Parityhealth-plan operations benchmark
Member explanation · EOB-012 · hard

Explaining a code to a member

Synthetic scenario written for Parity, with a rubric of 5 binary criteria (4 credit, 1 penalty). Jargon translation without inventing clinical meaning.

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

What the model was given

Prompt
A member writes in asking what "CO-45" and "PR-1" mean on their explanation of benefits, and whether they owe the amounts next to them. Write the reply. Six sentences or fewer.

FACTS
  CO-45, amount 1,200.00: contractual obligation. The difference between what the
    provider billed and the allowed amount under the provider's contract with the
    plan. The provider agreed to accept the allowed amount. The member owes none
    of it.
  PR-1, amount 940.00: patient responsibility, deductible. This is the member's
    amount and it applied to the deductible.
  Total the member owes on this claim: 940.00.
Gold answer and grader
json{
  "kind": "rubric",
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "text": "Explains CO-45 as the contracted write-off and states the member owes none of the 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "text": "Explains PR-1 as the member’s deductible responsibility of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "text": "States the single total the member owes: 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "text": "Explains both codes without leaving the acronyms undefined."
    },
    {
      "id": "R5",
      "points": -5,
      "text": "Tells the member they owe the 1,200.00, or the 2,140.00 total, or any figure other than 940.00."
    }
  ]
}

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 · Anthropic7.8s · 243 out | 11.1s · 796 out | 12.9s · 504 out
Attempt 1
json{"message": "Thank you for asking about the codes on your explanation of benefits. CO-45 stands for \"contractual obligation,\" which is the difference between what your provider billed and the allowed amount, the rate your provider agreed to accept under their contract with your plan. The 1,200.00 next to CO-45 is written off by the provider, and you do not owe any of it. PR-1 stands for \"patient responsibility,\" and the 940.00 next to it is the amount you owe because it applied to your deductible, which is the amount you pay for covered care each year before your plan starts paying its share. The total you owe on this claim is 940.00. If you have questions about how these amounts were calculated, please contact us using the number on your member ID card."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual write-off; member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility, 940.00 applied to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed on claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.00999
}
Attempt 2
Reasoning · 570 tokens
[omitted]
json{"message": "The code CO-45 stands for \"contractual obligation,\" and the 1200.00 next to it is the difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under its contract with the plan. Because your provider agreed to that rate, you do not owe any of the 1200.00 and the provider should not bill you for it. The code PR-1 stands for \"patient responsibility,\" and the 940.00 next to it is your share of the cost for this claim. That 940.00 was applied to your deductible, which is the amount you pay for covered care each plan year before the plan begins paying its share. The total you owe on this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 patient responsibility, 940.00 applied to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.01250375
}
Attempt 3
Reasoning · 222 tokens
[omitted]
json{"message": "CO-45 is a code the plan uses for a \"contractual obligation,\" which means the difference between what your provider billed and the \"allowed amount,\" the rate your provider agreed to accept under their contract with us. On this claim that difference was 1200.00, and because your provider agreed to accept the allowed amount, you do not owe any of it. PR-1 stands for \"patient responsibility, deductible,\" and it marks the part of the allowed amount that you pay because it counts toward your deductible, which is the amount you pay for covered care each year before the plan starts paying its share. On this claim that amount was 940.00. So the only amount you owe on this claim is 940.00, and the 940.00 has been applied to your deductible for the year. If you get a bill from your provider for more than 940.00, please contact us before paying so we can look into it."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States only amount owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.00967575
}
100Gemini 3.7 Flash · Google5.0s · 646 out | 20.2s · 2,563 out | 15.5s · 2,072 out
Attempt 1
Reasoning · 506 tokens
**Clarifying EOB Codes**

I'm currently focusing on how to best explain "CO-45" and "PR-1" to a user on an explanation of benefits. My aim is to clearly convey whether the member is responsible for these specific amounts, ensuring the language is simple enough for an eighth-grade reading level. I'm also considering how to format this information concisely within the requested message structure.

**Explaining Explanation of Benefits**

I'm refining the explanations for "CO-45" and "PR-1" on the EOB. My focus is on clearly stating the patient's responsibility, defining technical terms like "contractual obligation" and "deductible" with precise dollar amounts, and ensuring the messaging is straightforward. I'm also working to present the total owed accurately.

json{
  "message": "CO-45 stands for contractual obligation, which is the 1,200.00 difference between what your provider billed and the allowed amount under their contract with us. Because your provider agreed to accept this allowed amount, you do not owe any of the 1,200.00. PR-1 stands for patient responsibility applied to your deductible, which is the set amount you pay for covered care before your plan starts paying. You are responsible for the 940.00 listed under PR-1. In total, you owe 940.00 for this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible, 940.00 owed."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 2,428 tokens
**Clarifying EOB Codes**

I'm currently focusing on deciphering the member explanation for EOB-012. Specifically, I'm working to clarify the meaning of "CO-45" and "PR-1" on their EOB, and to determine if the associated amounts are indeed their responsibility.

**Explaining Financial Responsibility**

I'm currently focusing on clarifying the specific codes on the Explanation of Benefits. I've determined that "CO-45" signifies a contractual adjustment of 1,200.00, representing a discount, meaning you aren't responsible for this portion. "PR-1" indicates your patient responsibility of 940.00, which has been applied to your deductible. Ultimately, your total outstanding amount for this claim is 940.00.

**Confirming Financial Responsibility**

I've refined the explanation for the Explanation of Benefits (EOB). I'm now detailing that "CO-45" is a contractual adjustment, a discount you're not responsible for, and "PR-1" represents your patient responsibility applied to the deductible. The total you owe is now clearly stated as 940.00.

**Interpreting Numeric Formatting**

I'm currently wrestling with the precise formatting of dollar amounts within my output. Specifically, I'm trying to determine if the instruction to report amounts as plain numbers with two decimal places applies to all instances, including prose, or is limited to specific data structures, and how to handle figures as presented in the facts versus the strict formatting rule.

**Refining Output Formatting**

I'm now prioritizing adherence to specific numeric formatting instructions for dollar amounts. I'm discerning whether the strict "plain number" rule applies universally, even within natural language prose, or if exceptions are made for clarity. My current focus is on balancing these potentially conflicting directives.

**Applying Formatting Rules**

I'm now focusing on the strict formatting of dollar amounts. I'm evaluating whether to include currency symbols and thousand separators, contrasting the provided facts with the explicit instruction for plain numbers. My aim is to ensure compliance while maintaining clear communication.

**Clarifying Amount Display**

I'm currently deliberating on how best to present dollar amounts within my communications. The Ground Rule 4 specifies a strict "plain number" format, yet natural language might benefit from conventional currency symbols and separators. My focus is on ensuring clarity and compliance simultaneously, particularly for member-facing content.

**Finalizing EOB Explanation**

I'm now integrating the refined explanations for "CO-45" and "PR-1" into a coherent member message. This includes clearly stating that the member is not responsible for the contractual adjustment and that their patient responsibility applies to the deductible, with the final balance of $940.00 explicitly mentioned.

json{
  "message": "The code CO-45 indicates a contractual obligation of $1,200.00, which is the discount agreed upon between your provider and your plan. Because your provider agreed to accept this contracted rate, you do not owe any of this $1,200.00. The code PR-1 indicates a patient responsibility of $940.00 that was applied to your deductible. A deductible is the amount you pay for covered health care services before your insurance plan starts to pay. In total, you owe $940.00 for this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation discount; member owes none of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 as patient responsibility applied to deductible, $940."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is $940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain language, deductible defined."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.00922575
}
Attempt 3
Reasoning · 1,927 tokens
**Developing Member Explanation**

I am currently working on crafting a clear, plain-language explanation for item EOB-012. My focus is on ensuring it's easily understandable for a member, specifically addressing what they need to know about this item on their explanation of benefits. I'm aiming for conciseness while covering all necessary details.

