited before this claim: 1,500.00
- Member OOP credited before this claim: 1,500.00
- Family deductible credited before this claim: 3,000.00
- Family OOP credited before this claim: 1,500.00

**Plan details:**
- Individual deductible (in-network): 1,500.00
- Family deductible (in-network): 3,000.00
- Embedded structure
- Individual OOP max (in-network): 6,000.00
- Family OOP max (in-network): 12,000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan

**Analysis:**

The member's deductible credited before this claim is 1,500.00, which equals the individual deductible of 1,500.00. So the member's deductible is already satisfied.

Wait, let me think about this more carefully. The deductible credited is 1,500.00, and the individual deductible is 1,500.00. So the deductible is already met. That means no deductible applies to this claim; it goes straight to coinsurance.

The family deductible credited is 3,000.00, which equals the family deductible of 3,000.00. So the family deductible is also satisfied.

Since the deductible is already satisfied, the claim goes to coinsurance:
- Allowed: 1,450.00
- Coinsurance (20% member): 1,450.00 × 0.20 = 290.00
- Plan pays (80%): 1,450.00 × 0.80 = 1,160.00
- Member responsibility: 290.00

Let me check the OOPM:
- Member OOP credited before: 1,500.00
- Individual OOP max: 6,000.00
- After this claim, member OOP would be 1,500.00 + 290.00 = 1,790.00, which is under 6,000.00
- So OOPM is not reached.

The EOB says:
- Allowed amount: 1,450.00 ✓
- Deductible applied: 0.00 ✓ (deductible already satisfied)
- Coinsurance: 290.00 ✓ (1,450.00 × 20%)
- Member responsibility: 290.00 ✓
- Plan paid: 1,610.00 ✗

Wait, plan paid should be 1,450.00 - 290.00 = 1,160.00, but the EOB says 1,610.00.

1,450.00 - 290.00 = 1,160.00

The EOB says plan paid is 1,610.00. That's wrong. It should be 1,160.00.

Wait, but the instructions say "member_responsibility plus plan_paid equals the allowed amount of the claim being reported, on every item that asks for both."

So member responsibility (290.00) + plan_paid (1,610.00) = 1,900.00, which does NOT equal the allowed amount of 1,450.00. That's the error.

The correct plan_paid should be 1,450.00 - 290.00 = 1,160.00.

So:
- incorrect_field: "plan_paid"
- correct_value: 1160.00
- member_owes: 290.00

Let me double-check: 290.00 + 1,160.00 = 1,450.00 ✓
Looking at this claim:

**Deductible status:** Member deductible credited before this claim = 1,500.00, which equals the individual in-network deductible of 1,500.00. Deductible is fully satisfied, so 0.00 deductible applies. ✓ on EOB.

**Coinsurance:** 20% of 1,450.00 = 290.00. ✓ on EOB.

**Member responsibility:** 290.00 (coinsurance only, no deductible, OOPM not reached). ✓ on EOB.

**Plan paid:** Should be 1,450.00 − 290.00 = 1,160.00. EOB shows 1,610.00, which is wrong. Also, 290.00 + 1,610.00 = 1,900.00 ≠ 1,450.00 allowed, confirming the error.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 596 tokens
Let me analyze this claim carefully.

Claim facts:
- Date: 2026-06-02
- In-network outpatient infusion, subject to deductible and coinsurance
- Billed: 3,900.00
- Allowed: 1,450.00
- Member deductible credited before this claim: 1,500.00 (individual deductible is 1,500.00, so member deductible is already satisfied)
- Member OOP credited before this claim: 1,500.00
- Family deductible credited before this claim: 3,000.00 (family deductible is 3,000.00, so family deductible is also satisfied)
- Family OOP credited before this claim: 1,500.00

Plan:
- Individual in-network deductible: 1,500.00
- Family in-network deductible: 3,000.00
- Embedded structure
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Individual in-network OOPM: 6,000.00
- Family in-network OOPM: 12,000.00

Since the member's deductible is already fully credited at 1,500.00 (which equals the individual deductible of 1,500.00), the deductible is satisfied. No more deductible applies.

So for this claim:
- Allowed: 1,450.00
- Deductible applied: 0.00 (deductible already met)
- Coinsurance: 20% of 1,450.00 = 290.00
- Member responsibility: 290.00
- Plan paid: 1,450.00 - 290.00 = 1,160.00

The EOB says:
- Allowed: 1,450.00 ✓
- Deductible applied: 0.00 ✓
- Coinsurance: 290.00 ✓
- Member responsibility: 290.00 ✓
- Plan paid: 1,610.00 ✗ (should be 1,160.00)

Wait, let me double-check. 1,450.00 - 290.00 = 1,160.00. The EOB says 1,610.00, which is wrong.

Actually, let me check: 1,450 + 160 = 1,610. That doesn't make sense either. The plan paid should be allowed amount minus member responsibility = 1,450.00 - 290.00 = 1,160.00.

So the incorrect field is "plan_paid" with correct value 1,160.00.

Member owes: 290.00 (the coinsurance amount, since deductible is already met and OOPM not yet reached - member OOP is 1,500 + 290 = 1,790, well below 6,000).
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 4.8 · Anthropic2.2s · 141 out | 2.3s · 132 out | 2.3s · 120 out
Attempt 1
Member deductible already at 1500 (satisfied), so no deductible applies. Coinsurance = 20% of 1450 = 290.00. Member responsibility = 290.00. Plan paid should be 1450 - 290 = 1160.00, not 1610.00.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Member deductible already met (1500). Coinsurance 20% of 1450 = 290.00. Member responsibility 290.00 correct. Plan paid should be 1450 - 290 = 1160.00, but EOB says 1610.00.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Member deductible already satisfied (1500). Coinsurance = 20% × 1450 = 290.00. Member owes 290.00. Plan paid should be 1450 - 290 = 1160.00.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 5 · Anthropic2.4s · 171 out | 4.3s · 247 out | 3.6s · 224 out
Attempt 1
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 4.6 · Anthropic7.9s · 461 out | 7.2s · 343 out | 7.7s · 446 out
Attempt 1
I need to reconcile the EOB against the claim facts and plan rules.

**Step 1: Determine deductible status**
- Member deductible credited before this claim: 1,500.00
- Individual deductible threshold: 1,500.00
- Member's individual deductible is fully satisfied. ✓

- Family deductible credited before this claim: 3,000.00
- Family deductible threshold: 3,000.00
- Family deductible is fully satisfied. ✓

So deductible applied = 0.00 ✓ (correct on EOB)

**Step 2: Determine OOPM status**
- Member OOPM credited before this claim: 1,500.00
- Individual OOPM: 6,000.00
- Member has 6,000.00 - 1,500.00 = 4,500.00 remaining OOPM headroom.

**Step 3: Calculate coinsurance**
- Service is in-network, deductible satisfied → 20% member / 80% plan
- Member coinsurance = 20% × 1,450.00 = 290.00

EOB shows coinsurance = 290.00 ✓

**Step 4: Check member responsibility and plan paid**
- Member responsibility = 290.00 ✓ (matches coinsurance, OOPM not exceeded)
- Plan paid should = 1,450.00 - 290.00 = 1,160.00

EOB shows plan paid = 1,610.00 — this is **wrong**. The correct plan paid is 1,160.00.

The EOB has plan_paid incorrect. Member responsibility is correctly 290.00.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
The member's individual deductible is already fully satisfied (1,500.00 credited vs. 1,500.00 threshold), and the family deductible is also fully satisfied (3,000.00 credited vs. 3,000.00 threshold). So deductible_applied = 0.00 is correct.

After deductible, in-network coinsurance is 20% member share.
20% × 1,450.00 = 290.00.

Now check the OOPM. Member OOPM credited before this claim = 1,500.00. Individual OOPM = 6,000.00. Remaining OOPM = 6,000.00 − 1,500.00 = 4,500.00. The coinsurance of 290.00 is well within the remaining OOPM, so no cap applies.

So coinsurance = 290.00 ✓, member_responsibility = 290.00 ✓.

Plan paid = allowed − member_responsibility = 1,450.00 − 290.00 = 1,160.00.

The EOB states plan_paid = 1,610.00, which is wrong. The correct value is 1,160.00.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Let me work through the adjudication:

**Prior accumulators:**
- Member deductible: 1,500.00 (fully satisfied — individual threshold is 1,500.00)
- Family deductible: 3,000.00 (fully satisfied — family threshold is 3,000.00)
- Member OOP: 1,500.00
- Family OOP: 1,500.00

**This claim:** In-network outpatient infusion, allowed 1,450.00, subject to deductible and coinsurance.

Since the member's individual deductible is already fully satisfied (1,500.00 credited ≥ 1,500.00 individual threshold), and the family deductible is also satisfied, no deductible applies. The EOB correctly shows deductible_applied = 0.00.

**Coinsurance:** Member owes 20% of allowed amount after deductible.
- 20% × 1,450.00 = 290.00

**OOP check:** Member's current OOP = 1,500.00. OOP max = 6,000.00. Adding 290.00 brings it to 1,790.00 — well under the cap. So no OOP max truncation.

The coinsurance = 290.00 is correct.
Member responsibility = 290.00 is correct.
Plan paid should = 1,450.00 − 290.00 = **1,160.00**, not 1,610.00.

The EOB states plan_paid = 1,610.00, but 1,450.00 − 290.00 = 1,160.00. That is the error.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.7 Max · Alibaba19.8s · 1,071 out | 13.0s · 983 out | 11.4s · 1,032 out
Attempt 1
Reasoning · 1,020 tokens
Let me work through this claim step by step.

**Claim Facts:**
- Date of service: 2026-06-02
- Service: In-network outpatient infusion, subject to deductible and coinsurance
- Billed: 3,900.00
- Allowed: 1,450.00
- Member deductible credited before this claim: 1,500.00
- Member OOP credited before this claim: 1,500.00
- Family deductible credited before this claim: 3,000.00
- Family OOP credited before this claim: 1,500.00

**Plan Details (Bluebonnet PPO 1500):**
- Individual deductible (in-network): 1,500.00
- Family deductible (in-network): 3,000.00
- Structure: EMBEDDED
- Individual OOPM (in-network): 6,000.00
- Family OOPM (in-network): 12,000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Member cost share calculated from ALLOWED amount

**Step 1: Check deductible status**
- Member deductible credited before this claim: 1,500.00
- Individual deductible threshold: 1,500.00
- So the member's individual deductible is FULLY satisfied.
- Family deductible credited before this claim: 3,000.00
- Family deductible threshold: 3,000.00
- So the family deductible is also FULLY satisfied.

Since the deductible is fully satisfied, no deductible applies to this claim. Deductible applied = 0.00. ✓

**Step 2: Calculate coinsurance**
- Allowed amount: 1,450.00
- Since deductible is satisfied, coinsurance applies.
- In-network coinsurance: 20% member
- Member coinsurance = 1,450.00 × 20% = 290.00

**Step 3: Check OOPM**
- Member OOP credited before this claim: 1,500.00
- Individual OOPM (in-network): 6,000.00
- Remaining OOPM capacity: 6,000.00 - 1,500.00 = 4,500.00
- The coinsurance of 290.00 is well within the remaining OOPM capacity.
- So the full 290.00 applies.

**Step 4: Member responsibility**
- Deductible applied: 0.00
- Coinsurance: 290.00
- Member responsibility = 0.00 + 290.00 = 290.00

**Step 5: Plan paid**
- Plan pays: Allowed amount - Member responsibility
- Plan paid = 1,450.00 - 290.00 = 1,160.00

**Now check the EOB:**
- Allowed amount: 1,450.00 ✓
- Deductible applied: 0.00 ✓
- Coinsurance: 290.00 ✓
- Member responsibility: 290.00 ✓
- Plan paid: 1,610.00 ✗ — This is wrong!

The plan paid should be 1,160.00, not 1,610.00.

Wait, let me re-check. The EOB says plan paid 1,610.00. But the allowed amount is 1,450.00 and member responsibility is 290.00. So plan paid should be 1,450.00 - 290.00 = 1,160.00.

Actually, 1,610.00 is more than the allowed amount of 1,450.00. That's clearly wrong. The plan can't pay more than the allowed amount.

Let me verify: 1,450.00 - 290.00 = 1,160.00. Yes.

So the incorrect field is "plan_paid" and the correct value is 1,160.00.

Member owes: 290.00
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 932 tokens
Let me analyze this claim against the plan document and the claim facts.

**Claim Facts:**
- Date of service: 2026-06-02
- Service: In-network outpatient infusion, subject to deductible and coinsurance
- Billed: 3,900.00
- Allowed: 1,450.00
- Member deductible credited before this claim: 1,500.00
- Member out-of-pocket credited before this claim: 1,500.00
- Family deductible credited before this claim: 3,000.00
- Family out-of-pocket credited before this claim: 1,500.00

**Plan Rules:**
- Individual deductible (in-network): 1,500.00
- Family deductible (in-network): 3,000.00
- Structure: EMBEDDED
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Individual OOPM (in-network): 6,000.00
- Family OOPM (in-network): 12,000.00

**Analysis:**

1. **Deductible status:** The member has already credited 1,500.00 to their individual deductible, which equals the individual deductible of 1,500.00. So the deductible is satisfied. Deductible applied = 0.00. ✓

2. **Coinsurance:** Since the deductible is satisfied, coinsurance applies at 20% member / 80% plan.
   - Allowed amount: 1,450.00
   - Member coinsurance: 20% × 1,450.00 = 290.00 ✓
   - Plan coinsurance: 80% × 1,450.00 = 1,160.00

3. **Member responsibility:** The member's responsibility is the coinsurance amount = 290.00 ✓

4. **Plan paid:** The plan pays 80% of the allowed amount = 1,160.00
   - The EOB says plan paid 1,610.00, which is wrong.
   - Let me check: member_responsibility (290.00) + plan_paid should equal allowed amount (1,450.00)
   - 290.00 + 1,610.00 = 1,900.00 ≠ 1,450.00
   - So plan_paid is wrong. It should be 1,450.00 - 290.00 = 1,160.00

5. **Allowed amount:** 1,450.00 ✓

6. **OOPM check:** Member OOPM credited before: 1,500.00. Adding 290.00 would bring it to 1,790.00, which is well below the individual OOPM of 6,000.00. So OOPM doesn't cap anything here.

So the incorrect field is "plan_paid" and the correct value is 1,160.00.

The member_owes is the member's correct responsibility: 290.00.

Let me double-check:
- Allowed: 1,450.00 ✓
- Deductible applied: 0.00 ✓ (deductible already met)
- Coinsurance: 290.00 ✓ (20% of 1,450.00)
- Member responsibility: 290.00 ✓ (deductible 0 + coinsurance 290 = 290)
- Plan paid: 1,160.00 (80% of 1,450.00) — EOB says 1,610.00, which is WRONG

Exactly one line is wrong: plan_paid. Correct value: 1,160.00.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 981 tokens
Let me work through this claim adjudication step by step.

**Claim Facts:**
- Date of service: 2026-06-02
- Service: In-network outpatient infusion, subject to deductible and coinsurance
- Billed: 3,900.00
- Allowed: 1,450.00
- Member deductible credited before this claim: 1,500.00
- Member OOP credited before this claim: 1,500.00
- Family deductible credited before this claim: 3,000.00
- Family OOP credited before this claim: 1,500.00

**Plan Details:**
- Individual deductible (in-network): 1,500.00
- Family deductible (in-network): 3,000.00
- Structure: EMBEDDED
- Individual OOP max (in-network): 6,000.00
- Family OOP max (in-network): 12,000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan

**Step 1: Check deductible status**
- Member deductible credited: 1,500.00
- Individual deductible threshold: 1,500.00
- Member deductible is SATISFIED (1,500 >= 1,500)

- Family deductible credited: 3,000.00
- Family deductible threshold: 3,000.00
- Family deductible is SATISFIED (3,000 >= 3,000)

So no deductible applies to this claim. Deductible applied = 0.00. This matches the EOB.

**Step 2: Calculate coinsurance**
- Allowed amount: 1,450.00
- Since deductible is satisfied, coinsurance applies.
- Member coinsurance: 20% of 1,450.00 = 290.00
- This matches the EOB.

**Step 3: Check OOP max**
- Member OOP credited before this claim: 1,500.00
- Individual OOP max (in-network): 6,000.00
- Member has NOT reached OOP max (1,500 < 6,000)
- So coinsurance applies normally.

**Step 4: Member responsibility**
- Deductible applied: 0.00
- Coinsurance: 290.00
- Member responsibility: 0.00 + 290.00 = 290.00
- This matches the EOB.

**Step 5: Plan paid**
- Allowed amount: 1,450.00
- Member responsibility: 290.00
- Plan paid: 1,450.00 - 290.00 = 1,160.00

But the EOB says plan paid: 1,610.00. That's wrong!