**Clarifying Payment Details**

I'm refining the explanation for CO-45, ensuring it clearly communicates the $1,200.00 contractual obligation amount. I'm also wrestling with the precise formatting of dollar figures—whether to use standard currency notation or the plain numeric format dictated by rule 4, especially given the conflicting instructions regarding prose versus numeric values and the source data's presentation.

**Explaining Contractual Obligations**

I'm refining the explanation for CO-45, focusing on clearly communicating the contractual obligation amount. I'm currently grappling with rule 4 regarding numeric formatting versus standard currency notation for dollar figures, considering the source data's presentation and potential conflicts in instructions.

**Interpreting Numeric Formatting Rules**

I'm analyzing rule 4 regarding numeric formatting versus standard currency notation for dollar figures. I'm considering whether it strictly applies to all outputs or only numeric fields, and how this interacts with the instruction to use exact dollar figures provided in the facts.

**Resolving Dollar Figure Formatting**

I'm wrestling with how to present dollar amounts, specifically whether to use standard currency notation like "$1,200.00" for member-facing text or adhere to Parity's rule 4 which dictates plain numbers like "1200.00". I'm prioritizing clarity for the member while trying to reconcile these potentially conflicting instructions.

**Defining Contractual Obligation**

I'm refining the explanation for CO-45. My current focus is on clearly defining "contractual obligation" and "patient responsibility" for the member, ensuring they understand why they don't owe the $1,200.00 difference but are responsible for the $940.00 applied to their deductible, thus totaling $940.00 owed.

json{
  "message": "CO-45 stands for contractual obligation, which is the $1,200.00 difference between what your provider billed and the allowed amount under their contract with us. Your provider agreed to accept the allowed amount, so you do not owe any of this $1,200.00. PR-1 stands for patient responsibility for your deductible, which is the amount you pay for healthcare services before your plan begins to pay. The $940.00 was applied to your deductible, which means you owe this amount to your provider. In total, you owe $940.00 for this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible, $940 owed."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is $940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.009307
}
100GPT-5.5 · OpenAI2.5s · 130 out | 2.2s · 135 out | 2.7s · 180 out
Attempt 1
json{"message":"CO-45 means a contractual obligation: it is the difference between what the provider billed and the allowed amount under the provider’s contract with the plan. For the 1200.00 shown with CO-45, the provider agreed to accept the allowed amount, so you do not owe that amount. PR-1 means patient responsibility for your deductible, which is the amount you pay before the plan starts paying for covered services. The 940.00 shown with PR-1 is your responsibility and was applied to your deductible. The total you owe on this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as member's deductible responsibility of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms defined in plain language."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
json{"message":"CO-45 for 1200.00 is a contractual obligation, which means it is the difference between what the provider billed and the allowed amount under the provider’s contract with the plan. The provider agreed to accept the allowed amount, so you do not owe the CO-45 amount. PR-1 for 940.00 means patient responsibility for your deductible, which is the amount you pay before the plan starts paying for certain covered services. You owe the PR-1 amount of 940.00, and it was applied to your deductible. The total you owe on this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off and says member owes none of 1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "Explains PR-1 as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain terms."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
Reasoning · 53 tokens
**Clarifying output requirements**

I need to prepare a JSON block for output. The message should be concise, ideally six sentences or less, and include precise figures. The developer mentioned I shouldn't include dollar signs when reporting amounts, just plain numbers with two decimal places. While this might feel a bit strange for member-facing content, it's essential I follow these guidelines. I also need to make sure I explain any relevant terms clearly.
json{
  "message": "CO-45 for 1200.00 means a contractual obligation: it is the difference between what the provider billed and the allowed amount under the provider’s contract with the plan. Because the provider agreed to accept the allowed amount, you do not owe the CO-45 amount. PR-1 for 940.00 means patient responsibility for your deductible, which is the amount you pay before the plan starts paying for certain covered services. The 940.00 applied to your deductible. The total you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; states member owes none of it."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms defined in plain language."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure claimed as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100GPT-5.6 Sol · OpenAI3.2s · 210 out | 2.8s · 145 out | 2.0s · 131 out
Attempt 1
Reasoning · 83 tokens
**Clarifying JSON requirements**

I need to ensure that the JSON structure is exact, and the member message should have six sentences or fewer. For dollar amounts, no symbols should be used per the global standards set by the developers, and I need to include exact figures. I'll explain the relevant terms clearly. For example, I could state that CO-45 refers to a contractual obligation, while PR-1 indicates patient responsibility for deductibles. I want to keep my explanations straightforward and fact-based, without unnecessary qualifiers.
json{"message":"CO-45 means a contractual obligation: the 1200.00 difference between the provider’s billed amount and the plan’s allowed amount under the provider’s contract. The provider agreed to accept the allowed amount, so you do not owe the 1200.00. PR-1 means patient responsibility for your deductible, which is the amount you pay before the plan begins sharing covered costs. You owe the 940.00 shown next to PR-1, and it was applied to your deductible. The total you owe on this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms defined plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 35 tokens
**Defining JSON format requirements**