Let me verify: member_responsibility + plan_paid should equal allowed amount.
- EOB: 290.00 + 1,610.00 = 1,900.00 ≠ 1,450.00

So plan_paid is wrong. The correct value is 1,160.00.

Let me double-check everything:
- Allowed: 1,450.00 ✓ (matches EOB)
- Deductible applied: 0.00 ✓ (deductible already satisfied, matches EOB)
- Coinsurance: 290.00 ✓ (20% of 1,450 = 290, matches EOB)
- Member responsibility: 290.00 ✓ (0 + 290 = 290, matches EOB)
- Plan paid: should be 1,450 - 290 = 1,160.00, but EOB says 1,610.00 ✗

The incorrect field is "plan_paid" and the correct value is 1,160.00.

member_owes = 290.00
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 · Z.ai4.5s · 657 out | 4.3s · 966 out | 5.7s · 740 out
Attempt 1
Reasoning · 527 tokens
Let me work through this carefully.

Plan facts:
- Individual in-network deductible: 1500.00, embedded structure
- Family in-network deductible: 3000.00
- Family out-of-pocket: 12000.00, individual OOPM in-network 6000.00
- Coinsurance in-network after deductible: 20% member / 80% plan
- Member cost share from allowed amount.

Claim facts:
- In-network outpatient infusion, subject to deductible and coinsurance.
- Allowed: 1450.00
- Member deductible credited before claim: 1500.00 (individual deductible fully satisfied)
- Family deductible credited before claim: 3000.00 (family deductible also fully satisfied)
- Member OOP credited before: 1500.00 (below 6000 individual OOPM)
- Family OOP credited: 1500.00 (below 12000)

Adjudication:
- Deductible applied: 0.00 (deductible already satisfied — individual at 1500.00, family at 3000.00; embedded, whichever comes first — both satisfied).
- Coinsurance: 20% of 1450.00 = 290.00.
- Member responsibility: 290.00.
- Plan paid: 1450.00 − 290.00 = 1160.00.

EOB says plan paid 1610.00. That's wrong. 1610.00 would be 1450.00 + 160.00? Hmm, maybe they computed 80% of... no. 1610 = 1450 + 160. Actually if they used billed 3900? 3900 − 2290? Whatever. The incorrect field is plan_paid, correct value 1160.00. Member owes 290.00.

Check: member_responsibility + plan_paid = allowed amount: 290 + 1160 = 1450. ✓

Also check the EOB's deductible applied 0.00 — correct since deductible already credited 1500.00 individual (and family 3000.00). Coinsurance 290.00 = 20% of 1450. Correct. Member responsibility 290.00 correct. Allowed 1450.00 correct. So plan_paid is the single wrong line: 1160.00 not 1610.00.

Note: the family OOP credited is 1500.00, but member OOP credited is 1500.00 too — wait, family OOP credited 1500 equals member's 1500, meaning only this member has accumulated. Fine, doesn't affect this claim. Member coinsurance 290 doesn't hit OOPM (1500+290=1790 < 6000; family 1790 < 12000).

The output keys: incorrect_field = "plan_paid", correct_value = 1160.00, member_owes = 290.00.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 752 tokens
Let me work through this carefully.

Plan: Bluebonnet PPO 1500, plan year 2026.

Deductible:
- Individual in-network: 1500.00
- Family in-network: 3000.00
- Structure: EMBEDDED
- OON individual: 3000.00 (single member deductible balance across network tiers)

OOPM:
- Individual in-network: 6000.00
- Family in-network: 12000.00
- Individual OON: 12000.00

Cost share:
- Coinsurance after deductible in-network: 20% member / 80% plan
- Copays don't credit deductible, copays credit OOPM.

Claim facts:
- DOS 2026-06-02
- In-network outpatient infusion, subject to deductible and coinsurance
- Billed: 3900.00
- Allowed: 1450.00
- Member deductible credited before this claim: 1500.00 (so individual deductible is fully satisfied)
- Member OOP credited before: 1500.00
- Family deductible credited before: 3000.00 (family deductible fully satisfied)
- Family OOP credited before: 1500.00

Adjudication:
- Individual deductible already met (1500.00 credited against a 1500.00 individual threshold). Family deductible also met (3000.00 of 3000.00).
- So deductible applied on this claim = 0.00. That matches the EOB.
- Coinsurance: 20% of allowed 1450.00 = 290.00. Member responsibility = 290.00.
- Plan paid = allowed − member responsibility = 1450.00 − 290.00 = 1160.00. The EOB says plan paid 1,610.00, which is wrong. Note 1610.00 = 3900.00 − 290.00? No, 3900 − 290 = 3610. Hmm. 1610 = 1450 − 290 + 450? Actually 1610 = 3900 − 2290? Let me think: maybe they computed plan paid as billed minus member responsibility? No, that'd be 3610. Maybe they computed 1450 − 290 = 1160 correct; 1610 is just an error. Perhaps they used 80% of billed? 80% of 3900 = 3120, no. 40% of... no. Anyway.

Wait — check OOPM: member OOP credited before = 1500.00, individual OOPM in-network = 6000.00. Not reached. Family OOP 1500 of 12000. Not reached. So no OOPM cap intervention.

So:
- allowed_amount: 1450.00 — correct per EOB.
- deductible_applied: 0.00 — correct (deductibles fully met).
- coinsurance: 290.00 — correct (20% × 1450 = 290).
- member_responsibility: 290.00 — correct.
- plan_paid: 1610.00 — WRONG. Should be 1450.00 − 290.00 = 1160.00.

The constraint says member_responsibility + plan_paid = allowed amount. 290 + 1160 = 1450. ✓

So incorrect_field = "plan_paid", correct_value = 1160.00, member_owes = 290.00.

Rounding: 20% of 1450 = 290.00 exactly.

Double-check the deductible logic: member deductible credited before = 1500.00, which equals the individual in-network deductible. Service is in-network, so threshold is 1500.00. Deductible remainder = 0. Family also met. Deductible applied = 0. Coinsurance applies to full allowed amount: 0.20 × 1450 = 290.00.

OOPM check: member OOP credited 1500.00 < 6000.00, so no cap. Family OOP 1500 < 12000. Member responsibility 290.00 stands.

So the one wrong line is plan_paid: 1610.00 → 1160.00. Member owes 290.00.

Output JSON with the three keys.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 564 tokens
Let me work through this.

Claim facts:
- Date of service: 2026-06-02
- In-network outpatient infusion, subject to deductible and coinsurance
- Billed: 3,900.00
- Allowed: 1,450.00
- Member deductible credited before claim: 1,500.00 — individual deductible in-network is 1,500.00, so member deductible is fully satisfied.
- Member OOP credited before: 1,500.00
- Family deductible credited before: 3,000.00 — family deductible is 3,000.00, so family deductible also fully satisfied.
- Family OOP credited before: 1,500.00

Since member deductible credited = 1,500.00 = individual deductible (and family deductible also satisfied at 3,000.00), the deductible is fully met. So deductible applied should be 0.00 — that matches the EOB.

Coinsurance: in-network 20% member. Allowed 1,450.00 × 20% = 290.00. Member OOP credited before = 1,500.00, far below 6,000 individual OOPM (and family 12,000, credited 1,500). So no OOPM reached. Member responsibility = 290.00. Plan paid = allowed − member responsibility = 1,450.00 − 290.00 = 1,160.00.

EOB says plan paid 1,160... no, EOB says plan paid 1,610.00. That's wrong. Correct plan paid = 1,160.00.

Check: 290.00 member + 1,610.00 plan = 1,900.00, which doesn't equal allowed 1,450.00. Indeed 290 + 1,160 = 1,450. So plan_paid is the incorrect line.

Wait — check the "exactly one line is wrong" statement. Let's verify all lines:
- Allowed amount 1,450.00 — correct per claim facts.
- Deductible applied 0.00 — deductible fully credited before (1,500 individual, 3,000 family), so 0.00 correct.
- Coinsurance 290.00 — 20% of 1,450 = 290.00, correct.
- Member responsibility 290.00 — correct (copay not applicable; it's subject to deductible and coinsurance; OOPM not reached).
- Plan paid 1,610.00 — wrong; should be 1,160.00.

Interesting — 1,610 could come from 3,900 − 1,450 − 290 − ... no: 3,900 − 2,290 = 1,610. Hmm, 3,900 − 1,450 = 2,450; 2,450 − 290 = 2,160. Not quite. Maybe 1,610 = 1,450 + 160? Or billed minus member minus something. Anyway, plan_paid is the wrong line.

Answer:
- incorrect_field: "plan_paid"
- correct_value: 1160.00
- member_owes: 290.00

Numbers as plain, two decimals: 1160.00, 290.00.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Max · Alibaba26.3s · 890 out | 24.1s · 1,108 out | 14.9s · 499 out
Attempt 1
Reasoning · 839 tokens
We need answer JSON only. Need analyze claim reconciliation. Need be careful. We have plan doc, claim facts, EOB. Exactly one line wrong. Identify incorrect_field among allowed_amount, deductible_applied, coinsurance, member_responsibility, plan_paid, give correct_value and member_owes correct responsibility.

Claim facts: DOS 2026-06-02 in-network outpatient infusion subject deductible and coinsurance. Billed 3900, allowed 1450. Member deductible credited before claim =1500. Member OOP credited before claim=1500. Family deductible credited before=3000. Family OOP credited before=1500.

Plan: individual deductible in-network 1500, family 3000 embedded. OOPM individual in-network 6000, family 12000. Coinsurance after deductible in-network 20 member/80 plan. Basis: member cost share from allowed. Preventive not relevant. OOPM: once reached plan pays 100 allowed for covered services. Deductible satisfied before? Member deductible credited 1500 => individual in-network deductible satisfied. Family deductible credited 3000 => family satisfied. So no deductible applied. Coinsurance 20% of allowed 1450 = 290. Member responsibility 290 unless OOPM reached? Member OOP credited before claim 1500, below 6000; family OOP credited before 1500 below 12000. So member owes 290, plan pays allowed - member = 1160. EOB says plan paid 1610.00, which is wrong. Check consistency: allowed 1450, deductible 0, coinsurance 290, member resp 290, plan paid should 1160. EOB plan paid 1610 (which equals 1450 + 160? or 1900-290? wrong). Exactly one line wrong: plan_paid, corrected figure 1160.00. member_owes 290.00. Need output JSON with correct_value number and member_owes number. Probably numeric values with two decimals? JSON numbers can be 1160.0? The instructions money plain two decimals but JSON number may be 1160.00 valid? JSON doesn't preserve trailing zeros but can include 1160.00. Scoring likely parse numeric. Use 1160.00 and 290.00. Need ensure no extra keys.

Double-check if any nuance: Family OOP credited before is 1500, but family OOPM maybe embedded? Plan doc only says individual OOPM 6000, family 12000; once a member reaches OOPM plan pays 100. It says member reaches, individual. Family OOPM likely when family credits reach 12000, but not relevant. Since member OOP before 1500. The claim cost share 290 credits OOP, after claim 1790. Not reached.

Could incorrect line be plan_paid due to member responsibility plus plan paid equals allowed: 290+1610=1900 not allowed. If exactly one line wrong, plan_paid must be 1160. If plan paid wrong only. Could allowed amount be wrong? Claim facts verified allowed 1450. EOB allowed matches. Deductible applied correct 0 because deductible already met. Coinsurance 290 correct. Member responsibility 290 correct. Plan paid wrong. So answer.

Need output exactly one fenced JSON code block. Ensure no commentary. Final JSON.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,057 tokens
We need answer JSON only. Need analyze. Task: EOB issued, exactly one line wrong. Need identify incorrect field and corrected figure, member owes. Need reconcile against plan and claim facts.

Plan facts from prompt? We have claim: in-network outpatient infusion subject to deductible and coinsurance. Billed 3900, allowed 1450. Member deductible credited before claim 1500. Member OOP credited before claim 1500. Family deductible credited before 3000. Family OOP credited before 1500.

Plan likely embedded? Need infer plan details? The prompt doesn't include full plan doc except? It says Reconcile against plan and claim facts, but no explicit plan details in user? Maybe hidden? We need use typical? Let's examine: EOB says allowed 1450, deductible applied 0, coinsurance 290, member responsibility 290, plan paid 1610. Sum member+plan = 1900, not allowed 1450. That's inconsistent. If deductible met? Member deductible credited before 1500; if plan deductible amount maybe? Need know deductible threshold? Maybe member has met deductible? If member deductible credited before = 1500. If deductible is 1500, then met. Coinsurance 20% of allowed = 290. Plan pays 80% = 1160. Member owes 290. Then EOB plan paid wrong: should be 1160, not 1610. But exact one line wrong: plan_paid. Correct value 1160.00. member_owes 290.00. Need ensure family? Family deductible credited 3000 maybe met. OOP not max. So coinsurance applies. Allowed amount correct. Deductible applied 0 correct. Coinsurance 290 correct if 20%. Member responsibility 290 correct. Plan paid should allowed - member = 1160. But EOB plan paid 1610 = allowed + 160? Maybe typo.

Need be careful: Could plan coinsurance be different? If member responsibility 290 and plan paid 1610 then total 1900. Maybe plan paid should 1160. Exactly one line wrong likely plan_paid. But ensure if deductible applied maybe 0 wrong? Suppose deductible not met? Member deductible credited before claim 1500 but maybe deductible amount is 3000? Family deductible 3000. If individual deductible embedded? We don't know. Claim facts say member deductible credited before 1500, family 3000. If plan has family deductible 3000 and individual 1500? If member deductible credited is 1500 and individual deductible 1500, met. Family also met. So 0 deductible correct. If individual deductible 3000? But member deductible credited before =1500, family=3000, maybe family deductible met but individual not? However in family deductible, if aggregate? Need plan. Not given. But EOB coinsurance 290 implies deductible met and 20% coinsurance. They ask exactly one line wrong. The arithmetic: plan paid plus member responsibility should equal allowed (for covered in-network; no balance above allowed). EOB violates. If plan paid corrected to 1160, all consistent. If instead member responsibility corrected to -160? impossible. Coinsurance corrected? If plan paid 1610 and allowed 1450, member resp 290, impossible unless plan overpaid. Only one line wrong likely plan_paid. But could allowed amount wrong? If allowed should 1900? But claim facts verified allowed 1450, so allowed line correct. Could member responsibility wrong? If member responsibility should -160? no. Could coinsurance wrong? If plan paid 1610 and allowed 1450, member responsibility maybe -160, no. If coinsurance should 0 and member responsibility 0, plan paid 1450; then two lines wrong (coinsurance, member resp, plan paid). So plan paid.

Need produce JSON with required keys only. Values numbers two decimal? They ask number. Could output 1160.0 and 290.0, but maybe plain numeric. Use 1160.00? JSON numbers cannot have trailing .00? It can: 1160.00 is valid? JSON number can have fraction with trailing zeros yes. Use 1160.00 and 290.00.

Double-check member_owes correct responsibility: 290.00.

Need final fenced JSON only. Ensure no extra keys.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 448 tokens
We need answer JSON. Need analyze claim reconciliation. We must be careful with plan document. Given plan: Bluebonnet PPO 1500. In-network outpatient infusion subject to deductible and coinsurance. Allowed 1450. Deductible credited before member 1500. OOP credited before member 1500. Family deductible credited 3000, family OOP 1500. Date 2026-06-02 plan year. Structure embedded: individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount. Here member deductible credited 1500 = individual deductible met. Family deductible credited 3000 = family met. So no deductible applied. Coinsurance after deductible in-network 20% member /80 plan. Allowed 1450; member coinsurance 20% = 290. Plan paid 1160. Member responsibility 290. EOB says plan paid 1610, which is wrong (allowed 1450 - member 290 = 1160). It says exactly one line wrong: plan paid. Correct value 1160. member_owes 290. Need output JSON only. Check if any nuance with family OOP? OOP family credited before 1500 but individual OOP 1500, not reached OOPM. No effect. Plan paid cannot exceed allowed. So incorrect_field plan_paid correct_value 1160.00, member_owes 290.00. Ensure JSON numeric maybe two decimals? JSON numbers can be 1160.00? JSON allows 1160.0? Actually numeric literal can include decimal. Need plain number two decimal places? The ground rule money amounts plain number with two decimal places. In JSON numeric literal 1160.00 valid? JSON syntax permits fraction with digits, yes 1160.00. member_owes 290.00.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Terra · OpenAI2.1s · 82 out | 2.3s · 80 out | 2.5s · 96 out
Attempt 1
Reasoning · 48 tokens
**Identifying payment discrepancies**

I need to resolve a payment issue regarding a plan that supposedly paid $1610, but there's an inconsistency. It looks like there might be a mistake in a single line—an odd situation where the plan should actually be $1160 based on a $290 coin. Since the deductible has been reached, I understand that coinsurance should play a role. It appears the plan may have paid incorrectly. I should investigate this further.
json{"incorrect_field":"plan_paid","correct_value":1160.00,"member_owes":290.00}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 46 tokens
**Evaluating financial issues**

It looks like there's a weird situation with a plan where the payment exceeds the allowed amount of 1610. The family deductible is satisfied, and the individual deductible is also satisfied, so that’s good. The coin amount of 290 is correct, and the member's responsibility seems accurate. However, it seems like the plan should be based on 1160 instead. I need to figure out how to align everything into one clear line for the plan.
json{"incorrect_field":"plan_paid","correct_value":1160.00,"member_owes":290.00}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 52 tokens
**Reviewing EOB details**

I’m trying to identify the EOB plan payment, which seems to be showing an impossible amount: 1610 is greater than the allowed 1450 — that must be a typo. The individual deductible and family deductible have both been met, and with a 20% coinsurance, that would mean 290 for the member. So, the plan shows a total of 1160 paid. It appears to match the plan!
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 Flash · Z.ai7.9s · 362 out | 26.0s · 455 out | 8.4s · 388 out
Attempt 1
Reasoning · 322 tokens
Let me work through this.