I need to ensure that we focus on getting the exact JSON format, emphasizing that the member text should be six sentences or less. Also, I need to format dollar amounts without the dollar symbol, following the development guidelines to the letter. Now, let’s think about defining "deductible." It seems that I might need to clarify that term, possibly using it in a more precise context related to its technical meaning.
json{"message":"CO-45 means a contractual adjustment: the 1200.00 difference between what the provider billed and the plan’s allowed amount. The provider agreed to accept the allowed amount, so you do not owe the 1200.00. PR-1 means 940.00 is your responsibility because it applied to your deductible, which is the amount you pay for covered services before the plan begins paying its share. You owe a total of 940.00 on this claim."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Contractual adjustment explained; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 stated as member's 940.00 deductible responsibility."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language, no bare acronyms."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure asserted as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
json{
  "message": "CO-45 means a contractual obligation: the 1200.00 difference between what the provider billed and the allowed amount under the provider’s contract with the plan. The provider agreed to accept the allowed amount, so you do not owe the 1200.00. PR-1 means patient responsibility for your deductible, which is the amount you pay for covered services before the plan begins paying according to your benefits. You owe the 940.00 shown for PR-1, and it applied to your deductible. The total you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains CO-45 contractual write-off; member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as member's deductible responsibility of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms defined in plain language."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100Grok 4.6 · xAI43.2s · 2,516 out | 23.5s · 1,463 out | 20.4s · 1,234 out
Attempt 1
Reasoning · 2,399 tokens
The task is to write a member-facing message explaining what "CO-45" and "PR-1" mean on their EOB, and whether they owe the amounts next to them.
CO-45 is a remark code for contractual obligation. It is the $1,200 difference between what the provider billed and the allowed amount under your contract. The provider agreed to accept the allowed amount, so you owe none of it. PR-1 is patient responsibility for the deductible. It is your $940 amount that applied to the deductible. You owe a total of $940 on this claim.    {"message": "CO-45 is a remark code for contractual obligation. It is the 1,200.00 difference between what the provider billed and the allowed amount under your contract. The provider agreed to accept the allowed amount, so you owe none of the 1,200.00. PR-1 is patient responsibility for the deductible. It is your 940.00 amount that applied to the deductible. You owe a total of 940.00 on this claim.
json{"message": "The code CO-45 stands for contractual obligation and shows 1,200.00, which is the difference between what your provider billed and the allowed amount under their contract with us. Your provider agreed to accept the allowed amount, so you owe none of the 1,200.00. The code PR-1 stands for patient responsibility and shows 940.00, which is your deductible. You owe the 940.00, and it applied to your deductible. The total you owe on this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 as patient responsibility deductible of 940.00 owed."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 1,338 tokens
The task is to write a member-facing message explaining CO-45 and PR-1 on their EOB, and whether they owe those amounts. Six sentences or fewer.
CO-45 is a contractual obligation of $1,200.00. This is the difference between what your provider billed and the allowed amount under your plan's contract. Your provider agreed to accept the allowed amount, so you owe none of this. PR-1 is your patient responsibility of $940.00, which applied to your deductible. You owe the $940.00 next to PR-1. The total you owe on this claim is $940.00.
json{"message": "CO-45 is a contractual obligation of 1,200.00. This is the difference between what the provider billed and the allowed amount, which is the contracted rate the plan pays. The provider agreed to accept the allowed amount, so you owe none of the 1,200.00. PR-1 is patient responsibility of 940.00 for your deductible, which is the amount you pay before the plan starts sharing costs. You owe the 940.00, and it applied to your deductible. The total you owe on this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 stated as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed on claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language, no undefined acronyms."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.0094445
}
Attempt 3
Reasoning · 1,123 tokens
The task is to write a member-facing message explaining CO-45 and PR-1 on their EOB, and whether they owe those amounts. Six sentences or fewer.
CO-45 is a contractual obligation. It is the $1,200 difference between what your provider billed and the allowed amount under your provider's contract with us. Your provider agreed to accept the allowed amount, so you owe none of it. PR-1 is your patient responsibility for the deductible. You owe the $ 940 next to PR-1, and that amount applied to your deductible. The total you owe on this claim is $940.
json{"message": "CO-45 is a contractual obligation, which is the 1,200.00 difference between what the provider billed and the allowed amount under the provider's contract with the plan. The provider agreed to accept the allowed amount, so you owe none of the 1,200.00. PR-1 is patient responsibility for your deductible. You owe the 940.00 next to PR-1, and that amount applied to your deductible. The total you owe on this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains CO-45 contractual write-off, member owes none of 1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed on claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.0093195
}
100Grok 4.5 · xAI14.6s · 898 out | 4.8s · 288 out | 8.2s · 496 out
Attempt 1
Reasoning · 774 tokens
The task is to write a member explanation about what "CO-45" and "PR-1" mean on their EOB, and whether they owe those amounts. Six sentences or fewer.
CO-45 means contractual obligation. The 1,200.00 is the difference between what your provider billed and the allowed amount under their contract with us. Your provider agreed to accept the allowed amount, so you owe none of the 1,200.00. PR-1 means patient responsibility for your deductible. 940.00 is your share and it applied to your deductible. You owe a total of 940.00 on this claim.
json{"message": "CO-45 means contractual obligation, the 1200.00 difference between what your provider billed and the allowed amount (the rate the plan contracted to pay). Your provider agreed to accept that allowed amount, so you owe none of the 1200.00. PR-1 means patient responsibility for your deductible, the amount you pay before the plan shares costs. The 940.00 next to PR-1 is your share and it counted toward your deductible. You do owe that 940.00. The total you owe on this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 181 tokens
The task is to write a member explanation about CO-45 and PR-1 on their EOB, and whether they owe those amounts. Six sentences or fewer.
json{
  "message": "CO-45 is a contractual obligation of 1200.00. It is the difference between what your provider billed and the allowed amount the plan contracted to pay; your provider agreed to accept that allowed amount, so you owe none of the 1200.00. PR-1 is patient responsibility of 940.00 for your deductible. That amount is yours to pay and it applied to your deductible. The total you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Calls CO-45 contractual obligation; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 stated as patient responsibility 940.00 applied to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed on claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language, no bare acronyms."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount owed stated."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.01107575
}
Attempt 3
Reasoning · 387 tokens
The task is to write a member-facing explanation about "CO-45" and "PR-1" on their EOB, and whether they owe those amounts. Six sentences or fewer.
CO-45 means contractual obligation. It is the $1,200.00 difference between what your provider billed and the allowed amount under their contract with us.
json{"message": "CO-45 stands for contractual obligation and shows the 1200.00 difference between what your provider billed and the allowed amount under their contract with the plan. Your provider agreed to accept that allowed amount, so you owe none of the CO-45 amount. PR-1 stands for patient responsibility and means the charge applied to your deductible. The 940.00 next to PR-1 is your responsibility and counted toward your deductible. The total you owe on this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains CO-45 contractual write-off; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility, 940.00 applied to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.00935075
}
100Gemini 3.1 Pro · Google15.2s · 2,122 out | 36.3s · 5,341 out | 12.6s · 1,665 out
Attempt 1
Reasoning · 1,980 tokens
**Understanding Your Explanation of Benefits (EOB) Codes**

I've been looking at my Explanation of Benefits (EOB) and wanted to clarify a couple of codes. The code CO-45 for 1200.00 is a contractual obligation showing the difference between what my provider billed and the allowed amount. The allowed amount is the contracted rate the plan recognizes for a service, and because my provider agreed to this rate, I do not owe any of this 1200.00. The code PR-1 for 940.00 is my patient responsibility that was applied to my deductible. My deductible is the amount I pay at the allowed rate before coinsurance begins. Therefore, the total amount I owe on this claim is 940.00.

json{
  "message": "The code CO-45 for 1200.00 is a contractual obligation showing the difference between what your provider billed and the allowed amount. The allowed amount is the contracted rate the plan recognizes for a service, and because your provider agreed to this rate, you do not owe any of this 1200.00. The code PR-1 for 940.00 is your patient responsibility that was applied to your deductible. A deductible is the amount you pay at the allowed rate before coinsurance begins. The total amount you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains CO-45 as contractual write-off; member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Defines contractual obligation, allowed amount, patient responsibility, deductible."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount asserted as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 5,182 tokens
**Understanding Your Explanation of Benefits**

The code CO-45 next to the 1200.00 amount stands for a contractual obligation. This is the difference between what the provider billed and the allowed amount, which is the contracted rate the plan recognizes for a service. Because the provider agreed to accept the allowed amount, you owe none of the 1200.00. The code PR-1 next to the 940.00 amount stands for patient responsibility and was applied to your deductible. A deductible is the amount you pay at the allowed rate before coinsurance, which is your percentage share of the allowed amount, begins. The total amount you owe on this claim is 940.00.

json{
  "message": "The code CO-45 next to the 1200.00 amount stands for a contractual obligation. This is the difference between what the provider billed and the allowed amount, which is the contracted rate the plan recognizes for a service. Because the provider agreed to accept the allowed amount, you owe none of the 1200.00. The code PR-1 next to the 940.00 amount stands for patient responsibility and was applied to your deductible. A deductible is the amount you pay at the allowed rate before coinsurance, which is your percentage share of the allowed amount, begins. The total amount you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes spelled out and defined plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
Reasoning · 1,519 tokens
**Understanding My EOB: CO-45 and PR-1**
The code CO-45 next to the amount of 1,200.00 signifies a contractual obligation, meaning it's the difference between what my provider billed and the discounted rate they agreed to accept from my health plan. I do not owe any portion of this 1,200.00. The code PR-1 for the amount of 940.00 indicates patient responsibility, specifically applied to my deductible. My deductible is the amount I must pay for covered healthcare services before my insurance plan starts to share costs. Since this amount was applied to my deductible, I do owe this 940.00. Therefore, the total amount I am responsible for on this claim is 940.00.

json{
  "message": "The code CO-45 next to the amount of 1,200.00 stands for a contractual obligation. This is the difference between what your provider billed and the allowed amount, which is the discounted rate your provider agreed to accept. You do not owe any of this 1,200.00. The code PR-1 next to the amount of 940.00 means patient responsibility and was applied to your deductible, which is the amount you pay before your plan starts to share the cost. You owe this 940.00, making it the total amount you owe on this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States 940.00 is total owed on claim."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "Only 940.00 stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100Claude Opus 5 · Anthropic8.9s · 572 out | 5.0s · 311 out | 9.8s · 704 out
Attempt 1
json{
  "message": "The two codes on your explanation of benefits mean very different things, and only one of them is your bill. CO-45 stands for \"contractual obligation,\" which is the 1200.00 difference between what your provider billed and the allowed amount \u2014 the rate your provider already agreed to accept under their contract with us \u2014 so you owe none of that 1200.00 and the provider cannot bill you for it. PR-1 stands for \"patient responsibility \u2014 deductible,\" and the deductible is the amount you pay for covered care at the allowed rate before the plan starts paying its share. That PR-1 amount is 940.00, and it was applied to your deductible for the plan year, which means it also counts toward meeting that deductible. So the total you owe on this claim is 940.00. If you believe any of these amounts is wrong, or you get a bill from the provider for more than 940.00, please contact Member Services so we can review it with you."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1200.00"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as deductible responsibility of 940.00"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure stated as owed"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
json{
  "message": "CO-45 stands for \"contractual obligation,\" and the 1200.00 next to it is the difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under their contract with us. You do not owe any part of that 1200.00, and your provider cannot bill you for it. PR-1 stands for \"patient responsibility \u2014 deductible.\" The deductible is the amount you pay for covered care at the allowed rate before the plan starts paying its share, and the 940.00 next to PR-1 is your share of this claim, which we applied to your deductible for the year. So the total you owe on this claim is 940.00, payable to your provider. If you think the deductible amount was applied incorrectly, you can call the Member Services number on your ID card and ask us to review it."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1,200.00"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure stated as owed"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
json{
  "message": "The two codes on your explanation of benefits mean very different things. CO-45 (1200.00) is a \"contractual obligation\" — it is the gap between what your provider billed and the lower allowed amount your provider agreed to accept under their contract with us, so you owe none of that 1200.00 and the provider cannot bill you for it. PR-1 (940.00) is \"patient responsibility\" applied to your deductible, which is the amount you pay for covered care at the allowed rate before the plan starts paying its share. So the amount you owe on this claim is 940.00, and that 940.00 counted toward your deductible for the year. If your provider sends you a bill for more than 940.00 on this claim, please contact us and we will review it with them."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States amount owed on claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language, acronyms spelled out."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure asserted as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100Gemini 3 Flash · Google64.3s · 11,658 out | 73.1s · 11,664 out | 65.2s · 11,684 out
Attempt 1
Reasoning · 11,516 tokens
```json
{
  "message": "The code CO-45 stands for a contractual obligation of 1200.00. This amount is the difference between what the provider billed and the allowed amount, which is the set rate your plan recognizes for a service. Your provider agreed to accept the allowed amount, so you owe none of the 1200.00. The code PR-1 means a patient responsibility of 940.00 was applied to your deductible, which is the amount you pay at the allowed rate before your plan starts to pay. In total, you owe 940.00 for this claim."
}
```

json{
  "message": "The code CO-45 stands for a contractual obligation of 1200.00. This amount is the difference between what the provider billed and the allowed amount, which is the set rate your plan recognizes for a service. Your provider agreed to accept the allowed amount, so you owe none of the 1200.00. The code PR-1 means a patient responsibility of 940.00 was applied to your deductible, which is the amount you pay at the allowed rate before your plan starts to pay. In total, you owe 940.00 for this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "States contractual obligation; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "Explains PR-1 as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Spells out both codes and defines allowed amount and deductible."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 11,516 tokens
**Understanding Your EOB Codes: CO-45 and PR-1**

CO-45 signifies a contractual obligation of 1200.00. This amount represents the difference between what your provider billed and the allowed amount, which is the contracted rate the plan recognises for a service. Because your provider agreed to accept this allowed amount, you do not owe the 1200.00. PR-1 denotes patient responsibility and indicates that 940.00 was applied to your deductible. A deductible is the amount you pay for services at the allowed rate before the plan begins to pay. Therefore, you are responsible for paying this 940.00, which is the total amount you owe for this claim.

json{
  "message": "CO-45 is a contractual obligation of 1200.00. This is the difference between what your provider billed and the allowed amount, which is the contracted rate the plan recognises for a service. You do not owe this 1200.00 because your provider agreed to accept the allowed amount. PR-1 stands for patient responsibility and shows 940.00 was applied to your deductible. A deductible is the amount you pay for services at the allowed rate before the plan begins to pay. You are responsible for paying this 940.00, which is the total amount you owe for this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States 940.00 is total owed on claim."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure asserted as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
Reasoning · 11,516 tokens
**Understanding Your EOB Codes**

The code CO-45 stands for a contractual obligation, which is the 1200.00 difference between what your doctor billed and the amount your health plan agreed to pay. Because your provider agreed to accept that lower amount, you do not owe any of the 1200.00. The code PR-1 stands for patient responsibility, which refers to the 940.00 portion of the bill you must pay yourself. This amount was applied to your deductible, which is the amount you pay for covered services each year before your insurance plan begins to pay. You are responsible for paying this 940.00 to your provider. Your total balance for this claim is 940.00.

```json
{
  "message": "The code CO-45 stands for a contractual obligation, which is the 1200.00 difference between what your doctor billed and the amount your health plan agreed to pay. Because your provider agreed to accept that lower amount, you do not owe any of the 1200.00. The code PR-1 stands for patient responsibility, which refers to the 940.00 portion of the bill you must pay yourself. This amount was applied to your deductible, which is the amount you pay for covered services each year before your insurance plan begins to pay. You are responsible for paying this 940.00 to your provider. Your total balance for this claim is 940.00."
}
```