Claim: allowed 1450.00. Member deductible credited before: 1500.00. Individual deductible is 1500.00 — so the deductible is already satisfied. Family deductible credited: 3000.00 — family deductible also satisfied (family is 3000.00). So deductible applied = 0.00.

Coinsurance after deductible, in-network: 20% member / 80% plan. So member coinsurance = 20% × 1450.00 = 290.00.

Check OOPM: member OOP credited before = 1500.00, individual OOPM in-network = 6000.00 — not reached. So coinsurance applies. Member responsibility = 290.00.

Plan paid = 1450.00 − 290.00 = 1160.00. The EOB shows plan paid 1610.00 — that's wrong (it would exceed the allowed amount). Exactly one line is wrong: plan_paid, correct value 1160.00.

Check consistency: member_responsibility + plan_paid = 290 + 1610 = 1900 ≠ 1450. With corrected plan_paid 1160, 290 + 1160 = 1450. ✓

Only one line is wrong — plan_paid. Allowed 1450 ✓, deductible applied 0.00 ✓, coinsurance 290.00 ✓, member responsibility 290.00 ✓.

member_owes = 290.00.

Output JSON with exactly the required keys.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 415 tokens
Let me work through this.

Plan: Bluebonnet PPO 1500. In-network outpatient infusion, subject to deductible and coinsurance.

Accumulators before this claim:
- Member deductible credited: 1,500.00 — the individual deductible is 1,500.00, so the member's deductible is fully satisfied.
- Member OOP credited: 1,500.00 — OOPM is 6,000.00, not reached.
- Family deductible credited: 3,000.00 — family deductible is 3,000.00, satisfied.
- Family OOP credited: 1,500.00 — family OOPM 12,000.00, not reached.

So deductible applied on this claim: 0.00 (deductible already met). Coinsurance 20% member / 80% plan on allowed 1,450.00.

Member coinsurance = 20% × 1,450.00 = 290.00.
Plan pays 80% × 1,450.00 = 1,160.00.

Member responsibility = 290.00. Check: 290.00 + 1,160.00 = 1,450.00. ✓

EOB as issued:
- Allowed: 1,450.00 ✓
- Deductible applied: 0.00 ✓
- Coinsurance: 290.00 ✓
- Member responsibility: 290.00 ✓
- Plan paid: 1,610.00 ✗ — should be 1,160.00. Also note 290 + 1,610 = 1,900 ≠ 1,450, so plan_paid is internally inconsistent.

Exactly one line is wrong: plan_paid. Corrected figure: 1,160.00.

member_owes: 290.00.

Output JSON with keys: incorrect_field = "plan_paid", correct_value = 1160.00, member_owes = 290.00.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 348 tokens
Let me work through this.

Claim: in-network outpatient infusion, subject to deductible and coinsurance.
Allowed: 1450.00
Deductible credited before: 1500.00 (individual). Individual deductible is 1500.00. So deductible is already satisfied — 0.00 applied.

Family deductible credited: 3000.00 = family deductible 3000.00, satisfied. So no deductible applies.

Coinsurance: 20% of 1450.00 = 290.00.

Member responsibility: 290.00.
Plan paid: 1450.00 − 290.00 = 1160.00.

The EOB as issued says plan paid 1610.00. That's wrong. Check: 1450 − 290 = 1160. Also member_responsibility + plan_paid = allowed: 290 + 1610 = 1900 ≠ 1450. So plan_paid is the wrong line; correct value 1160.00.

All other lines check out: allowed 1450.00 ✓; deductible applied 0.00 (deductible already met at 1500/1500) ✓; coinsurance 290.00 ✓; member responsibility 290.00 ✓.

member_owes: 290.00.

Note also out-of-pocket: member OOP credited before 1500.00, individual OOPM 6000.00, so no OOPM cap hit. Family OOP 12000, family credited 1500 — fine.

Required keys: incorrect_field = "plan_paid", correct_value = 1160.00, member_owes = 290.00.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Hunyuan 4 · Tencent280.2s · 5,724 out | 162.7s · 9,826 out | 97.2s · 5,727 out
Attempt 1
Reasoning · 5,681 tokens
We need answer JSON only. Task: Contested adjudication. Need reconcile EOB against plan and claim facts. There is an EOB issued with lines: allowed 1450, deductible applied 0, coinsurance 290, member responsibility 290, plan paid 1610. Exactly one line is wrong. Need identify incorrect field and correct value. Also member_owes number, correct responsibility for this claim.

We need understand accumulators before claim. Member deductible credited before: 1500 (individual in-network deductible 1500, family 3000). Family deductible credited before: 3000 (family met). Member OOP credited before: 1500. Family OOP credited before: 1500. Plan year 2026.

Service: In-network outpatient infusion, subject to deductible and coinsurance. Date 2026-06-02. Allowed 1450. Billed 3900 ignored (in-network balance billing not responsibility). Cost share calculated from allowed.

Plan: Individual in-network deductible 1500. Structure EMBEDDED. In-network and OON 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 member deductible balance before claim = 1500. Since service in-network, threshold is individual in-network 1500. Member deductible credited before = 1500, meaning individual deductible satisfied? Yes, member's individual in-network deductible met (1500 of 1500). Family deductible credited before = 3000, family threshold 3000, family deductible met as well. Under embedded, member's deductible satisfied by lesser? Actually after family 3000 met, all members considered deductible satisfied? But member already satisfied individual too. So deductible remaining before claim for this member for in-network service = 0. So deductible applied should be 0. That line matches EOB (deductible applied 0). But wait: The accumulators: member deductible credited 1500, family deductible credited 3000. Both at thresholds. So no deductible applied on this claim. Good.

After deductible satisfied, coinsurance in-network: 20% member / 80% plan. Allowed 1450. Coinsurance member = 20% * 1450 = 290. Plan pays 80% = 1160. Member responsibility = coinsurance 290 (no copay because outpatient infusion subject to deductible/coinsurance; not office visit? It's outpatient infusion, no copay listed. It says subject to deductible and coinsurance. So cost share is coinsurance only, no copay). Copays? No.

Now need check OOP max. Individual in-network OOPM = 6000. Member OOP credited before = 1500. This claim member responsibility 290 adds to OOP accumulators (coinsurance counts toward OOPM). Does it approach OOPM? 1500 + 290 = 1790 < 6000, so no OOPM reached. Plan pays 1160.

EOB says: Allowed amount 1450 (match claim facts allowed). Deductible applied 0 (match). Coinsurance 290 (match). Member responsibility 290 (match). Plan paid 1610. Wait 1450 - 290 = 1160, not 1610. Plan paid 1610 is wrong; should be 1160. But hold on: The EOB plan paid 1610. If allowed 1450, member responsibility 290, plan paid 1160. So plan_paid line inconsistent with allowed - member_responsibility (1450 - 290 = 1160). The task says: "member_responsibility plus plan_paid equals the allowed amount of the claim being reported, on every item that asks for both." EOB: 290 + 1610 = 1900, not 1450. Thus plan_paid is wrong. Correct value should be 1160.00. Member owes = 290.00.

But let's double-check all possible lines if any other line could be wrong? They say exactly one line on the notice is wrong. We identified plan_paid as wrong. But need verify allowed amount maybe? Claim facts allowed 1450. EOB allowed 1450. Correct. Deductible applied: Let's verify deductible crediting rules: Copays do NOT credit deductible. Deductible before claim member 1500 and family 3000. Service subject to deductible and coinsurance. In-network outpatient infusion. Since deductible met, deductible applied 0. Yes.

Coininsurance: 20% of allowed after deductible. Should be 290. Yes.

Member responsibility: Is there any copay? The service is "In-network outpatient infusion, subject to deductible and coinsurance". Not an office visit, not ER, etc. So no copay. Member responsibility = coinsurance = 290. Yes.

Plan paid: Should be allowed 1450 minus member responsibility 290 = 1160. But EOB says 1610. Why 1610? Maybe they computed 1450 - (-160)? No. Or 1450 + 160? Wait 1610 is 1450 * 1.110? Actually 80% plan of 2012.5? Let's see 1610 / 0.8 = 2012.5, not. 1450 - (-160) is 1610. Or plan paid = allowed 1450 - deductible applied 0 + something? Actually 1450 + 160 = 1610. Could be if member responsibility was -160? No. Or if coinsurance was 40%? 40% of 1450 = 580 member, plan 870. Not 1610. If plan paid 100% plus? No.

Wait: The EOB says plan paid 1610. Allowed 1450. Plan cannot pay more than allowed for in-network; plan pays 100% of allowed max. So 1610 > allowed, impossible. So definitely plan_paid wrong. Correct plan_paid = 1160.00. Member owes = 290.00.

But need be careful about family vs member accumulators? Let's compute accumulators after claim just to ensure no OOP effects. Member OOP before 1500, add 290 = 1790. Individual OOPM 6000, so not reached. Family OOP before 1500, add 290 = 1790 (family OOPM 12000). Not reached. Deductible accumulators: member deductible before 1500, no additional deductible (0 applied) so remains 1500? Wait deductible applied 0 means no deductible credit from this claim, so member deductible credited remains 1500 (already at max). Family deductible remains 3000. So no changes. All fine.

But the task: "Exactly one line on the notice is wrong. Identify it and give the corrected figure." Required keys: incorrect_field string one of allowed_amount, deductible_applied, coinsurance, member_responsibility, plan_paid. correct_value number. member_owes number, the member's correct responsibility for this claim.

Wait: The "correct_value" is the corrected figure for the incorrect_field? It says: "Identify it and give the corrected figure." Required keys include incorrect_field, correct_value, member_owes. It says correct_value number. Does correct_value refer to the corrected value of the incorrect field? The description: "incorrect_field string, one of ...; correct_value number; member_owes number, the member's correct responsibility for this claim". Usually in these tasks, correct_value is the corrected value for the field named in incorrect_field. Let's parse: "Exactly one line on the notice is wrong. Identify it and give the corrected figure." The keys: "incorrect_field" (which line is wrong), "correct_value" (the corrected figure for that line), "member_owes" (the member's correct responsibility for this claim). Since member_owes is asked separately, correct_value is the corrected value of the incorrect field (plan_paid). So correct_value = 1160.00. member_owes = 290.00. Need check if correct_value should be member_responsibility? No, member_owes covers that. The phrase "give the corrected figure" after "Identify it" refers to the line. And separate member_owes is correct responsibility. So yes.

But let's double-check the math for plan_paid: Allowed 1450. Member responsibility 290. Plan paid = 1450 - 290 = 1160. Yes. Round half up to cent; 1160.00. Member owes = 290.00.

Wait: Let's re-read plan document details about deductible: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." This sentence is a bit odd: "The amount above is the threshold that balance is measured against when the service is out-of-network." 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.

Hmm: "The amount above is the threshold that balance is measured against when the service is out-of-network." Which amount above? Out-of-network (individual) 3000? So the single member deductible balance is measured against thresholds: for in-network services, threshold is 1500 (individual in-network) / family 3000; for out-of-network, threshold is 3000 (individual OON) and maybe family? There's no family OON listed. But anyway service is in-network, so threshold is 1500 individual, 3000 family. Member deductible credited before = 1500. So individual satisfied. Family deductible credited before = 3000, satisfied. Deductible applied 0. Good.

What about "Member deductible credited before this claim ... 1,500.00" - Is that the member's single deductible balance? Yes. It equals 1500, which meets in-network individual threshold. Since service in-network, deductible satisfied. There's no proration. So deductible applied 0.

But think: Under embedded family deductible, if family deductible is met (3000 credited), then every member's deductible is considered satisfied? The document says: "Structure: EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." This is typical embedded: No individual can pay more than the individual deductible; family deductible satisfied when sum of all family members' credited amounts (capped at individual amount each) reaches family amount. Once family amount reached, everyone is considered to have met deductible. Here family credited before = 3000, exactly family amount. So deductible satisfied for all. Also member individual credited = 1500, also satisfied. So 0.

Check out-of-pocket maximum: Copays always credit OOP. Coinsurance credits OOP. Deductible credits OOP? Yes, member cost share includes deductible and coinsurance; OOPM is ceiling on member cost share. Deductible payments count toward OOPM generally. But not needed.

Now let's ensure member_responsibility line on EOB: 290. Is there any possibility that because family deductible met, coinsurance is calculated differently? No, coinsurance is 20% of allowed after deductible. Allowed 1450 * 20% = 290. Plan pays 80% = 1160. Yes.

But wait: The EOB says "Plan paid 1,610.00". Could there be a scenario where allowed is 1900? But claim facts allowed is 1450. EOB allowed 1450. The plan paid 1610 is bigger than allowed. In-network, allowed is max plan pays plus member cost share. So impossible. So plan_paid is wrong.

Let's also verify if member_responsibility maybe should include something else? "In-network outpatient infusion, subject to deductible and coinsurance". Could there be a copay? No copay list doesn't include infusion. It is not preventive (subject to deductible/coinsurance). So no copay. Member responsibility = coinsurance = 290. Copays do not credit deductible. Not relevant.

Now, what about the billed amount? Billed 3900. In-network, amounts billed above allowed are not member responsibility. So member responsibility not 3900. Allowed is 1450. Fine.

Now answer JSON:

{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}

Wait: check formatting: numbers as JSON numbers. 1160.00 in JSON is 1160.0? JSON number doesn't preserve trailing zeros? The spec says report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not "1234.5 dollars". In JSON, you can write 1160.00 as a number? JSON allows 1160.00? Yes, JSON number can have fraction .00; it's valid JSON: 1160.00 is a number with fractional part. It will be parsed as 1160.0 maybe, but the literal in the code block has two decimal places. The instruction: "Report every dollar amount as a plain number with two decimal places". So in the JSON text, write 1160.00 and 290.00. That's fine.

But let's double-check if correct_value should be 1160.00 or maybe the corrected figure for the incorrect field is 1160.00, and member_owes is 290.00. Yes.

Could there be another wrong line if we consider the sum? The EOB plan paid + member responsibility = 1900, not allowed. If plan_paid were 1160, sum = 1450. Exactly one line wrong: plan_paid. Good.

Let's consider if deductible_applied should be 0? Member deductible credited before = 1500. The individual in-network deductible is 1500. So met. However, the family deductible credited before is 3000. Under embedded, once family deductible credited reaches 3000, the family deductible is satisfied. But the member's own individual deductible credited is 1500. Both met. Deductible applied 0. Yes.

Wait, is there any nuance about "Member deductible credited before this claim ... 1,500.00" and "Family deductible credited before this claim ... 3,000.00"? Since family deductible credited is 3000, that means the total family credits is 3000. Under embedded, when the family deductible is satisfied, the plan pays for any member? Actually the document says: "the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." And "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Wait the task family rules say: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Let's parse: For a family with embedded deductibles, each member has an individual deductible (1500) and the family has a family deductible (3000). Typically, each member's claims apply to their individual deductible and also to the family deductible. The family deductible is satisfied when the sum of amounts applied to the family deductible (from all members) reaches 3000, but no individual can contribute more than their individual deductible amount (1500) to the family total. Once the family deductible is satisfied, all members are considered to have met their deductibles (the family remainder is 0). Alternatively, the member's deductible is the lesser of (individual threshold - individual credited) and (family threshold - family credited)? Wait the task rule: "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Let's parse: There is an individual remainder (individual deductible amount minus member's individual credited amount) and a family remainder (family deductible amount minus family credited amount)? The lesser of those two remainders is the amount the member must pay before deductible satisfied? Actually, in an embedded deductible, the member's deductible responsibility is the lesser of:
- the individual deductible amount remaining for that member (i.e., individual deductible minus what that member has already paid toward their individual deductible), and
- the family deductible amount remaining (i.e., family deductible minus what the whole family has paid toward the family deductible), considering that the member's own credit to the family cannot exceed the individual amount? Hmm.