json{
  "message": "The code CO-45 stands for a contractual obligation, which is the 1200.00 difference between what your doctor billed and the amount your health plan agreed to pay. Because your provider agreed to accept that lower amount, you do not owe any of the 1200.00. The code PR-1 stands for patient responsibility, which refers to the 940.00 portion of the bill you must pay yourself. This amount was applied to your deductible, which is the amount you pay for covered services each year before your insurance plan begins to pay. You are responsible for paying this 940.00 to your provider. Your total balance for this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1200"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 as patient responsibility of 940 applied to deductible"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total balance for claim is 940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount owed stated"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100Kimi K3 · Moonshot12.7s · 210 out | 28.7s · 547 out | 23.4s · 861 out
Attempt 1
Reasoning · 32 tokens
Write member-facing reply, 6 sentences or fewer, define terms, use exact figures 1,200.00 and 940.00.
json{
  "message": "CO-45 is a contractual adjustment: it is the difference between what your provider billed (1,200.00) and the amount your provider agreed to accept under its contract with your plan. Your provider has agreed to write off that amount, so you do not owe any of the 1,200.00. PR-1 is patient responsibility for your deductible, which is the amount you pay for covered services before your plan starts sharing the cost. The 940.00 next to PR-1 is your share, and it has been applied toward your deductible. The total you owe on this claim is 940.00, which you should pay to your provider. If you have questions or think this amount is wrong, call the member services number on your plan ID card."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "States contractual write-off; member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes spelled out in plain language."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount claimed as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 396 tokens
I need to write a member-facing explanation of CO-45 and PR-1 on an EOB. Six sentences or fewer. Eighth-grade reading level. Define terms of art. Use exact figures: 1200.00, 940.00. Wait — the output contract says report dollar amounts as plain numbers with two decimals, no currency symbol. But this is member-facing text... The ground rule says "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50". Hmm, but the facts show "1,200.00" with comma. The task says "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." There's tension. The ground rule #4 says report every dollar amount as plain number two decimals, no currency symbol, no thousands separator. So 1200.00 and 940.00. I'll follow the harness rule: 1200.00 and 940.00.

Six sentences or fewer. Draft:

1. "CO-45" is a contractual obligation: it is the difference between what your provider billed and the allowed amount, which is the rate the provider agreed to accept under its contract with the plan.
2. The 1200.00 next to CO-45 is a write-off, and you do not owe any of it.
3. "PR-1" is patient responsibility, and the "1" means it is your deductible — the amount you pay at the allowed rate before the plan's cost sharing begins.
4. The 940.00 next to PR-1 is your share, and it was applied to your deductible.
5. Your total amount due on this claim is 940.00.

That's 5 sentences. Good. No appeal rights in facts, so don't add. No clinical advice. Good.
json{"message": "CO-45 stands for contractual obligation, which is the difference between what your provider billed and the allowed amount, the rate the provider agreed to accept under its contract with the plan. The 1200.00 next to CO-45 was written off under that contract, and you do not owe any of it. PR-1 stands for patient responsibility, and the \"1\" means it is your deductible, the amount you pay at the allowed rate before the plan begins sharing costs. The 940.00 next to PR-1 is your share, and it was applied to your deductible. In total, you owe 940.00 on this claim."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains CO-45 write-off; member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as deductible responsibility of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and defined."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount owed stated."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
Reasoning · 719 tokens
The task: write a member-facing reply explaining CO-45 and PR-1 on their EOB, and whether they owe the amounts. Six sentences or fewer, eighth-grade reading level, define terms of art, use exact figures (1200.00, 940.00 — but wait, the output contract says report dollar amounts as plain numbers with two decimals, no currency symbol... but that's for JSON dollar fields. In prose, the message is member-facing text. Hmm. The ground rule says "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50". That applies to reporting dollar amounts. In the message text, should I write "1200.00" or "$1,200.00"? The rule says report every dollar amount as plain number with two decimal places and no currency symbol. To be safe, follow the harness rule: "1200.00" and "940.00" without symbols or commas. Actually, member-facing letters normally would use $1,200.00, but the harness instruction is explicit and mechanical scoring may check for exact figures. The instruction: "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text." I'll use 1200.00 and 940.00 in the prose.

Six sentences or fewer. Explain CO-45: contractual adjustment — the difference between billed and allowed amount; provider agreed to accept allowed amount; member owes none of it. PR-1: patient responsibility applied to deductible; member owes 940.00. Total owed: 940.00.

No salutation/sign-off needed (not a letter request, just a reply). No appeal rights in facts, so don't invent. Don't promise outcomes.

Draft:

"CO-45 is a contractual adjustment. It is the difference between what your provider billed and the amount your provider agreed to accept under its contract with us, and for this claim that amount is 1200.00. You do not owe any of the 1200.00, and your provider cannot bill you for it. PR-1 means patient responsibility, and the 940.00 next to it is your share, which went toward your deductible (the amount you pay for covered services before your plan starts to pay). The total you owe on this claim is 940.00."

That's 5 sentences. Good. Define "allowed amount" perhaps. CO-45 explanation includes "allowed amount" — term of art. Define: "the allowed amount is the rate your plan recognizes for the service under the provider's contract."

Let me rewrite:

Sentence 1: "CO-45 is a contractual obligation adjustment: it is the difference between what your provider billed and the allowed amount, which is the rate we recognize for the service under the provider's contract with us."

Sentence 2: "Because your provider agreed to accept that rate, you do not owe any of the 1200.00."

Sentence 3: "PR-1 means patient responsibility, and the 940.00 next to it is the part of the allowed amount that went toward your deductible."

Sentence 4: "A deductible is the amount you pay for covered services before your plan begins to share the cost."

Sentence 5: "The total you owe on this claim is 940.00."

Five sentences, eighth-grade level, defines terms, exact figures. Good.

Output exactly one fenced JSON block with key "message".
json{"message": "CO-45 is a contractual obligation adjustment. It is the difference between what your provider billed and the allowed amount, which is the rate we recognize for the service under the provider's contract with us. Because your provider agreed to accept that rate, you do not owe any of the 1200.00. PR-1 means patient responsibility, and the 940.00 next to it is your share, which went toward your deductible (the amount you pay for covered services before your plan starts to share the cost). The total you owe on this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual adjustment; member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility, 940 to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect owed figure stated."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100Gemini 2.5 Pro · Google14.8s · 1,276 out | 8.0s · 612 out | 14.7s · 1,503 out
Attempt 1
Reasoning · 1,149 tokens
Here's how I'd break down those EOB codes for the member, going through my thought process to ensure clarity and accuracy:

First, I need to pinpoint exactly what the member is asking. They've presented two codes, CO-45 and PR-1, with associated dollar amounts, and they want to know what these mean and, crucially, if they are responsible for paying those specific figures. This is the core of my task: demystify these insurance terms and give a clear financial picture.

Next, I'll dissect the information provided for each code. For CO-45, the key is "contractual obligation." The 1,200.00 isn't a bill *for them* to pay; it's the discrepancy between what the provider billed and what our plan deems acceptable based on their network agreement. This means the provider has agreed to absorb that difference, often called a provider write-off or contractual adjustment. My primary goal here is to explicitly state the member owes *nothing* for this portion.

Then, I'll turn to PR-1, which stands for "patient responsibility" and, in this context, specifically "deductible." The 940.00 is indeed an amount the member is liable for. The fact that it's applied to their deductible means it's part of the out-of-pocket amount they're expected to pay annually before the insurance plan kicks in fully.

Now, I need to synthesize this into a coherent explanation. I'll start by directly addressing the codes and their meanings in plain language. I'll explain CO-45 as an adjustment that the provider makes, confirming the member doesn't owe that 1,200.00. Then, I'll explain PR-1 as the amount the member *does* owe, linking it to their deductible and briefly defining what a deductible is, as this is a common point of confusion.