But the typical calculation: The member continues to pay deductible until EITHER their individual deductible is met (they paid 1500) OR the family deductible is met (family total paid 3000). Once either happens, no more deductible for that member. The "lesser of their individual remainder and the family remainder" would mean: individual remainder = 1500 - 1500 = 0. Family remainder = 3000 - 3000 = 0. Lesser is 0. So deductible remaining = 0. Yes.

Before this claim, member individual remainder = 1500 - 1500 = 0. Family remainder = 3000 - 3000 = 0. So deductible remaining is 0. Deductible applied = 0. Good.

Now, one more check: The claim is "outpatient infusion". Is there any separate rule that outpatient infusion might be covered under preventive? No, it says subject to deductible and coinsurance. So not preventive.

Now, let's ensure plan_paid calculation includes that plan pays 100% after OOP reached? OOP not reached. So plan pays 80% of allowed after deductible. Deductible applied 0, so plan pays 80% of 1450 = 1160. Yes.

But wait: The EOB plan paid 1610. If the incorrect field were allowed_amount, then correct allowed maybe 1900? Let's test: If allowed were 1900, deductible 0, coinsurance 20% = 380, member resp 380, plan paid = 1900 - 380 = 1520, not 1610. If allowed 2012.5, coinsurance 402.5, plan 1610. Not matching 290 coinsurance. If coinsurance line was wrong and should be -160? No. The given coinsurance 290 equals 20% of 1450, so allowed is consistent. Plan paid 1610 is just mathematically inconsistent. So plan_paid wrong.

Now produce final answer with exactly one fenced JSON code block. No preamble. Need ensure key names exactly: "incorrect_field", "correct_value", "member_owes". Values: incorrect_field: "plan_paid" (string). correct_value: 1160.00 (number). member_owes: 290.00 (number).

Wait: The required keys list: "incorrect_field" string, one of "allowed_amount", "deductible_applied", "coinsurance", "member_responsibility", "plan_paid". Our value "plan_paid" matches exactly one of the options. Good.

Double-check member_owes: The member's correct responsibility for this claim. That is member_responsibility line corrected? The responsibility is 290.00. It is the amount the member owes after correction (the EOB member responsibility line was already correct at 290). So member_owes = 290.00.

But wait: If plan_paid is corrected to 1160, does the member's responsibility change? No, it remains 290. The member owes 290. The EOB had member responsibility 290, which was correct. The plan underpaid by 450? Actually plan paid 1610 instead of 1160, meaning EOB said plan paid 450 too much (1610 - 1160 = 450). That would mean plan overpaid on the EOB? But EOB is just a statement, not actual payment? If plan paid 1610 on allowed 1450, impossible. So corrected plan paid 1160. All good.

Let's think if there's any nuance about "member_responsibility plus plan_paid equals the allowed amount of the claim being reported, on every item that asks for both." The item asks for both (member_owes and correct_value for plan_paid). We have 290 + 1160 = 1450. Yes.

Now, is there a possibility that the member owes 0 because OOP max? No, OOP before 1500, add 290 -> 1790. Not near 6000. Family OOP 1500 -> 1790. Not near 12000.

One more nuance: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." Not relevant.

Now, the output contract: Reply with exactly one fenced JSON code block and nothing else. So:

```json
{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
```

Check trailing zeros: In JSON, writing 1160.00 is okay. But some parsers convert to 1160.0 or 1160. The literal in the code block has two decimal places, meeting instruction. Should we write 1160.00 or 1160.00? Yes.

Let's confirm no other key added. Good.

Wait, one more check: The EOB as issued: Plan paid 1,610.00. Allowed amount 1,450.00. Deductible applied 0.00. Coinsurance 290.00. Member responsibility 290.00. These sum: 290 + 1610 = 1900. Allowed 1450. Difference 450. Why 450? 1450 * 0.20 = 290. 1450 + 160 = 1610. 160 is? 450? Actually 1610 - 1160 = 450. 450 is 30% of 1500? No. 450 = 1500 * 0.30? Not relevant. 450 is also the difference between billed 3900 and allowed 1450? 3900 - 1450 = 2450. No. Allowed 1450, plan paid 1610 is 1450 + 160. 160 is? Not 450. Wait 1450 - 1610 = -160, so plan paid exceeds allowed by 160, not 450. Let's 
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 9,784 tokens
We need to adjudicate this claim. Need understand plan document and accumulators.

We have Bluebonnet PPO 1500 synthetic. Plan year 2026. Claim facts:
Date of service 2026-06-02.
Service: In-network outpatient infusion, subject to deductible and coinsurance.
Billed 3900.00.
Allowed 1450.00.
Member deductible credited before this claim ... 1,500.00
Member out-of-pocket credited before this claim 1,500.00
Family deductible credited before this claim ... 3,000.00
Family out-of-pocket credited before this claim 1,500.00

EOB issued:
Allowed amount: 1450.00
Deductible applied: 0.00
Coinsurance: 290.00
Member responsibility: 290.00
Plan paid: 1610.00

We need reconcile. Exactly one line on the notice is wrong. Identify it and give corrected figure. Required keys: incorrect_field (string one of allowed_amount, deductible_applied, coinsurance, member_responsibility, plan_paid), correct_value (number), member_owes (number, the member's correct responsibility for this claim).

We need determine correct adjudication.

Let's 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 family amount, whichever comes first.
OOP max: Individual in-network 6000.00. Family in-network 12000.00. Individual out-of-network 12000.00. Once member reaches OOP max plan pays 100% allowed for covered services remainder.
Member cost share: Coinsurance after deductible, in-network: 20% member / 80% plan.
Primary care office visit 30 copay, specialist 60, urgent care 75, ER 400 copay waived if admitted, generic 15. Copays do NOT credit deductible. Copays always credit OOP.
Preventive care: In-network preventive services required to be covered without cost share paid at 100% allowed, not subject to deductible/coinsurance/copay.
Basis: Member cost share calculated from allowed amount. Amounts billed above allowed not member responsibility for in-network.

Accumulators before this claim:
Member deductible credited: 1500.00. Individual in-network deductible is 1500. So member has already satisfied individual deductible? Need be careful about in-network vs combined? Let's read deductible section:
"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 plan says:
Deductible
  Individual (in-network) ................ 1500.00
  Family (in-network) .................... 3000.00
  Structure .............................. EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first.
  Out-of-network (individual) ............ 3000.00
  In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network.

Interpretation: There's a single member deductible balance that accumulates both in-network and out-of-network credited amounts. The thresholds are: for in-network services, the deductible threshold is individual in-network 1500 (or family 3000 if family? Actually structure embedded: individual satisfies individual deductible on own; family also satisfied once total family credits reach family amount, whichever comes first). For out-of-network services, the threshold that balance is measured against is the out-of-network individual 3000? The text: "Out-of-network (individual) ............ 3000.00" and then "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." This implies: The 3000.00 out-of-network individual amount is the threshold used when the service is out-of-network, measured against the same single member deductible balance. For in-network, the threshold is 1500 individual (or 3000 family embedded). So for an in-network service, we measure the single member deductible balance against the in-network individual deductible threshold of 1500. Since member deductible credited before this claim is 1500.00, the member's single deductible balance is 1500.00. For in-network service, the member has met the individual in-network deductible (threshold 1500). So deductible remaining for this in-network claim is 0. Good.

But wait: Need account for family deductible credited before: 3,000.00. Family deductible (in-network) is 3000. So family deductible is also fully satisfied. Under embedded, once total family credits reach family amount, family deductible satisfied, and all members are considered as having satisfied? Embedded structure: individual satisfies individual deductible on their own; the family deductible is also satisfied once total family credits reach family amount, whichever comes first. With family credited 3000, family in-network deductible satisfied. So no deductible applies to any family member for in-network services? Usually embedded means each individual can satisfy their own embedded deductible, and once family meets family deductible, everyone is considered to have met deductible for remainder of year? Actually family deductible: In an embedded deductible, there is an individual deductible amount embedded within the family deductible. Once an individual meets their individual deductible, the plan begins paying coinsurance for that individual, even if the family deductible hasn't been met. Once the family deductible is met (by combined expenses of all family members), then all family members are considered to have met their deductible for the rest of the year, and coinsurance starts for everyone (even those who hadn't met individual). In this case, both member individual credited 1500 (met individual) and family credited 3000 (met family). So deductible remaining is definitely 0. Deductible applied = 0.00 is correct.

Now OOP: Member out-of-pocket credited before this claim: 1,500.00. Individual in-network OOPM is 6000. Family in-network OOPM 12000. Family out-of-pocket credited before: 1,500.00. Wait family OOP credited is 1500? The facts: "Family out-of-pocket credited before this claim 1,500.00". Yes. So member OOP accumulator is 1500. OOP max individual is 6000, so remaining OOP before claim = 6000 - 1500 = 4500. The claim will generate member cost share; if cost share is 20% of allowed after deductible, that is 20% of 1450 = 290.00 (since deductible applied 0). This coinsurance amount is 290.00. Does it count towards OOP? Yes, member cost share (coinsurance) counts toward OOP. Copays also credit OOP. So member OOP after this claim would be 1500 + 290 = 1790, still below 6000. So no OOP max reached; plan doesn't pay 100%.

Thus member responsibility should be deductible applied (0) + coinsurance (20% of 1450 = 290) = 290.00. Wait EOB says member responsibility 290.00, coinsurance 290.00, deductible 0. That seems correct. Plan paid: allowed 1450 - member responsibility 290 = 1160. But EOB says plan paid 1,610.00. That's impossible: member responsibility 290 + plan paid 1610 = 1900, which exceeds allowed 1450. And plan paid equals allowed minus member responsibility per rule. Let's check: allowed 1450. If plan paid 1610, that would be greater than allowed, which can't be. But wait, maybe there is a nuances: Did they incorrectly apply preventive or something? Let's double-check all possible lines. The EOB: Allowed amount 1450.00 (matches allowed from claim facts, correct). Deductible applied 0.00 (we think correct). Coinsurance 290.00 (20% of 1450 = 290, correct). Member responsibility 290.00 (correct if no other copay). Plan paid 1,610.00. But 1450 - 290 = 1160.00. So plan paid is wrong; correct plan paid should be 1160.00. However, member_responsibility plus plan_paid equals allowed amount of claim being reported, on every item that asks for both. The contract rule: "member_responsibility plus plan_paid equals the allowed amount of the claim being reported, on every item that asks for both." Here required keys include member_owes and incorrect_field/correct_value. It asks for incorrect_field, correct_value, member_owes. It does not ask for plan_paid directly, but we identify incorrect_field as "plan_paid" and correct_value 1160.00. member_owes is member's correct responsibility for this claim, which is 290.00. Wait is member_owes same as member_responsibility? It says "member_owes number, the member's correct responsibility for this claim". Yes 290.00. But let's verify if any other line is wrong. The task says "Exactly one line on the notice is wrong. Identify it and give the corrected figure." So indeed only one line is wrong. But EOB has plan paid 1610.00 which is inconsistent with the other lines (allowed 1450, coinsurance/member resp 290). So plan_paid must be the wrong line. Correct plan paid = allowed 1450 - member_responsibility 290 = 1160.00. But wait, check if member_responsibility could be wrong? Let's re-evaluate accumulators carefully.

Let's compute from scratch. Single member deductible balance before claim: 1500.00. For an in-network service, measure against in-network individual deductible threshold 1500. Remainder = 1500 - 1500 = 0. So deductible applied = 0. Yes.

But wait: Is the member's deductible credit before this claim "Member deductible credited before this claim ... 1,500.00" possibly meaning the amount credited toward deductible, i.e., the amount of deductible satisfied? Usually "credited" means the amount applied to deductible (i.e., deductible accumulator). So yes, the accumulator is 1500. The deductible threshold is 1500, so remaining deductible = 0. If it were "credited" as in the amount the member has paid toward deductible? It's the same: if they have paid 1500 toward deductible, they met it. However, sometimes in payer operations, "deductible credited" might mean the amount of deductible that has been satisfied by claims? Actually the accumulator is the amount of allowed expenses subject to deductible that have been applied to the deductible. If the member's deductible credited before this claim is 1500, that means the deductible accumulator is 1500. Since the individual in-network deductible is 1500, the remaining deductible is 0. Yes.

But check family deductible credited before: 3000.00. That equals family in-network deductible. So family satisfied. Under embedded, any member's claim will have no deductible? Actually when family deductible is met, all members are considered to have met their deductible for the rest of the year (no deductible). Even if individual hasn't met individual, family meeting covers all. Here both are met anyway.

Now OOP: Member out-of-pocket credited before: 1500. OOP max individual in-network 6000. Remaining OOP = 4500. The claim's member cost share is 290. Since 290 < 4500, OOP is not reached. The plan pays 80% of allowed after deductible: 1450 * 80% = 1160.00. Member pays 20% = 290.00. That's straightforward.

Now EOB says Plan paid 1,610.00. Is it possible that plan paid is computed as allowed 1450 + something? Let's see: 1610 = 1450 + 160? No. Or maybe they erroneously used billed 3900? 3900 - 290 = 3610, not 1610. 3900*? Wait 1610 maybe is 1450 + 160? Or maybe they computed coinsurance incorrectly as 10%? If coinsurance 10% = 145, then plan paid 1305. Not 1610. If they thought deductible applied was negative? No.

Wait, check: Plan paid 1,610.00. If allowed amount is 1450, plan cannot pay more than allowed for in-network? Actually basis: Member cost share calculated from allowed amount. Amounts billed above allowed not member responsibility for in-network services. The plan pays the allowed amount minus member responsibility. The plan payment to provider is at the allowed rate; for in-network, provider accepts allowed as payment in full (minus member cost share). So plan pays allowed - member responsibility. Max plan paid is allowed (if member responsibility 0). Here allowed is 1450, plan paid is 1610, impossible. So plan paid line is definitely wrong.

But wait: There's a distinct possibility: The EOB's "Member responsibility 290.00" and "Plan paid 1,610.00" sum to 1900. Could the "Allowed amount" line be wrong instead? Suppose actual allowed amount is 1900 (because member responsibility + plan paid = allowed). But claim facts say Allowed ... 1,450.00 (from adjudication system, verified). The task says CLAIM FACTS (from the adjudication system, verified). So allowed is verified as 1450. The EOB reported allowed amount 1450, which matches the verified allowed. So allowed line is correct. Deductible applied 0 correct. Coinsurance 290 correct (20% of 1450). Member responsibility 290 correct. Plan paid 1610 wrong; correct should be 1160.

But wait, is member_owes possibly 290 or something else? Let's double-check if copays apply. Service: In-network outpatient infusion, subject to deductible and coinsurance. The plan lists copays for primary care, specialist, urgent care, ER, generic retail pharmacy. Outpatient infusion is not an office visit with a copay; it's subject to deductible and coinsurance. So no copay. Preventive? No, it's not preventive; it's subject to deductible and coinsurance, so not preventive. So member responsibility is coinsurance only: 20% of 1450 = 290. Deductible 0. So 290.

Let's verify the OOP credit: Copays always credit OOP; coinsurance after deductible also counts toward OOP (standard, and OOPM limits member cost share, which includes deductible, coinsurance, copays). The document says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't explicitly say deductible and coinsurance count toward OOP, but that's implied: OOP max is the ceiling on member cost share. Member cost share 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." And "Accumulator: the running year-to-date total of a member's deductible or OOPM." So OOP accumulator includes cost share. They gave "Member out-of-pocket credited before this claim 1,500.00". This likely includes prior deductible and coinsurance/copays. Since member deductible credited is 1500, and OOP credited is 1500, that means all 1500 OOP credited so far was deductible (since deductible is 1500). There were no copays or coinsurance previously? Or OOP credited equals deductible credited; after this claim, OOP becomes 1790. Not relevant.

Wait, check the "Embedded" family OOP structure. OOP max: Individual (in-network) 6000; Family (in-network) 12000. Structure? The document didn't specify embedded or aggregate for OOP, but says "Individual (in-network) 6000. Family (in-network) 12000." And in the "Out-of-pocket maximum" section: "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%..." It doesn't explicitly say embedded, but by analogy with deductible? It lists individual and family. Usually OOPM also embedded. But the member hasn't reached individual OOP (6000), so no effect. The family OOP credited is 1500, far from 12000. So no OOP max.