Finally, I'll bring it all together with a clear statement about the total financial responsibility for this claim. This involves summing up the patient responsibility components, which in this case is just the PR-1 amount. I'll also ensure the explanation adheres to the constraint of being six sentences or fewer, which forces me to be concise and impactful. I want to make sure the member leaves this interaction with a clear understanding of what they owe and why, without any lingering insurance jargon.

Here's how I would present the explanation:

The code CO-45, for 1,200.00, represents a "contractual obligation." This is the difference between what your provider charged and the rate we pay for that service. You do not owe this amount as part of the provider's agreement with us. The code PR-1, for 940.00, is your "patient responsibility" because it was applied to your deductible. Your deductible is the amount you must pay for covered services each year before your plan starts to pay. For this claim, you owe your provider 940.00.
json{
  "message": "The code CO-45, for 1,200.00, is a contractual obligation. This is the difference between what your provider billed and our plan's allowed amount for the service. You do not owe this amount. The code PR-1, for 940.00, is your patient responsibility. This amount was applied to your annual deductible, which is the amount you pay for covered care before the plan begins to pay. The total you owe your provider for this service is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation, billed vs allowed, says member owes none"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 described as patient responsibility applied to deductible, 940.00"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes spelled out and explained plainly"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 491 tokens
I understand the user needs me to explain two common remark codes from an Explanation of Benefits (EOB) to a member. My goal is to simplify these concepts, clearly delineate member responsibility, and keep the explanation concise, no more than six sentences.

My thinking process involves breaking down each code:

*   **CO-45**: I recognize this as a contractual obligation, signifying the difference between the provider's billed charges and the plan's allowed amount. The critical takeaway here is that the provider has a contractual agreement with the plan and has consented to absorb this difference – it's not the member's financial burden.
*   **PR-1**: This code explicitly denotes patient responsibility, specifically relating to the deductible. This is an amount the member *is* responsible for.

Based on this understanding, I've outlined a plan to construct the response:

1.  I will begin by acknowledging the member's inquiry regarding the EOB codes.
2.  Next, I'll explain CO-45, framing it as a negotiated discount from the provider, representing the difference between their full charge and our plan's approved amount.
3.  Crucially, I will then state unequivocally that the member does *not* owe the CO-45 amount, as the provider is obligated to write it off due to their contract.
4.  Following that, I'll clarify PR-1 as "patient responsibility" and specifically identify it as the amount applied towards their annual deductible.
5.  I will provide a brief definition of a deductible for clarity.
6.  Finally, I will conclude by summarizing the total amount the member is responsible for, which is solely the PR-1 amount.

Applying this plan, I've drafted the following message: "Thank you for your question about your recent explanation of benefits (EOB). The code CO-45 represents a 'contractual obligation,' which is the discount we have negotiated with your provider. You do not owe this amount of 1,200.00, as your provider has agreed to write it off. The code PR-1 means 'patient responsibility,' and in this case, it is for your annual deductible. A deductible is the amount you pay for covered services before your plan begins to pay. You are responsible for this amount of 940.00."

This draft is five sentences long, which meets the length requirement. It's clear, defines the terms effectively, states the relevant monetary amounts, and explicitly clarifies what the member does and does not owe. Therefore, I will proceed with this message for the final JSON output under the "message" key.
json{
  "message": "Thank you for asking about the codes on your explanation of benefits. The code CO-45 shows a contractual obligation, which is the discount your health plan has negotiated with your provider. You do not owe this amount of 1,200.00. The code PR-1 shows your patient responsibility for your deductible. The deductible is the amount you pay for covered services before the plan starts to pay. You are responsible for this 940.00, which is the total you owe for this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Calls CO-45 negotiated contractual discount; member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States 940.00 is the total owed on the claim."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes spelled out as contractual obligation and patient responsibility."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount charged to member."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
Reasoning · 1,386 tokens
Okay, I've processed the information and am ready to summarize my thought process.

My primary goal here is to explain two specific adjustment codes from an Explanation of Benefits (EOB) to a member, focusing on what each code means for their financial responsibility. I need to do this clearly, concisely, and at an eighth-grade reading level, all within six sentences or fewer.

First, I identified the two codes: CO-45 and PR-1, along with their associated dollar amounts ($1,200.00 and $940.00, respectively). I know CO-45 signifies a "contractual obligation." In practice, this means the provider has agreed, through a contract with the plan, to accept a lower amount than their billed charges. The $1,200.00 represents this difference, and crucially, the member is *not* responsible for this amount. This is a key piece of information to convey directly.

Next, PR-1 stands for "patient responsibility." This is the portion of the bill that *does* fall on the member. The $940.00 associated with PR-1 was applied to the member's deductible. I need to explain what a deductible is in simple terms.

After breaking down the individual codes and their implications, I need to consolidate this into a coherent message. My initial thought was to create a sentence for each point, but I quickly realized I could combine some ideas for better flow and to stay within the sentence limit.

I decided to structure the message by first addressing CO-45, clarifying its meaning as a provider discount and explicitly stating the member's non-responsibility for it. Then, I would introduce PR-1 as the actual patient responsibility amount and explain its application to the deductible. Defining "deductible" here is essential for the member's understanding. Finally, I would conclude by confirming the total amount the member owes based on these codes.

I ran through a few drafting iterations in my mind. My first attempts were a bit too verbose. I then tried to be more direct, leading me to the version I'm most confident in. This revised approach involves combining the explanation of CO-45 with the statement that the member doesn't owe it. Then, I explain PR-1, its amount, and its application to the deductible, followed by a simple definition of the deductible itself. The final sentence clarifies the total amount the member will be responsible for billing from the provider. This structure ensures all requirements are met: it's under six sentences, explains both codes, defines the deductible, uses the provided dollar amounts, and is written at an appropriate reading level.
json{
  "message": "The code CO-45 for $1,200.00 is the discount we receive from your provider as part of their contract with us, and you are not responsible for this amount. The code PR-1 for $940.00 is your patient responsibility for this claim. This amount was applied to your annual deductible. Your deductible is the amount you pay for covered services before your plan starts to pay. You owe your provider $940.00 for this service."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Calls CO-45 a contracted discount; member not responsible."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 stated as $940.00 patient responsibility applied to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States member owes provider $940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain terms: contract discount and patient responsibility."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure asserted as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100GLM-5.2 · Z.ai8.3s · 621 out | 8.5s · 746 out | 3.3s · 194 out
Attempt 1
Reasoning · 499 tokens
The member is asking what CO-45 and PR-1 mean on their EOB and whether they owe the amounts.

From the facts:
- CO-45, amount 1,200.00: contractual obligation - difference between billed and allowed amount. Provider agreed to accept allowed amount. Member owes none of it.
- PR-1, amount 940.00: patient responsibility, deductible. Member's amount, applied to deductible.
- Total member owes on this claim: 940.00

I need to write a member-facing message, 6 sentences or fewer, explaining these codes and what they owe.

Let me draft:

"CO-45 is a code showing that 1,200.00 was written off because it exceeded the amount your provider agreed to accept under their contract with the plan; you do not owe this amount. PR-1 means patient responsibility, and the 940.00 shown is your deductible amount that you do owe for this claim. The total you owe on this claim is 940.00. The 1,200.00 CO-45 amount is not something you need to pay."