Now check if the family deductible credited affects the member's deductible? The single member deductible balance accumulates in-network and out-of-network. The family deductible credited is 3000. But does the family deductible accumulator affect the member's individual deductible threshold? Under embedded, the family amount (3000) is a separate accumulator? Let's read: "Family (in-network) .................... 3000.00" under 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." So there are two accumulators? The member deductible credited before this claim is 1500, family deductible credited is 3000. Wait, family deductible credited is 3000. How can family deductible credited be 3000 if member deductible credited is 1500? Because family includes other members' credits. The total family credits (sum of all members' deductible accumulators?) reached 3000. The member's own deductible balance is 1500 (their own single balance). The family deductible accumulator is 3000 (combined). Under embedded, once total family credits reach 3000, the family deductible is satisfied, meaning every member's deductible is considered satisfied for in-network services, even if their individual balance is less than 1500? Actually "whichever comes first" means for a given member, their deductible is satisfied when either their individual balance reaches 1500, OR the total family balance reaches 3000. In this case, both have occurred: member individual balance =1500 (met individual) and family total =3000 (met family). So deductible satisfied. No issue.

But let's test a nuance: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." This sentence is slightly confusing. It says out-of-network (individual) 3000. Then says in-network and out-of-network credits accumulate to a single member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network. So for out-of-network, threshold is 3000. For in-network, threshold is 1500 (individual) or family 3000. Since this service is in-network outpatient infusion, threshold is 1500 individual (or family satisfied). Member's single balance is 1500, meets 1500 threshold. Deductible applied = 0. Great.

Wait, is there any chance that the member's single deductible balance being 1500 means they have paid 1500 toward the out-of-network threshold of 3000, but for in-network services the threshold is 1500, so if the balance is 1500, it's exactly met? Yes, the accumulator includes all credits, but the threshold depends on network. If they had 1500 in the single balance from prior out-of-network claims, would that count toward the in-network individual deductible? The text: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance." So the balance is 1500. Then "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. It doesn't explicitly say what threshold is used for in-network services, but obviously the Individual (in-network) 1500 or Family (in-network) 3000. Since the balance is a single combined balance, for an in-network service you compare the single balance (1500) to the in-network threshold (1500). So met. If the prior credits were all out-of-network, the balance is still 1500, and for an in-network service you compare 1500 to 1500, so it's met. That seems to be the intent: a single balance, measured against different thresholds based on network. So yes, met.

Now, let's double-check the coinsurance percentage: In-network coinsurance after deductible: 20% member / 80% plan. Allowed 1450. 20% of 1450 = 290.00 exactly? 1450 * 0.20 = 290.00. Yes. 80% = 1160.00. Member responsibility 290.00. Plan paid 1160.00.

Wait, EOB says Plan paid 1,610.00. Could the incorrect field be "plan_paid" with correct_value 1160.00? Yes.

But let's read the task again carefully: "An explanation of benefits was issued and the member has disputed it. Reconcile it against the plan
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 5,684 tokens
We need answer in JSON fenced block only. Need adjudicate claim per plan and facts.

Let's parse carefully.

Plan: Bluebonnet PPO 1500 (synthetic). Plan year 2026.

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 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.

OOPM:
- Individual in-network 6000.00
- Family in-network 12000.00
- Individual out-of-network 12000.00
- Once member reaches OOPM plan pays 100% allowed for covered services remainder year.

Member cost share:
- Coinsurance after deductible in-network 20% member / 80% plan
- Coinsurance after deductible out-of-network 40% member / 60% plan
- Various copays: PCP 30, Specialist 60, Urgent care 75, ER 400 waived if admission (subject to ded/coins). Generic retail 15.
- Copays do NOT credit deductible. Copays always credit OOPM.

Preventive: in-network preventive no cost share paid 100% allowed, not subject to ded/coins/copay.

Basis of payment: member cost share from allowed, billed above allowed not member responsibility for in-network.

Claim facts:
DOS 2026-06-02
Service: In-network outpatient infusion, subject to deductible and coinsurance.
Billed 3900.00
Allowed 1450.00
Member deductible credited before this claim: 1500.00
Member out-of-pocket credited before this claim: 1,500.00
Family deductible credited before this claim: 3,000.00
Family out-of-pocket credited before this claim: 1,500.00

Need reconcile EOB as issued:
Allowed amount 1450.00
Deductible applied 0.00
Coinsurance 290.00
Member responsibility 290.00
Plan paid 1610.00

Exactly one line on notice is wrong. Identify it and give corrected figure. Required keys: incorrect_field, correct_value, member_owes.

Need compute correct adjudication.

Service in-network outpatient infusion, subject to deductible and coinsurance. So not preventive, not copay-only, not ER, not pharmacy. It's in-network and subject to deductible and coinsurance. So member cost share is calculated from allowed amount after satisfying deductible. Since member deductible credited before this claim = 1500.00, which equals individual in-network deductible 1500.00. Also the structure embedded: individual satisfies individual deductible on their own; family also satisfied once total family credits reach family amount. Family deductible credited before = 3000.00, which equals family amount. So both individual and family deductible are satisfied before this claim.

Thus for this claim, deductible remaining is zero. Deductible applied should be 0.00. That matches EOB deductible applied 0.00. Good.

After deductible satisfied, coinsurance applies. In-network coinsurance: 20% member / 80% plan. Allowed = 1450.00. Member coinsurance = 20% * 1450 = 290.00. Plan coinsurance = 80% * 1450 = 1160.00. That matches EOB coinsurance 290.00 and member responsibility 290.00 (since no additional copay? no). Plan paid? If plan pays 80% of allowed after deductible, plan paid = 1450 - 290 = 1160.00. But the EOB says Plan paid 1,610.00. That is wrong. Wait check: Plan paid 1610.00 is greater than allowed 1450.00. That's impossible, because member responsibility plus plan paid must equal allowed amount (per family rules: member_responsibility plus plan_paid equals the allowed amount of the claim being reported). The EOB as issued has member responsibility 290.00 + plan paid 1610.00 = 1900.00, not 1450.00. So one line is wrong. Which line? The task says "Exactly one line on the notice is wrong. Identify it and give the corrected figure." We need determine which line is incorrect. Let's inspect each line:

Allowed amount: 1,450.00. From claim facts Allowed = 1450.00. In-network, allowed amount is recognized; billed 3900 but allowed 1450. So allowed amount line matches fact. It's correct.

Deductible applied: 0.00. Because member deductible credited before = 1500, satisfied. So deductible remaining = 0. The claim is subject to deductible; but deductible already met, so deductible applied 0. Correct.

Coinsurance: 290.00. In-network coinsurance 20% of allowed after deductible: 1450 * 0.20 = 290.00. Correct.

Member responsibility: 290.00. Since only coinsurance and no copay, member responsibility = coinsurance = 290.00. Correct. Also OOPM? Member OOP credited before 1500. After this claim, OOP increases by 290 to 1790, still below individual OOPM 6000; no plan pays 100%. So member responsibility 290. Correct.

Plan paid: 1610.00. Should be allowed (1450) minus member responsibility (290) = 1160.00. Or plan coinsurance 80% = 1160.00. Also note plan paid 1610 is allowed 1450 + 160? Actually 1450 - 290 = 1160. 1610 = 1450 + 160? No 1450*0.8=1160. 1450*? 1610/1450=1.1103. Maybe they computed plan paid = allowed - deductible? If deductible applied 0, plan paid = allowed - member responsibility? 1450 - (-160)? No member responsibility 290, so plan paid 1160. How did they get 1610? Maybe plan paid = allowed (1450) + coinsurance? No 1450+? 1610-1450=160. 160 is 10%? Wait 20% member of 1450 is 290, plan 80% is 1160. 40%? member 580 plan 870. Not 1610. 1610 is 1450*1.1103. Or maybe they added billed? Billed 3900, allowed 1450, plan paid maybe 80% of billed? 0.8*3900=3120. No. Plan paid 1610 = 1450 + 160? 160 is 11.03%. Or 290*? 290*5.551? No. Could be allowed 1450 + member responsibility 290? That's 1740. Not 1610. 1610 = 1450*0.8 + 450? Wait 1160+450=1610. 450 is? Deductible? If deductible applied 450? No.

Wait maybe I need check accumulator nuance: Member deductible credited before this claim = 1500.00. But is this member's individual in-network deductible satisfied? Individual deductible = 1500. Yes exactly 1500. However 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." For in-network service, threshold is 1500? It says Individual (in-network) 1500. So yes satisfied.

Family deductible credited before = 3000.00, equals family in-network 3000. So family satisfied.

Deductible applied is 0.

But wait: There is a nuance: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." The member's individual remainder = 1500 - 1500 = 0. Family remainder = 3000 - 3000 = 0. Lesser is 0. So deductible applied 0.

Now OOP: Member out-of-pocket credited before = 1500.00. Individual in-network OOPM = 6000. So remaining OOP before = 4500. After coinsurance 290, OOP = 1790. Not reached.

Now check plan paid: The EOB plan paid = 1,610.00. That is wrong. The correct plan paid should be 1,160.00. Let's verify with all lines: If plan paid is wrong and corrected to 1160.00, then allowed 1450 = member responsibility 290 + plan paid 1160. The sum matches. Other lines: allowed 1450, ded 0, coinsurance 290, member resp 290. All correct. So exactly one line wrong: plan_paid. Correct value: 1160.00. Member owes: 290.00.

But wait: Need ensure "member_owes" is member's correct responsibility for this claim. That is 290.00. Yes.

But let's double-check there isn't another line wrong. The EOB as issued: Allowed amount 1,450.00 (correct). Deductible applied 0.00 (correct). Coinsurance 290.00 (correct). Member responsibility 290.00 (correct). Plan paid 1,610.00 (incorrect). The sum test: member_responsibility plus plan_paid equals allowed amount. 290 + 1610 = 1900, not 1450. So at least one line wrong, and given allowed is fixed by facts, either member responsibility or plan paid is wrong. Coinsurance is 290, deductible applied is 0, so member responsibility computed as ded + coins? = 0 + 290 = 290. If member responsibility were wrong, they'd have to be something else, but then coinsurance or ded would be wrong. Since exactly one line wrong, the only line that can be wrong without contradicting others is plan_paid. Let's test if allowed amount could be wrong? Fact says Allowed = 1450.00. The EOB allowed amount is 1,450.00. It's correct. If allowed were wrong, then coinsurance 290 would be 20% of 1450, so consistent with allowed 1450. If allowed were something else, coinsurance would likely differ. So allowed is fine.

Could deductible applied be wrong? If deductible applied should be something else? Let's check member deductible credited before = 1500. But is that the member's individual in-network deductible? The plan says "Member deductible credited before this claim ... 1,500.00". The member has credited 1500. The individual in-network deductible is 1500. So satisfied. But wait: The service is in-network outpatient infusion, subject to deductible and coinsurance. It's an in-network service. The member deductible credited before is 1500. But there is also family deductible credited before = 3000, family satisfied. Under embedded, individual satisfies individual deductible on their own; family also satisfied once total family credits reach family amount, whichever comes first. The family credits are 3000, hitting family amount. The individual credits are 1500, hitting individual amount. So deductible met.

But check: Are "deductible credits" amounts applied to deductible, i.e., amounts counted toward deductible? Yes. Member deductible credited before this claim = 1500. That means the member has already paid/counted 1500 toward the deductible. So remaining deductible = 0. Deductible applied on this claim = 0. Good.

Coinsurance: After deductible, in-network coinsurance 20% member. Allowed 1450 * 20% = 290. Yes.

Member responsibility: Is there any copay? No, service is subject to deductible and coinsurance, not an office visit, urgent care, ER, pharmacy. So no copay. Member responsibility = deductible applied + coinsurance = 0 + 290 = 290. Yes.

Plan paid: The plan pays 80% of allowed after deductible. 1450 * 80% = 1160. Also plan paid = allowed - member responsibility = 1450 - 290 = 1160. The EOB says 1610.00. That's incorrect. Wait why 1610? 1450 + 160? 160 is? Could they have computed plan paid = allowed - deductible? If deductible applied mistakenly used? If deductible applied were -160? No. Or maybe they computed plan paid as allowed (1450) plus something? Or maybe they computed plan paid as billed (3900) - member responsibility (290) - something? 3900 - 290 = 3610. No. Or plan paid = 1450 * 80% + 450? 450 is? If allowed was 1450 and member responsibility 290, plan paid is 1160. There's no path to 1610 except maybe using out-of-network coinsurance? Out-of-network plan pays 60%: 0.6*1450 = 870. Not 1610. If service out-of-network, member 40% = 580, plan 870. Not 1610. If billed 3900, plan paid 80% of billed? 3120. Not 1610. If plan paid = allowed (1450) + coinsurance (290)? That's 1740. If plan paid = allowed (1450) + deductible? 1450+0=1450. 1610 = 1450 + 160. 160 is maybe 10% of 1600? Or 1450 * 1.11? Or 1450 * 80% = 1160, plus 450 = 1610. 450 is maybe 31% of allowed? Not relevant.

Check if any OOP maximum reached before claim that would change cost share. Member OOP credited before = 1500. Individual OOPM = 6000. Not reached. Family OOP credited before = 1500. Family OOPM = 12000. Not reached. So normal cost share.

Wait: Important nuance: Family out-of-pocket credited before this claim = 1,500.00. That is the family accumulator for OOP. Member OOP credited before = 1,500.00. Since it's a family plan (family amounts given), the member's OOP is 1500. The member's individual OOPM is 6000. So remaining 4500. The claim adds 290, not reach. So no 100% plan payment.

Another nuance: The plan says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." Here no copay. The deductible credited before is 1500, which might include prior copays? No, copays don't credit deductible, so deductible credits are from prior allowed amounts subject to deductible. Not relevant.

Could there be an issue that the member's deductible credited before is 1500, but the family deductible credited before is 3000. Under embedded structure, "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." There's also rule: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Since both remainder are 0, satisfied.

Now check claim is "In-network outpatient infusion, subject to deductible and coinsurance". Allowed 1450. Member deductible credited before = 1500. Wait the individual in-network deductible is 1500. The member has credited 1500. But is the member's individual deductible met for in-network services? The deductible balance: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." Let's parse: The deductible section lists:
Individual (in-network) 1500
Family (in-network) 3000
Structure EMBEDDED...
Out-of-network (individual) 3000
In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network.

This means there is one member deductible balance that accumulates both in-network and out-of-network deductible credits. The threshold for in-network is 1500 (Individual (in-network)). The threshold for out-of-network is 3000 (Out-of-network (individual)). So if the single member deductible balance is measured, for an in-network service the threshold is 1500; for out-of-network service, the threshold is 3000. Since this is in-network, threshold 1500. The balance before claim is 1500, so met. Good.

Now verify the plan document order: It says preventive care paid 100% not subject to ded/coins/copay. This service is not preventive (it's outpatient infusion subject to ded/coins). So normal.

Now exactly one line on notice is wrong: plan_paid. Correct value: 1160.00. member_owes: 290.00.

But wait: The keys: "incorrect_field" string, one of "allowed_amount", "deductible_applied", "coinsurance", "member_responsibility", "plan_paid". We choose "plan_paid". "correct_value" number: the corrected figure for that line. The line is plan_paid, so correct_value = 1160.00. "member_owes" number, the member's correct responsibility for this claim = 290.00.

Need output JSON exactly:

{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}

But format numbers: plain number with two decimal places. In JSON, 1160.00 is valid; 290.00 is valid. Do we need to output 1160.00 or 1160.0? JSON numbers don't preserve trailing zeros. The instruction: "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not "1234.5 dollars"." In JSON, if we write 1160.00, it's a number token; a JSON parser reads it as 1160.0 but the serialization shows 1160.00. The example says report as plain number with two decimal places. So we should write 1160.00 and 290.00 in the JSON text. That's fine. It will be parsed as number 1160.0 and 290.0? Actually JSON number 1160.00 is allowed and equals 1160. The grader probably compares numeric value, not string. The instruction says two decimal places, so I'll include two decimals.

Wait, check if correct_value should be the corrected figure for the incorrect field, i.e., plan_paid corrected = 1160.00. Yes.