Let me refine to be clear and within 6 sentences:

1. "CO-45 means the 1,200.00 shown is a contractual adjustment — the difference between what your provider billed and the amount they agreed to accept under their contract with the plan."
2. "You do not owe the CO-45 amount, and your provider may not bill you for it."
3. "PR-1 means patient responsibility, and the 940.00 shown is your deductible amount for this claim."
4. "The total you owe on this claim is 940.00."

That's 4 sentences, clear and complete. Let me make sure I'm defining terms of art. CO-45 and PR-1 are codes. I should explain what they mean clearly.

Let me finalize:

"CO-45 means the 1,200.00 shown is a contractual adjustment — the difference between what your provider billed and the amount they agreed to accept under their contract with the plan. You do not owe the 1,200.00, and your provider may not bill you for it. PR-1 means patient responsibility, and the 940.00 shown is the amount that applied to your deductible for this claim. The total you owe on this claim is 940.00."

That's 4 sentences, covers everything. Good.
json{
  "message": "CO-45 means the 1,200.00 shown is a contractual adjustment — the difference between what your provider billed and the amount they agreed to accept under their contract with the plan. You do not owe the 1,200.00, and your provider may not bill you for it. PR-1 means patient responsibility, and the 940.00 shown is the amount that applied to your deductible for this claim. The total you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual adjustment; member owes none of 1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain language, no undefined acronyms."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 606 tokens
The user wants a member-facing explanation of two EOB codes: CO-45 and PR-1, and whether they owe the amounts.

Facts:
- CO-45, amount 1,200.00: contractual obligation. Difference between billed and allowed amount. Provider agreed to accept allowed amount. Member owes none of it.
- PR-1, amount 940.00: patient responsibility, deductible. Member's amount, applied to deductible.
- Total member owes on this claim: 940.00.

I need to write a reply, six sentences or fewer, at roughly eighth-grade reading level, no headers, no bullets unless needed, no salutation/sign-off unless asked for a letter (not asked here). Use exact dollar figures and dates. Don't give clinical advice. Include appeal rights if present (none mentioned). Define terms of art.

Let me draft:

"CO-45 means the amount was written off as a contractual adjustment: the 1,200.00 is the difference between what your provider billed and the allowed amount (the contracted rate your provider agreed to accept), so you do not owe it. PR-1 means patient responsibility: the 940.00 is your deductible, the amount you pay before your plan begins sharing costs. You owe 940.00 on this claim, and none of the 1,200.00. If you have questions about how this applied to your deductible, you can contact member services."

That's 4 sentences. Let me check requirements. No salutation/sign-off needed. Use exact figures. Define terms of art: "allowed amount" - defined as contracted rate; "deductible" - defined as amount you pay before plan begins sharing costs.

Wait, I should be careful not to promise anything not in facts. The facts say total member owes is 940.00. Good. The 1,200.00 member owes none. Good.

Let me refine to be clean and accurate. Maybe I don't need the contact member services line since no appeal rights were given. But it's reasonable to mention. Actually, the instructions say "Where the facts include appeal rights, deadlines, or a route to resolution, include them." There are none included, so I don't need to add. I'll keep it focused.

Final:

"CO-45 stands for a contractual adjustment: the 1,200.00 is the difference between what your provider billed and the allowed amount, which is the contracted rate your provider agreed to accept from the plan, so you do not owe any of it. PR-1 stands for patient responsibility and means the amount is yours to pay; here, the 940.00 is your deductible, the amount you pay at the allowed rate before the plan begins sharing costs. On this claim, you owe 940.00, and you do not owe the 1,200.00."

3 sentences. Good.