Let's thoroughly re-evaluate to ensure no other line is wrong. Let's recalc from scratch as if we were the payer:

Given:
- Claim is in-network, subject to deductible and coinsurance.
- Allowed = 1450.00.
- Member deductible accumulator before = 1500.00. Individual in-network deductible = 1500.00. So remaining individual deductible = 0.00.
- Family deductible accumulator before = 3000.00. Family in-network deductible = 3000.00. Remaining family deductible = 0.00.
- Embedded: member deductible satisfied by lesser of individual remainder (0) and family remainder (0) = 0. So deductible applied on this claim = 0.00.
- After deductible, in-network coinsurance = 20% member, 80% plan.
- Member coinsurance = 1450.00 * 0.20 = 290.00.
- Plan coinsurance (plan paid) = 1450.00 * 0.80 = 1160.00.
- Member responsibility = deductible applied + coinsurance = 0 + 290 = 290.00.
- Check OOP: Member OOP accumulator before = 1500.00. Individual in-network OOPM = 6000.00. Remaining OOP before = 4500.00. This claim's cost share 290.00 is less than remaining OOP, so no OOPM limit triggered. Member responsibility = 290.00 (all of it counts toward OOP). OOP after = 1790.00. Family OOP before = 1500.00, family OOPM = 12000.00, remaining = 10500.00. This claim adds 290 to family OOP, no trigger.
- Plan paid = allowed - member responsibility = 1450 - 290 = 1160.00. Also equals 80% of allowed.
- The EOB as issued:
  Allowed amount 1450.00 -> matches.
  Deductible applied 0.00 -> matches.
  Coinsurance 290.00 -> matches (member coinsurance).
  Member responsibility 290.00 -> matches.
  Plan paid 1610.00 -> does NOT match; should be 1160.00.
Exactly one line wrong: plan_paid.

What about allowed amount? The billed was 3900. Allowed 1450. For in-network, member not responsible for amounts above allowed. The plan allowed is 1450 per facts (verified). So EOB allowed amount is correct.

Thus answer.

But let's consider if "member_owes" might be different because of the out-of-pocket maximum? Wait member OOP credited before = 1500. The member's cost share for the claim is 290, which is less than remaining OOP 4500, so member owes 290. No reduction. If member OOP remaining were smaller, plan would pay more. Not the case.

What about family OOP credited before = 1500. Family OOPM = 12000. Not relevant.

One more nuance: The plan says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't say once family reaches family OOPM? Actually OOPM section: 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%... It says "a member reaches the out-of-pocket maximum". For family, presumably when family OOPM reached, plan pays 100% for all members? But not needed.

Check if any prior accumulator movement from this claim itself? The claim is being adjudicated; the accumulators before are given. The claim will update accumulators after. The EOB is for this claim. So we computed correctly.

But wait: The claim facts say "Member deductible credited before this claim ... 1,500.00". The member's individual deductible is 1500. So met. But what about the family deductible credited before = 3,000.00. Under embedded, the family deductible is satisfied. The member is part of family. So deductible met.

Everything consistent.

Let's think about if there's any chance the incorrect field is "deductible_applied" because the service is subject to deductible and the member hasn't met the deductible for this specific claim? No, because accumulators are year-to-date. The member deductible credited before is 1500, which equals individual deductible. So met.

Maybe the trick: The member deductible credited before this claim is 1500.00, but the plan's individual in-network deductible is 1500.00. However, the single member deductible balance accumulates in-network and out-of-network credits. The threshold measured for in-network is 1500, out-of-network is 3000. Since the service is in-network, threshold 1500,
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Flash · Alibaba20.7s · 1,022 out | 4.5s · 391 out | 22.5s · 435 out
Attempt 1
Reasoning · 971 tokens
We need answer JSON only. Need analyze carefully. User asks: EOB has exactly one line wrong. Reconcile against plan and claim facts. Need identify incorrect_field, correct_value, member_owes.

Plan Bluebonnet PPO 1500 2026. Claim facts verified: date 2026-06-02, in-network outpatient infusion subject to deductible and coinsurance. Billed 3900 allowed 1450. Member deductible credited before claim 1500. Member OOP credited before 1500. Family deductible credited before 3000. Family OOP credited before 1500.
EOB as issued: Allowed 1450, Ded applied 0, Coinsurance 290, Member responsibility 290, Plan paid 1610.
Exactly one line wrong. Need identify corrected figure and member_owes.

Plan: Individual in-network deductible 1500, family deductible 3000 embedded. Coinsurance after deductible in-network 20/80. Copays not relevant. Member deductible credited before claim 1500, family deductible credited before 3000. Therefore deductible satisfied for member and family. So deductible applied should be 0. That's correct. Member coinsurance after deductible: 20% of allowed 1450 = 290. EOB coinsurance 290 correct. Member responsibility should equal coinsurance? If no deductible, no copay, yes 290. EOB member responsibility 290 correct. Plan paid should allowed - member = 1450 - 290 = 1160. EOB says 1610, which is greater than allowed and wrong by 450 (1610 = allowed+160? Actually 1450+160). Exactly one line wrong: plan_paid incorrect. Correct value 1160.00. Member owes 290.00.

Need consider if any other line could be wrong? If deductible not satisfied? But facts say credited before 1500 individual and family 3000, so threshold satisfied. But perhaps family deductible threshold 3000 and member threshold 1500 both satisfied; no deductible. Out-of-network? no. Allowed verified. Billed not allowed. The wrong line must be plan paid due to impossible exceeding allowed. The member_responsibility + plan_paid should equal allowed. EOB member_responsibility 290, plan_paid 1610 sum 1900 > allowed. Since exactly one line wrong and other lines align, plan paid wrong. Need JSON with keys only. Ensure numbers? "correct_value" number maybe 1160.00? JSON cannot have two decimals as number? It can be 1160.00, parsed 1160. But output text can include 1160.00? JSON number with trailing zeros ok. member_owes 290.00. incorrect_field string. Need only fenced json. No commentary.

Double-check if "Exactly one line on the notice is wrong" perhaps EOB line "deductible applied 0.00" wrong if family deductible threshold? Let's test: Claim subject to deductible/coinsurance. Member deductible credited before claim 1500. Family deductible credited before claim 3000. Individual remaining 0, family remaining 0. Deductible applied 0. Correct. If embedded: individual satisfies on own; family satisfied once total family credits reach family amount whichever comes first. Both satisfied. Coinsurance 290. Member 290. Plan 1160. Family OOP after? member OOP 1500+290=1790, family OOP 1500+290=1790, below max. Not relevant.

Need output exactly:
```json
{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
```
But JSON spec? trailing zeros accepted. Could use 1160.0? The task says money plain with two decimals. In JSON numbers cannot enforce two decimals maybe output 1160.00 is valid. Ensure no currency. Good.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 340 tokens
We need answer JSON only. Need solve. Plan: In-network outpatient infusion subject to deductible/coinsurance. Allowed 1450. Billed irrelevant. Member deductible credited before = 1500. Individual deductible = 1500. Family deductible credited before = 3000 = family satisfied. So deductible applied should be 0. Coinsurance after deductible in-network 20% member/80% plan. Member responsibility 290. Plan paid should be allowed - member = 1450 - 290 = 1160. EOB plan paid 1610 wrong because plan paid cannot exceed allowed? Let's check exactly one line wrong. Allowed correct 1450, deductible applied 0 correct, coinsurance 290 correct, member responsibility 290 correct, plan paid 1610 wrong. corrected figure 1160.00. Member owes 290.00. Need maybe consider OOP: member OOP credited before 1500, individual OOPM 6000; after 290 =1790 <6000. No impact. Need output one fenced JSON block no extra. Ensure numbers two decimals? JSON numbers 1160.00? In JSON, 1160.00 is parsed as number but representation can be 1160.0? To be safe write 1160.00? JSON allows trailing .00. Member 290.00. incorrect_field string.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 384 tokens
We need answer JSON only. Need reconcile EOB. Let's parse.

Claim facts: in-network outpatient infusion subject to deductible and coinsurance. Billed 3900 allowed 1450. Member deductible credited before = 1500, family deductible credited = 3000. Individual deductible 1500, family deductible 3000. Structure embedded. Since member deductible credited before claim already at 1500, individual satisfied. Family deductible credited before claim already 3000, satisfied. So deductible applied should be 0. EOB has 0. Coinsurance: after deductible, in-network 20% member / 80% plan. Allowed 1450 *20%=290. EOB coinsurance 290, member responsibility 290. Plan paid should allowed - member responsibility = 1160. EOB plan paid 1610 wrong. Need correct_value 1160.00, member_owes 290.00. Exactly one line wrong: plan paid. Ensure number plain two decimal places? JSON numbers can be 1160.00? JSON number 1160.0 maybe. But required number, can output 1160.00? In JSON, numeric literal with trailing zeros valid: 1160.00. member_owes 290.00. incorrect_field one of keys. Return only fenced json. Ensure no extra text.

Need maybe consider out-of-pocket max? Member OOP before claim 1500, coinsurance 290 after would 1790 less than 6000. No issue. Plan paid impossible > allowed. So plan_paid wrong.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K2.6 · Moonshot27.7s · 2,117 out | 31.5s · 2,002 out | 3.0s · 921 out
Attempt 1
Reasoning · 2,078 tokens
We need to adjudicate one claim for a member under Bluebonnet PPO 1500. The claim facts: DOS 2026-06-02, in-network outpatient infusion, subject to deductible and coinsurance. Billed 3900. Allowed 1450.

Before this claim:
Member deductible credited before: 1500.00.
Member OOP credited before: 1500.00.
Family deductible credited before: 3000.00.
Family OOP credited before: 1500.00.

Plan details:
- Deductible individual in-network: 1500.00.
- Deductible family in-network: 3000.00.
- Structure: EMBEDDED.
- Out-of-pocket max individual in-network: 6000.00.
- Family OOP in-network: 12000.00.
- Coinsurance after deductible, in-network: 20% member / 80% plan.

Since it's embedded, individual deductible is 1500. Member has already credited 1500.00 to individual deductible. So individual deductible is satisfied. Family deductible credited before is 3000.00, which equals family deductible. So family deductible is also satisfied. Thus no deductible applies on this claim.

Coinsurance: 20% of allowed amount after deductible. Allowed 1450.00 * 20% = 290.00. So coinsurance = 290.00.

Member responsibility = deductible applied + coinsurance + copay (none). Since deductible applied = 0, member responsibility = 290.00.

Plan paid = allowed - member responsibility = 1450 - 290 = 1160.00.

Now check the EOB as issued:
Allowed amount: 1450.00 (correct).
Deductible applied: 0.00 (correct).
Coinsurance: 290.00 (correct).
Member responsibility: 290.00 (correct).
Plan paid: 1,610.00 (incorrect; should be 1160.00).

Thus the incorrect field is "plan_paid". Correct value: 1160.00.

Member owes: 290.00.

But we must verify OOP maximums. Member OOP before: 1500.00. Family OOP before: 1500.00. After claim, member OOP becomes 1500 + 290 = 1790.00. Still below individual OOP 6000. Family OOP becomes 1500 + 290 = 1790.00, below 12000. So no OOP cap effect. So member owes 290.00.

The question: "Exactly one line on the notice is wrong. Identify it and give the corrected figure." So we output JSON with keys: incorrect_field, correct_value, member_owes.

incorrect_field: "plan_paid"
correct_value: 1160.00
member_owes: 290.00

Double-check plan_paid in the EOB: 1,610.00. That is 1450 + 160? Actually 1450 + 160 = 1610. Not sure where that came from. Perhaps they mistakenly added coinsurance to allowed instead of subtracting. Allowed + coinsurance = 1740? No. 1450 + 290 = 1740. 1610 is 1450 + 160? Or 1450 + (0.2 * 1450)? No 0.2*1450=290. 1450-290=1160. 1610 is 1450+160? Not clear. But it's definitely wrong.

Wait: Could there be a deductible amount? Member deductible credited before is 1500.00. The plan says individual in-network deductible is 1500.00. So it's exactly met. But does the claim apply any deductible? Since the service is subject to deductible and coinsurance, if the deductible is already met, deductible applied is 0. So correct.

One nuance: The plan says "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." This is about a single balance. But we have in-network service. The member's balance is 1500.00 (credited before). This meets the in-network individual threshold of 1500.00. So no deductible.

Family deductible credited before is 3000.00, which meets family threshold of 3000.00. So no family deductible remainder.

Thus plan_paid is wrong.

Check if plan_paid could be something else due to OOP max? No, OOP is far away.

What about the possibility that member's deductible credited before is 1500.00, but since it's embedded, the family deductible might not be satisfied until the sum of all family members' deductible contributions hits 3000. The family deductible credited before this claim is 3000.00. So it's satisfied.

Everything looks straightforward.

But wait: The prompt says "Exactly one line on the notice is wrong. Identify it and give the corrected figure." Could there be a trick? Let's verify coinsurance: 20% of allowed amount after deductible. Allowed 1450. Deductible 0. So 290. Member responsibility 290. Plan paid 1160.

The EOB says plan paid 1610.00. That is exactly 1160 + 450? Or 1450 + 160? Actually 1610 - 1450 = 160. So plan paid = allowed + 160. Where does 160 come from? Maybe they thought deductible applied is 0 but coinsurance is 290, and then plan paid = allowed + coinsurance? No, 1450+290=1740. Not 1610. Maybe they applied a copay? No.

Alternatively, maybe they computed plan paid as 80% of billed? 3900 * 0.8 = 3120. No. 80% of allowed = 1160. That's correct.

Maybe they computed member responsibility as deductible applied (0) + coinsurance (290) = 290. Then plan paid = allowed + member responsibility? 1450+290 = 1740. Not 1610.

Maybe they applied deductible incorrectly: If deductible applied were 450, then coinsurance on remaining 1000 = 200. Member responsibility = 650. Plan paid = 800. But EOB says 0 deductible.

What if the allowed amount is wrong? The prompt says "Allowed 1450" from claim facts. The EOB allowed amount is 1450, matching.

Could the member deductible credited before this claim be 1500.00 meaning the member has already met the deductible. But note: The plan says "Copays do NOT credit the deductible." So if the previous 1500 was all copays, it would not credit the deductible. But the prompt explicitly says "Member deductible credited before this claim ... 1,500.00". So that's the accumulator.

Similarly, family deductible credited before is 3000.00.

Thus the EOB line "plan_paid" is wrong.

Double-check the required keys: "incorrect_field", "correct_value", "member_owes".

incorrect_field: string, one of allowed_amount, deductible_applied, coinsurance, member_responsibility, plan_paid. So "plan_paid".

correct_value: number, 1160.00.

member_owes: number, 290.00.

Return exactly one fenced JSON code block.

I need to ensure numbers are plain, two decimal places, no currency symbol. In JSON, numbers are just numbers, no quotes. So 1160.00 is represented as 1160.0? Actually JSON numbers can have decimal points. But the instruction says "Report every dollar amount as a plain number with two decimal places". In JSON, 1160.00 is valid, but some parsers treat it same as 1160.0. However, the scoring is mechanical and likely string-parses or uses numeric comparison. To be safe, include two decimal places: 1160.00. JSON spec does allow trailing zeros after decimal? Yes, it's a number token. It's fine.

Let's write:

```json
{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
```

Wait: The prompt says "Use JSON null, not the string "null", for a value you are told to leave empty." Not relevant here.

Check if any other field could be wrong. Let's verify the coinsurance amount: 1450 * 0.20 = 290. Exactly. Member responsibility = 290. Deductible applied = 0. Allowed = 1450. Plan paid = 1450 - 290 = 1160.

One might think: "Plan paid" in the EOB is 1610.00. Is there any scenario where plan paid is 1610? For example, if the allowed amount were 1610 and member responsibility 290? No. If there were a previous overpayment applied? Not mentioned.

Thus answer is clear.

One more nuance: The prompt says "member_responsibility plus plan_paid equals the allowed amount of the claim being reported, on every item that asks for both." Here we are asked for member_owes, not member_responsibility. But it's analogous. member_owes is the member's correct responsibility for this claim. So it's 290.00.

I think that's it.

Wait, let me re-read the EOB: "Plan paid 1,610.00". Could that be a typo for 1,160.00? The '6' and '1' are adjacent on a keyboard? Actually 1,610 vs 1,160. It's a transposition of 6 and 1. So likely a typo. But regardless, it's wrong.

Thus final answer.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,859 tokens
The user wants me to identify exactly one incorrect line on an EOB and give the corrected figure, plus the member's correct responsibility.

Plan: Bluebonnet PPO 1500
Plan year: 2026
Service: In-network outpatient infusion, subject to deductible and coinsurance.
Date: 2026-06-02
Billed: 3,900.00
Allowed: 1,450.00

Accumulators before this claim:
Member deductible credited: 1,500.00
Member OOP credited: 1,500.00
Family deductible credited: 3,000.00
Family OOP credited: 1,500.00

Plan details:
- Deductible individual in-network: 1,500.00
- Deductible family in-network: 3,000.00
- 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.
- OOPM individual in-network: 6,000.00
- OOPM family in-network: 12,000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Copays do NOT credit the deductible. Copays always credit the OOPM.

Since the member has already credited 1,500.00 to the individual deductible, and the individual deductible is 1,500.00, the individual deductible is satisfied.
Family deductible credited is 3,000.00, which meets the family deductible of 3,000.00. So family deductible is also satisfied.

Therefore, for this claim, deductible applied should be 0.00.
Coinsurance should be 20% of allowed amount = 0.20 * 1,450.00 = 290.00.
Member responsibility should be 290.00.
Plan paid should be 1,450.00 - 290.00 = 1,160.00.

Let's check the EOB as issued:
Allowed amount: 1,450.00 (correct)
Deductible applied: 0.00 (correct, since deductible is satisfied)
Coinsurance: 290.00 (correct)
Member responsibility: 290.00 (correct)
Plan paid: 1,610.00 (incorrect; should be 1,160.00)

Wait, 1,450.00 allowed. If plan paid 1,610.00, that exceeds the allowed amount. That is definitely wrong.
Correct plan paid = 1,450.00 - 290.00 = 1,160.00.

So the incorrect field is "plan_paid", correct value is 1,160.00.
Member owes 290.00.

Let me double-check the accumulators.
Member deductible credited before this claim = 1,500.00. Since individual deductible is 1,500.00, it is met.
Family deductible credited before this claim = 3,000.00. Family deductible is 3,000.00. Met.
So no deductible applies.

Member OOP credited before this claim = 1,500.00. OOPM individual is 6,000.00, family is 12,000.00.
The member responsibility is 290.00. This will be added to OOP.
New member OOP = 1,500.00 + 290.00 = 1,790.00 < 6,000.00. So coinsurance applies as normal.
Family OOP = 1,500.00 + 290.00 = 1,790.00 < 12,000.00.

So the calculation is straightforward.
Incorrect field: plan_paid.
Correct value: 1160.00.
Member owes: 290.00.

The task says "Exactly one line on the notice is wrong." That lines up: plan_paid is wrong.
Deductible applied is 0.00, which is correct.
Coinsurance is 290.00, correct.
Member responsibility is 290.00, correct.
Allowed is 1,450.00, correct.
Plan paid is 1,610.00. This would imply plan paid more than allowed, which is impossible under the plan's basis of payment (member cost share calculated from allowed amount, plan pays rest). 1,450.00 - 290.00 = 1,160.00.

So final answer:
incorrect_field: "plan_paid"
correct_value: 1160.00
member_owes: 290.00

Check output format: exactly one fenced JSON code block.
```json
{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
```

Wait, are there any other interpretations?
Could the member deductible credited before this claim be from a previous claim in the same family? The prompt says "Member deductible credited before this claim ... 1,500.00". Since individual deductible is 1,500.00, the member has met their individual deductible.
Family deductible credited is 3,000.00. Family deductible is 3,000.00. Met.
So yes, no deductible on this claim.

What if the family OOP is aggregate? No, OOPM family is 12,000.00. The prompt says embedded deductible. It does not explicitly say embedded OOPM, but typically family OOPM can be aggregate or embedded. The plan document says:
"Out-of-pocket maximum
  Individual (in-network) ................ 6000.00
  Family (in-network) .................... 12000.00
  Individual (out-of-network) ............ 12000.00
  Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year."

It doesn't explicitly state embedded vs aggregate for OOPM. However, the question is not about OOPM being reached. Member OOP before claim is 1,500.00, and this claim adds 290.00, total 1,790.00, well below 6,000.00. So OOPM structure doesn't affect this claim.

What about the family OOP credited before this claim is 1,500.00? This seems low compared to family deductible credited being 3,000.00. That could be because previous claims were maybe preventive (no cost share) or had copays that don't count toward deductible. But copays count toward OOPM. Wait, if family deductible is 3,000 and it's met, and family OOP is only 1,500, that means the previous 1,500 of deductible was met by claims that maybe had no member cost share beyond deductible? Or perhaps the previous claims were under a different member's deductible? Actually, family deductible credited is 3,000. Family OOP credited is 1,500. This is possible if, for example, the family deductible was met by claims that had no additional coinsurance (maybe other members had claims that satisfied the family deductible but then plan paid 100%? No, that doesn't make sense unless they reached OOPM). But regardless, the prompt gives these numbers as facts, so I should use them.

Could the deductible applied not be 0.00 because of some accumulator rule? The plan says "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance." But the given facts say "Member deductible credited before this claim ... 1,500.00". This is the single member deductible balance. It equals the individual in-network threshold of 1,500.00. So the member deductible is satisfied. The family deductible credited is also at 3,000.00. So both are satisfied. Thus deductible applied is indeed 0.00.

Is there any possibility that "Member deductible credited before this claim" means something else? No, the glossary says "Accumulator: the running year-to-date total of a member's deductible or OOPM." So it's the amount already credited.

Therefore, the EOB line for plan_paid is wrong. Correct value is 1,160.00.

Final check: The task says "Exactly one line on the notice is wrong." If plan_paid is wrong, are all others correct?
Allowed: 1,450.00 matches claim facts. Correct.
Deductible applied: 0.00. Correct because accumulators show deductible met.
Coinsurance: 290.00 = 20% of 1,450.00. Correct.
Member responsibility: 290.00. Correct (0 deductible + 290 coinsurance).
Plan paid: 1,610.00. Should be 1,160.00. Wrong.

Yes.

One final thing: formatting numbers. "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not "1234.5 dollars"."
So 1160.00 and 290.00. Good.

JSON null if empty, but no empty values required.

So:
```json
{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
```
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 843 tokens
 We need to reconcile an EOB against plan and claim facts. The claim facts: Date of service 2026-06-02. Service: In-network outpatient infusion, subject to deductible and coinsurance. Billed: 3900. Allowed: 1450. Member deductible credited before this claim: 1500. Member OOP credited before this claim: 1500. Family deductible credited before this claim: 3000. Family OOP credited before this claim: 1500.

Plan: Bluebonnet PPO 1500. Deductible individual in-network: 1500. Family in-network: 3000. Structure: EMBEDDED. Out-of-pocket max individual in-network: 6000. Family in-network: 12000. Coinsurance after deductible, in-network: 20% member / 80% plan.

Since member deductible credited before claim is 1500.00, which equals the individual in-network deductible of 1500.00. So the member's individual deductible is already satisfied. Family deductible credited before claim is 3000.00, equals family in-network deductible 3000.00. So family deductible also satisfied. Therefore no deductible applies to this claim.

Allowed amount: 1450.00. Since deductible is satisfied, coinsurance applies: 20% of allowed amount = 0.20 * 1450 = 290.00. So member coinsurance = 290.00. Member responsibility = 290.00. Plan pays allowed amount minus member responsibility = 1450 - 290 = 1160.00.

But the EOB as issued says: Coinsurance 290.00 (correct), Member responsibility 290.00 (correct), Plan paid 1,610.00 (incorrect: should be 1160.00). Allowed amount 1450.00 (correct). Deductible applied 0.00 (correct). So the incorrect line is "plan_paid". Correct value: 1160.00. Member owes: 290.00.

But wait, need to consider out-of-pocket maximum. Member OOP credited before this claim is 1500.00. The OOP max individual in-network is 6000.00. Since member responsibility is 290, new OOP would be 1790, still under 6000. So no OOP cap effect.

Wait, but family OOP credited before is 1500. Family OOP max is 12000. So also fine.

Incorrect field: plan_paid. Correct value: 1160.00. Member owes: 290.00.

Double-check: Is there any chance the plan paid includes something else? The plan pays allowed amount minus member responsibility. Allowed is 1450, member owes 290, plan pays 1160. The EOB says plan paid 1,610.00. 1610 - 1450 = 160 extra. So yes that's wrong.

Thus JSON:

{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}

But let's be careful: Are there any other lines that could be wrong? Let's verify deductible applied. The member's individual deductible credited before claim is 1500.00. The plan says individual in-network deductible is 1500.00. So it's met. Family deductible credited before claim is 3000.00, which equals family deductible. So family met. Thus deductible applied should be 0.00. That matches EOB.

Coinsurance: 20% of allowed 1450 = 290.00. That matches EOB.

Member responsibility: 290.00. Matches.

Allowed amount: 1450.00. Matches.

Plan paid: Allowed - member responsibility = 1450 - 290 = 1160.00. EOB says 1610.00. So that's the wrong one.

Thus answer is straightforward.

One more nuance: The prompt says "Exactly one line on the notice is wrong." So indeed only one. We have identified it.

Make sure JSON numbers have two decimal places. Use plain numbers. No quotes around numbers. Correct.

Return exactly one fenced JSON code block.

Let's produce it.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V4 Pro · DeepSeek6.8s · 272 out | 9.3s · 589 out | 0.9s · 41 out
Attempt 1
Reasoning · 231 tokens
We need answer only JSON. Need adjudicate. Need understand plan. Claim facts: in-network outpatient infusion subject deductible and coinsurance. Before claim member deductible credited 1500, individual deductible 1500 so met. Family deductible credited 3000, met. OOP before 1500.

Allowed 1450. Deductible applied 0 because deductible met. Coinsurance 20% member = 290. Member responsibility 290. Plan paid = allowed - member = 1160. EOB plan paid 1610, so incorrect field plan_paid. Wait EOB says member responsibility 290, plan paid 1610, sum 1900 not allowed. Need identify exactly one line wrong. Deductible 0, coinsurance 290, member responsibility 290 correct. Plan paid should be 1160. So incorrect_field plan_paid, correct_value 1160.00, member_owes 290.00. Need ensure no thing: plan paid maybe billed minus member? But in-network cannot bill above allowed; plan paid allowed - member = 1160. Yes.

Need produce JSON only.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 547 tokens
We are given: claim facts and the EOB as issued. We must check which line is wrong.

Plan: Bluebonnet PPO 1500. Deductible individual 1500, family 3000, embedded. Coinsurance 20% after deductible. Member's accumulators before claim: member deductible credited 1500.00 (so individual deductible is met), family deductible credited 3000.00 (family deductible met). OOPM credited: member 1500, family 1500. Service: in-network outpatient infusion, subject to deductible and coinsurance. Allowed amount 1450.00.

Since deductible is already met (member deductible credited 1500 equals the individual deductible), no deductible applies. So deductible applied should be 0. Coinsurance: 20% of allowed amount = 0.20 * 1450 = 290.00. Member responsibility = coinsurance = 290.00. Plan paid = allowed - member responsibility = 1450 - 290 = 1160.00. However, EOB shows plan paid 1610.00, which is more than allowed amount, which is impossible. So plan paid is wrong. Member responsibility 290, plan paid should be 1160. But let's check all fields:

Allowed amount: 1450, matches claim facts. Good.
Deductible applied: 0, correct.
Coinsurance: 290, correct.
Member responsibility: 290, correct if coinsurance is 20% and no deductible.
Plan paid: 1610. That's wrong; it should be 1160.

But wait: Could there be any other adjustment? No, allowed is 1450, plan pays 80% = 1160. The EOB shows plan paid 1610, which exceeds allowed. That is definitely wrong. Member responsibility is 290, so plan paid must be 1450 - 290 = 1160. So incorrect_field is "plan_paid", correct_value is 1160.00. member_owes is 290.00.

We should double-check if the member's OOPM might have capped something? OOPM individual is 6000, member OOP is 1500 before claim, after this claim it would become 1500 + 290 = 1790, far from 6000. So no cap. Plan paid is simply 80% of 1450 = 1160. So EOB has 1610, which is incorrect.

Thus answer: incorrect_field: "plan_paid", correct_value: 1160.00, member_owes: 290.00.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Luna · OpenAI3.0s · 125 out | 3.0s · 118 out | 2.3s · 140 out
Attempt 1
Reasoning · 91 tokens
**Reviewing plan calculations**

I realize we need to compute the deductible correctly. For an individual, it’s 1500, and for a family, it’s 3000, making the deductible effectively 0. The coinsurance is 20% on 1450, totaling 290. So, the member portion should be 290, meaning the plan should cover 1160, not 1610. There seems to be an error in how the plan was paid. Also, per the requirements, the JSON needs amounts in plain two decimals, so I should use 1160.00.
json{"incorrect_field":"plan_paid","correct_value":1160.00,"member_owes":290.00}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 84 tokens
**Evaluating deductible and calculations**

I need to calculate the deductible amounts. For an individual, it's $1,500, and for a family, it’s $3,000, both satisfied. Then I have a coinsurance of 20% on $290, making member responsibility $290. The plan paid amount is $1,450 minus that, which equals $1,160. There’s also a mention of an incorrect plan paid amount of $1,610. I wonder if I need to format this as a number in JSON style, likely as $1,160.00.
json{"incorrect_field":"plan_paid","correct_value":1160.00,"member_owes":290.00}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 96 tokens
**Calculating deductible and coinsurance**

I need to calculate the deductible and coinsurance. For an individual, it’s already $1500, and for a family, it’s $3000. With no additional deductible, the coinsurance is 20% of $1450, which equals $290 that the member owes. The plan paid $1160, not $1610—there's definitely a mistake there. I should present the output as two decimal points, like in JSON, to ensure clarity and accuracy. It's all about getting those numbers right!
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V4 Flash · DeepSeek6.0s · 548 out | 4.0s · 605 out | 33.8s · 386 out
Attempt 1
Reasoning · 501 tokens
We need to reconcile. The service is in-network outpatient infusion subject to deductible and coinsurance. The member deductible credited before this claim is 1,500, which is the full individual deductible (threshold 1500). So the deductible is satisfied (member has reached their individual deductible). Family deductible credited before is 3,000, which is the family threshold (3000). So family deductible is satisfied too. Thus no deductible applied on this claim. Coinsurance after deductible for in-network is 20% member. Allowed amount is 1,450. So member coinsurance = 20% of 1450 = 290. But note: the EOB shows deductible applied 0, coinsurance 290, member responsibility 290, plan paid 1,610. Wait plan paid = allowed - member responsibility = 1450 - 290 = 1160, not 1610. The EOB says plan paid 1,610, which is wrong. Let's check: Allowed 1450, member responsibility 290, so plan paid should be 1450 - 290 = 1160. But the EOB says 1610. That is likely the wrong field. However, we must check if member responsibility is correct. The member has reached OOP? Member OOP credited before this claim is 1,500, which is less than OOP max 6000. So they still owe coinsurance. The coinsurance calculation is correct: 20% of 1450 = 290. Deductible applied is 0 because both deductibles satisfied. So the only wrong line is plan_paid. Correct value is 1160. Member owes is 290.

Let's confirm: The task says "Exactly one line on the notice is wrong." So indeed plan_paid is wrong. We need to provide correct_value for plan_paid, and member_owes is the correct responsibility for this claim, which is 290.

Check if any other line might be wrong: The allowed amount is 1450 correct. Deductible applied 0 correct. Coinsurance 290 correct. Member responsibility 290 correct. Plan paid should be 1160. So yes.

Thus answer: incorrect_field = "plan_paid", correct_value = 1160.00, member_owes = 290.00.

Format numbers as plain numbers with two decimals: 1160.00 and 290.00.

JSON with those keys.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 563 tokens
We need answer JSON exactly. Need reason. Need identify incorrect field and corrected figure, member owes.

We have plan doc. Claim date 2026-06-02. In-network outpatient infusion subject to deductible and coinsurance. Billed 3900 allowed 1450. Member deductible credited before this claim = 1500.00. Member OOP credited before = 1500. Family deductible credited before = 3000. Family OOP credited before = 1500.

Need adjudicate. Deductible individual in-network 1500, already satisfied before claim (member ded credited 1500). Family deductible credited before 3000, family satisfied too. So deductible applied 0. Coinsurance after deductible in-network 20% member / 80% plan. Allowed 1450. Coinsurance = 290. Member responsibility = 290. Plan paid = 1160? Wait member responsibility plus plan paid equals allowed amount. If member resp 290, plan paid should be 1450 - 290 = 1160. But EOB says plan paid 1610. That's wrong because exceeds allowed. Plan paid should 1160. But there is nuance "member responsibility plus plan_paid equals allowed amount of the claim being reported, on every item that asks for both." Here task asks member_owes as correct responsibility. Need identify exactly one line on notice is wrong. It says EOB: Allowed 1450, Deductible applied 0, Coinsurance 290, Member responsibility 290, Plan paid 1610. Plan paid should 1160. So incorrect_field plan_paid, correct_value 1160.00, member_owes 290.00.

Need check OOP max? Member OOP credited before 1500; plus 290 = 1790, below 6000. Family too. Copays no. Deductible already satisfied. Yes.

Need be careful if family deductible credits? Not relevant. Maybe "member responsibility plus plan paid equals allowed amount" implies plan paid = 1160. Alternatively possible incorrect_field member_responsibility? Let's verify EOB: allowed 1450; "member responsibility 290; plan paid 1610" sum 1900 not equal allowed. But plan paid 1610 equals allowed + coinsurance? Actually plan paid should 1160. Exactly one line wrong, likely plan_paid. Need output with required keys only. Values as numbers plain two decimals. We can output 1160.00 and 290.00. Need ensure "correct_value" number 1160.00. "member_owes" 290.00. "incorrect_field" "plan_paid".

Let's craft JSON only.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 332 tokens
We need answer JSON. Need adjudicate. Need identify wrong line. Let's parse. Plan Bluebonnet PPO 1500. Claim: in-network outpatient infusion subject to deductible and coinsurance. Allowed 1450. Prior accumulators: member deductible credited before 1500 (individual deductible 1500 satisfied). Member OOP credited before 1500. Family deductible credited before 3000 (satisfied). Family OOP credited before 1500. Since in-network, deductible satisfied for member already, so deductible applied 0. Coinsurance 20% of 1450 = 290. Member responsibility 290. Plan paid allowed - member responsibility = 1160. EOB says plan paid 1610, which is wrong (allowed + coinsurance? 1450+? Actually 1450+160=1610 maybe). Also EOB says member responsibility 290 correct, coinsurance 290 correct, deductible 0, allowed 1450. Plan paid wrong; should be 1160. Check: member_owes = 290. Need update accumulators? Question asks wrong line and corrected figure, member owes. We don't need next claim. Need ensure OOPM not reached? Prior member OOP 1500 + member responsibility 290 = 1790, below 6000. So no 100%. Correct. Need output fields. incorrect_field "plan_paid", correct_value 1160.00, member_owes 290.00. Note JSON numbers plain. Use two decimals? The task says numbers plain, two decimals. So 1160.00, 290.00. Ensure correct_value is number.
json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Haiku 4.5 · Anthropic29.8s · 2,912 out | 37.4s · 3,903 out | 23.8s · 2,093 out
Attempt 1
Reasoning · 2,862 tokens
Let me analyze this claim against the Bluebonnet PPO 1500 plan.

**Claim Facts:**
- Date of service: 2026-06-02
- Service: In-network outpatient infusion, subject to deductible and coinsurance
- Billed: 3,900.00
- Allowed: 1,450.00
- Member deductible credited before this claim: 1,500.00
- Member out-of-pocket credited before this claim: 1,500.00
- Family deductible credited before this claim: 3,000.00
- Family out-of-pocket credited before this claim: 1,500.00

**Plan Details:**
- Individual deductible (in-network): 1,500.00
- Family deductible (in-network): 3,000.00
- Structure: EMBEDDED - individual deductible is satisfied on its own, family deductible is satisfied once total family credits reach the family amount
- Out-of-pocket maximum (individual, in-network): 6,000.00
- Out-of-pocket maximum (family, in-network): 12,000.00
- Coinsurance after deductible (in-network): 20% member / 80% plan
- Service is subject to deductible and coinsurance

**Analysis:**

Before this claim:
- Member deductible accumulated: 1,500.00 (satisfied - the individual deductible is 1,500.00)
- Member out-of-pocket accumulated: 1,500.00
- Family deductible accumulated: 3,000.00 (satisfied - the family deductible is 3,000.00)
- Family out-of-pocket accumulated: 1,500.00

Since the member's individual deductible is already satisfied (1,500.00 = 1,500.00) and the family deductible is also satisfied (3,000.00 = 3,000.00), this claim should NOT have any deductible applied.
With both deductibles fully met, the full allowed amount goes straight to coinsurance. Applying the 20/80 split to the 1,450.00 allowed amount gives a member coinsurance of 290.00 and a plan payment of 1,160.00.

Checking against the EOB: allowed amount matches at 1,450.00, deductible correctly shows 0.00, and the 290.00 coinsurance figure lines up too. But the plan paid amount shown is 1,610.00, not 1,160.00 — off by exactly 450.00. Adding member responsibility and plan paid together (290.00 + 1,610.00 = 1,900.00) exceeds the allowed amount of 1,450.00, confirming something's wrong since these two figures must sum to the allowed amount.

Recalculating properly: 1,450.00 - 290.00 = 1,160.00, so "plan_paid" is the field with the error and should read 1,160.00.

For member_owes, the coinsurance of 290.00 represents what the member owes on this claim. Still need to check whether this affects the out-of-pocket max — currently at 1,500.00 accumulated against a 6,000.00 individual limit.

Remaining room before hitting the cap: 4,500.00, comfortably more than the 290.00 coinsurance, so the member pays the full amount without hitting the max.

Updated totals after this claim: member and family out-of-pocket both rise to 1,790.00; deductibles stay satisfied at 1,500.00 (individual) and 3,000.00 (family).

So member_owes = 290.00 is correct. Since the problem states only one line is wrong, I should revisit what was actually printed on the notice to confirm which single field is off.

EOB as issued: Allowed 1,450.00, Deductible applied 0.00, Coinsurance 290.00, Member owes 290.00, Plan paid 1,610.00.

Checking the math: 290.00 + 1,610.00 = 1,900.00, which doesn't match the allowed amount of 1,450.00 — inconsistent.

With deductible applied 0.00, the full 1,450.00 is subject to coinsurance: 20% = 290.00 member, 80% = 1,160.00 plan. That matches member responsibility (290.00) but plan paid is wrong — should be 1,160.00, not 1,610.00.

Alternatively, if plan paid 1,610.00 were kept fixed, member responsibility would need to be negative (1,450.00 - 1,610.00), which is impossible — confirming plan paid is the erroneous line.

Now looking at accumulator details: individual deductible 1,500.00 credited before this claim, meaning the member's individual deductible (1,500.00) is fully satisfied. Individual out-of-pocket max 6,000.00, with 1,500.00 credited, leaves 4,500.00 remaining. Family deductible 3,000.00 credited before claim means family deductible fully met too. Family out-of-pocket credited before claim is 1,500.00 —

out of the 12,000.00 family max, that leaves 10,500.00 remaining.

Since both deductibles are satisfied, only coinsurance applies here. Allowed amount 1,450.00, deductible correctly 0.00, coinsurance 20% × 1,450.00 = 290.00, member responsibility 290.00 — all correct. Plan paid should be 1,450.00 - 290.00 = 1,160.00, but EOB shows 1,610.00 — this is the error.

So "plan_paid" is the incorrect field, correct value is 1,160.00, and member owes 290.00 for this claim.

Double-checking: allowed amount matches, deductible applied matches, coinsurance matches, member responsibility matches. Only plan_paid is off — should be 1,160.00 rather than 1,610.00, likely a simple transposition error.

cost-sharing applies here since the deductible's already met.

So the math is: Allowed 1,450.00, deductible 0.00, coinsurance 290.00 (20%), plan paid should be 1,160.00 (80%). The EOB's plan_paid of 1,610.00 doesn't match this calculation — confirms the discrepancy.

incorrect_field: "plan_paid", correct_value: 1160.00, member_owes: 290.00.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 3,852 tokens
Let me carefully work through this claim adjudication.

**Current State Before This Claim:**
- Member deductible credited: 1,500.00
- Member OOPM credited: 1,500.00
- Family deductible credited: 3,000.00
- Family OOPM credited: 1,500.00

**Plan Terms:**
- Individual in-network deductible: 1,500.00
- Family in-network deductible: 3,000.00
- Structure: EMBEDDED - individual satisfies on their own OR family satisfied once total family reaches family amount, whichever comes first
- In-network coinsurance: 20% member / 80% plan
- Individual in-network OOPM: 6,000.00
- Family in-network OOPM: 12,000.00

**Claim Facts:**
- Date of service: 2026-06-02
- Service: In-network outpatient infusion, subject to deductible and coinsurance
- Billed: 3,900.00
- Allowed: 1,450.00
- Member deductible credited before: 1,500.00
- Member OOPM credited before: 1,500.00
- Family deductible credited before: 3,000.00
- Family OOPM credited before: 1,500.00

**Analysis:**

1. **Deductible Status:**
   - Member's individual deductible is 1,500.00
   - Before this claim, 1,500.00 has been credited toward the member's deductible
   - This means the member's individual deductible is FULLY SATISFIED before this claim
   - Family deductible is also fully satisfied (3,000.00 credited before, family requirement is 3,000.00)
   - Therefore, deductible applied to this claim = 0.00 ✓ (This is correct in the EOB)
   
With deductible satisfied, coinsurance kicks in on the allowed amount: 20% member, 80% plan. On 1,450.00, that's 290.00 member coinsurance ✓, but plan share should be 1,160.00 — the EOB's 1,610.00 payout doesn't match.

Checking totals: member (290.00) + plan paid (1,610.00) = 1,900.00, which exceeds the 1,450.00 allowed amount entirely — a clear discrepancy of 450.00.

Recalculating from scratch: with allowed=1,450.00, deductible=0.00, coinsurance=290.00 (20%), plan paid should be 1,160.00, not 1,610.00.

Possibly the plan paid figure itself contains an error - maybe a digit was transposed or an extra 450.00 got added somewhere.

Checking the other direction: if plan paid 1,610.00 is correct, member owes -160.00, which is nonsensical.

I should double check whether coinsurance applies to billed vs allowed amount, since billed is 3,900.00. Let me look at the plan rules for how cost share is calculated.

The rules confirm coinsurance is based on the allowed amount, not billed. With allowed=1,450.00, deductible=0.00, coinsurance=290.00 (20% of 1,450.00), plan_paid should be 1,450.00-0.00-290.00=1,160.00.

So the EOB's plan_paid of 1,610.00 is the error—it should read 1,160.00. Confirming member_owes should equal the 290.00 coinsurance since deductible is already met.

Checking OOPM: with 1,500.00 already credited against a 6,000.00 individual limit, there's plenty of room, so the full 290.00 applies normally to both member responsibility and OOPM accumulation—no capping needed here.

Reconsidering the full line list: allowed=1,450.00, deductible=0.00, coinsurance=290.00, member_resp=290.00, plan_paid=1,610.00 — the arithmetic only breaks on that last figure, confirming plan_paid is the single wrong line.

member_responsibility + plan_paid must equal allowed_amount, but 290.00 + 1,610.00 = 1,900.00, not 1,450.00.

Deductible (0.00) and coinsurance (290.00, 20% of 1,450.00) check out correctly, giving member responsibility of 290.00 as shown. That means plan_paid should be 1,450.00 - 290.00 = 1,160.00, not 1,610.00 — that's the error.

00, which doesn't match the expected 1,160.00.

Is there another way to read the coinsurance line? The plan language is unambiguous: 20% member / 80% plan. With no deductible in play on this 1,450.00 allowed amount, the split should be 290.00 member / 1,160.00 plan. The EOB's 1,610.00 plan_paid is 450.00 too high — I can't find a calculation path that justifies it. This looks like an EOB error. Let me verify member_owes next.

Member owes: deductible 0.00 + coinsurance 290.00 = 290.00. Checking against OOPM: current credited 1,500.00 + 290.00 = 1,790.00, still under the 6,000.00 individual limit, so the full 290.00 stands — no OOPM cap kicks in.

So: incorrect_field is "plan_paid", correct_value 1160.00, member_owes 290.00.

Now let me confirm against the task's exact requirement wording, particularly regarding "member_responsibility

plus plan_paid equals the allowed amount." That means 290.00 + plan_paid = 1,450.00, giving plan_paid = 1,160.00 — consistent.

Testing alternatives to be sure: keeping plan_paid at 1,610.00 with allowed 1,450.00 makes member_responsibility negative, impossible. Keeping plan_paid at 1,610.00 with member_responsibility 290.00 forces allowed to 1,900.00, which contradicts the stated allowed amount. So plan_paid is definitely the field that's wrong.

The 20% coinsurance calculation confirms 290.00 is correct (20% of 1,450.00 = 290.00), and member_responsibility matching that also checks out. It's plan_paid alone that breaks the equation — it should be 1,160.00, not 1,610.00.

1,160.00, not 1,610.00 as shown.

Checking OOPM: prior credited 1,500.00, individual limit 6,000.00, leaving 4,500.00 room. This claim's 290.00 cost share brings the running total to 1,790.00, still well under the max, so no OOPM cap applies.

member_owes = 290.00.

incorrect_field: "plan_paid"
correct_value: 1,160.00

00. Double-checking: allowed 1,450 minus member responsibility 290 gives plan paid of 1,160, confirming the notice's stated 1,610 is inconsistent with its own numbers. Member owes stays at 290 since they're nowhere near the 6,000 OOPM limit.

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 2,042 tokens
Let me work through this step by step.

PLAN DETAILS:
- Individual in-network deductible: 1500.00
- Family in-network deductible: 3000.00
- Structure: EMBEDDED (individual satisfies individual deductible on their own; family deductible satisfied once total family credits reach the family amount)
- In-network coinsurance: 20% member / 80% plan
- In-network OOPM individual: 6000.00
- In-network OOPM family: 12000.00

CLAIM FACTS:
- Date of service: 2026-06-02
- Service: In-network outpatient infusion, subject to deductible and coinsurance
- Billed: 3,900.00
- Allowed: 1,450.00
- Member deductible credited before this claim: 1,500.00
- Member out-of-pocket credited before this claim: 1,500.00
- Family deductible credited before this claim: 3,000.00
- Family out-of-pocket credited before this claim: 1,500.00

THE EOB ISSUED:
- Allowed amount: 1,450.00
- Deductible applied: 0.00
- Coinsurance: 290.00
- Member responsibility: 290.00
- Plan paid: 1,610.00

Let me analyze this:

1. ALLOWED AMOUNT: 1,450.00 - This matches the claim facts. ✓

2. DEDUCTIBLE APPLICATION:
   - Member's individual deductible before this claim: 1,500.00
   - Member's individual deductible limit: 1,500.00
   - The member has already satisfied their individual deductible (1,500.00 credited = 1,500.00 limit)
   - Family deductible was also already at 3,000.00 = the 3,000.00 limit, so both thresholds were met before this claim.
   - Deductible applied of 0.00 is correct. ✓

3. COINSURANCE:
   - Since deductible is already satisfied, the full allowed amount is subject to coinsurance: 1,450.00 - 0.00 = 1,450.00
   - Member's 20% share: 1,450.00 × 0.20 = 290.00, matching the EOB.

4. MEMBER RESPONSIBILITY:
   - 0.00 (deductible) + 290.00 (coinsurance) = 290.00, consistent with the statement.

5. PLAN PAID:
   - Should be allowed amount minus member responsibility: 1,450.00 - 290.00 = 1,160.00
   - But EOB states 1,610.00 — that's off by 450.00.
   - Checking the math: 290.00 (member) + 1,610.00 (plan) = 1,900.00 total, which exceeds the 1,450.00 allowed amount. This is inconsistent — the plan paid figure appears incorrect.

Correct plan_paid = 1,160.00.

Now checking member_owes and OOPM:
- OOPM credited before claim: 1,500.00, limit 6,000.00, remaining 4,500.00
- Coinsurance (290.00) counts toward OOPM, so remaining becomes 4,500.00 - 290.00 = 4,210.00
- Member's correct responsibility for this claim: 290.00

Need to confirm what "deductible credited before this claim" of 1,500.00 actually represents.

Deductibles are already satisfied: individual (1,500/1,500) and family (3,000/3,000). OOPM before claim: individual 1,500/6,000 credited, family 1,500/12,000 credited. Allowed amount on this claim is 1,450.

No deductible applies since already met. Coinsurance = 20% × 1,450.00 = 290.00. Plan paid = 1,450.00 - 290.00 = 1,160.00.

Checking the EOB, "plan_paid" is listed as 1,610.00, which doesn't match the 1,160.00 calculation—this is the error.

Member owes 290.00 in coinsurance. Let me double check if there's more to member responsibility beyond this claim's portion.

Checking OOPM: 1,500.00 + 290.00 = 1,790.00, still well under the 6,000.00 limit, so no coinsurance reduction is needed here.

So: incorrect_field = "plan_paid", correct_value = 1160.00, member_owes = 290.00.

Verifying against the totals: allowed 1,450.00 should equal coinsurance + plan paid. As issued, 290.00 + 1,610.00 = 1,900.00, which doesn't match. Corrected, 290.00 + 1,160.00 = 1,450.00 ✓ — confirms the plan

json{
  "incorrect_field": "plan_paid",
  "correct_value": 1160.00,
  "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V3.2 · DeepSeek1.8s · 41 out | 1.8s · 41 out | 1.6s · 41 out
Attempt 1
json{
    "incorrect_field": "plan_paid",
    "correct_value": 1160.00,
    "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
    "incorrect_field": "plan_paid",
    "correct_value": 1160.00,
    "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
    "incorrect_field": "plan_paid",
    "correct_value": 1160.00,
    "member_owes": 290.00
}
Grader detail
json{
  "fields": [
    {
      "field": "incorrect_field",
      "want": "plan_paid",
      "got": "plan_paid",
      "ok": true,
      "present": true
    },
    {
      "field": "correct_value",
      "want": 1160,
      "got": 1160,
      "ok": true,
      "present": true
    },
    {
      "field": "member_owes",
      "want": 290,
      "got": 290,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}