Let me double check the JSON format. Only "message" key needed.
json{
  "message": "CO-45 stands for a contractual adjustment: the 1,200.00 is the difference between what your provider billed and the allowed amount, which is the contracted rate your provider agreed to accept from the plan, so you do not owe any of it. PR-1 stands for patient responsibility and means the amount is yours to pay; here, the 940.00 is your deductible, the amount you pay at the allowed rate before the plan begins sharing costs. On this claim, you owe 940.00, and you do not owe the 1,200.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual adjustment; says member owes none of 1,200.00"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 patient responsibility, 940.00 deductible explained"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States member owes 940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms defined in plain language"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
Reasoning · 20 tokens
The member wants to know what CO-45 and PR-1 mean and whether they owe the amounts.
json{
  "message": "CO-45 is a code for a contractual adjustment between your provider and the plan, meaning the provider agreed to accept a lower allowed amount than what was billed; the 1,200.00 shown there is not something you owe. PR-1 means patient responsibility, and the 940.00 next to it is your deductible amount for this claim, which you do owe. The total amount you owe on this claim is 940.00, and the 1,200.00 CO-45 adjustment does not add to that. Your deductible is the amount you pay at the plan's allowed rate before the plan begins sharing costs. If you have already met your deductible through other claims, this amount may have changed since the date of this notice, so check your current deductible balance."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Calls CO-45 contractual adjustment; member owes none of 1,200.00"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 as patient responsibility deductible of 940.00 owed"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed on claim is 940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain terms, no undefined acronyms"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect owed figure stated"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100Claude Opus 4.8 · Anthropic3.2s · 201 out | 3.7s · 183 out | 4.0s · 216 out
Attempt 1
json{
  "message": "The two codes on your explanation of benefits mean different things. CO-45 (amount 1200.00) is a \"contractual obligation.\" It is the difference between what your provider billed and the allowed amount your provider agreed to accept under their contract with us, so you do not owe any of that 1200.00. PR-1 (amount 940.00) is \"patient responsibility\" that applied to your deductible, which is the amount you pay at the allowed rate before the plan begins to share the cost. That 940.00 is your part of this claim. So the total you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
json{
  "message": "The code CO-45 stands for a \"contractual obligation\" of 1200.00. This is the difference between what your provider billed and the allowed amount (the rate your provider agreed to accept under their contract with us), so you do not owe any part of it. The code PR-1 stands for \"patient responsibility\" of 940.00, and it applied to your deductible, which is the amount you pay for covered care before the plan starts to share the cost. That 940.00 is the amount you owe on this claim. In total, you owe 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1200.00"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 as patient responsibility of 940.00 applied to deductible"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes spelled out and explained"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
json{
  "message": "The codes on your explanation of benefits break down who is responsible for each part of the bill. CO-45 (1200.00) is a \"contractual obligation\" (a discount your provider agreed to when they joined our network); it is the difference between what the provider billed and the allowed amount, and you owe none of it. PR-1 (940.00) is \"patient responsibility\" that applied to your deductible, which is the amount you pay at the allowed rate before the plan starts sharing costs. So the amount you owe on this claim is 940.00. If anything on your explanation of benefits looks wrong, please contact us and we can review it with you."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation, member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States amount owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100Claude Sonnet 5 · Anthropic4.2s · 247 out | 3.3s · 251 out | 5.0s · 255 out
Attempt 1
json{
  "message": "CO-45 for 1,200.00 is a contractual write-off: it is the gap between what the provider billed and the lower amount your plan and the provider agreed to (called the allowed amount). Because your provider agreed to accept that lower rate, you do not owe any of the 1,200.00. PR-1 for 940.00 is your patient responsibility, meaning it went toward your deductible, which is the amount you pay at the allowed rate before your plan starts sharing costs. You do owe this 940.00. In total, you owe 940.00 for this claim. If you have questions about this decision or want to appeal it, you can contact us using the number on your EOB or member ID card, and we can walk you through the appeal process and deadlines."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual write-off; member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility applied to deductible, 940.00 owed."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language, no undefined acronyms."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "Only 940.00 stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
json{
  "message": "Thanks for reaching out about your explanation of benefits (EOB). CO-45 for 1,200.00 is a \"contractual obligation\" - this is the amount your provider agreed not to charge you under their contract with the plan, so you do not owe any of this $1,200.00. PR-1 for 940.00 is \"patient responsibility\" applied to your deductible, which is the amount you pay for covered care before the plan starts sharing costs with you. This $940.00 is the amount you do owe for this claim. In total, you owe 940.00 for this claim. If you have questions about this determination or want to dispute it, you have the right to file an appeal; please refer to your plan documents or contact us directly for the appeal deadline and process."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain terms, EOB spelled out."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount asserted as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
json{
  "message": "CO-45 stands for \"contractual obligation\" and means $1,200.00 is the amount your provider agreed not to charge because of their contract with the plan, so you do not owe any of it. PR-1 stands for \"patient responsibility\" and means $940.00 is your share, which went toward your deductible, the amount you pay at the allowed rate before the plan starts paying coinsurance. Based on this claim, you owe $940.00. If you have questions about this amount or disagree with it, you can ask us for a review by following the appeal instructions included with your explanation of benefits. Please let us know if anything here still doesn't make sense."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 patient responsibility $940 applied to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States member owes $940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and defined."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure claimed as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100Claude Sonnet 4.6 · Anthropic4.6s · 189 out | 5.1s · 192 out | 4.3s · 186 out
Attempt 1
json{
  "message": "On your Explanation of Benefits, you will see two adjustment codes. CO-45 (amount: 1200.00) is a \"contractual obligation\" — this is the difference between what your provider billed and the lower rate your provider agreed to accept from the plan; you do not owe this amount and the provider cannot bill you for it. PR-1 (amount: 940.00) is a \"patient responsibility\" charge applied to your deductible — your deductible is the amount you pay each year before the plan begins sharing costs, and this portion counts toward satisfying it. The total you owe on this claim is 940.00. If you have questions about your deductible balance or believe either amount is incorrect, please call the Member Services number on the back of your insurance card."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1200"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility applied to deductible, 940.00"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed on claim is 940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other amount stated as owed"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
json{
  "message": "On your Explanation of Benefits (EOB), you will see two adjustment codes. CO-45, shown as 1,200.00, is a contractual obligation — this is the difference between what your provider billed and the lower amount your provider agreed to accept from the plan; you do not owe this amount and the provider cannot bill you for it. PR-1, shown as 940.00, is patient responsibility applied to your deductible — your deductible is the amount you pay out of your own pocket each plan year before the plan begins sharing costs, and this portion counts toward satisfying it. The total you owe on this claim is 940.00. If you have questions about your remaining deductible balance or believe either amount is incorrect, please call the Member Services number on the back of your ID card."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes spelled out; EOB and deductible also defined."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect owed figure stated."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
json{
  "message": "CO-45 (amount: 1,200.00) is called a 'contractual obligation.' This is the difference between what your provider billed and the lower amount the provider agreed to accept under their contract with the plan — you do not owe this amount and the provider cannot bill you for it. PR-1 (amount: 940.00) stands for 'patient responsibility, deductible.' A deductible is the amount you pay each plan year before the plan begins sharing costs, and this 940.00 was applied to your deductible. The total you owe on this claim is 940.00. If you have questions about your deductible balance or believe any of these amounts are incorrect, please call the member services number on the back of your ID card."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1,200.00"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes named and explained in plain terms"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure stated as owed"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100Qwen3.7 Max · Alibaba34.2s · 1,998 out | 333.7s · 2,814 out | 24.8s · 2,056 out
Attempt 1
Reasoning · 1,845 tokens
The user wants a member-facing explanation of two EOB codes: CO-45 and PR-1.
Constraints:
- Six sentences or fewer.
- Explain what CO-45 and PR-1 mean.
- Explain whether the member owes the amounts next to them.
- Use exact dollar figures: 1200.00, 940.00. (Wait, the prompt says "amount 1,200.00" and "amount 940.00". I should use 1200.00 or 1,200.00? Rule 4: "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". So 1200.00 and 940.00.)
- Eighth-grade reading level.
- No salutation or sign-off.
- No headers or bullet points unless needed (not needed).
- Define terms of art.

Facts:
- CO-45, 1200.00: contractual obligation. Difference between billed and allowed amount. Provider agreed to accept allowed amount. Member owes none of it.
- PR-1, 940.00: patient responsibility, deductible. Member's amount, applied to deductible.
- Total member owes: 940.00.

Drafting sentences:
1. The code CO-45 stands for a contractual obligation, which is the difference between what the provider billed and the allowed amount the plan recognizes for the service.
2. Because your provider agreed to accept the allowed amount, you do not owe the 1200.00 shown next to CO-45.
3. The code PR-1 stands for patient responsibility for your deductible, which is the amount you pay before the plan starts sharing costs.
4. The 940.00 shown next to PR-1 is your responsibility and has been applied to your yearly deductible.
5. In total, you owe 940.00 for this claim.

Check constraints:
- 5 sentences. (<= 6 sentences)
- Exact dollar figures: 1200.00, 940.00. No currency symbol, no thousands separator.
- Eighth-grade reading level.
- No salutation/sign-off.
- Explains what they mean and if they owe it.

Sentence 1: The code CO-45 stands for a contractual obligation, which is the difference between what the provider billed and the allowed amount the plan recognizes for the service. 
Sentence 2: Because your provider agreed to accept the allowed amount, you do not owe the 1200.00 shown next to CO-45. 
Sentence 3: The code PR-1 stands for patient responsibility for your deductible, which is the amount you pay out of pocket before the plan starts sharing costs. 
Sentence 4: The 940.00 shown next to PR-1 is your responsibility and has been applied to your deductible. 
Sentence 5: In total, you owe 940.00 for this claim. 
Total 5 sentences.

Let's refine for flow and 8th grade level.
"The code CO-45 means contractual obligation, which is the difference between the provider's billed charge and the allowed amount the plan recognizes." (1)
"Since your provider agreed to accept the allowed amount, you do not owe the 1200.00 listed next to CO-45." (2)
"The code PR-1 means patient responsibility for your deductible, which is the amount you pay before the plan begins to cover a share of the costs." (3)
"You do owe the 940.00 listed next to PR-1, and this amount has been applied to your deductible." (4)
"Your total amount owed for this claim is 940.00." (5)

Check sentence count: 5 sentences.
Check dollar formatting: 1200.00, 940.00, 940.00. All plain numbers, two decimal places, no symbols.
Check facts:
CO-45: 1200.00, contractual obligation, difference between billed and allowed, provider agreed, member owes none.
PR-1: 940.00, patient responsibility, deductible, member's amount, applied to deductible.
Total owed: 940.00.

Are there any terms of art to define?
"allowed amount" -> "the allowed amount the plan recognizes" (maybe define it? "the allowed amount, which is the contracted rate the plan recognizes")
Let's add a brief definition of allowed amount just in case, or keep it simple.
"The code CO-45 means contractual obligation, which is the difference between the provider's billed charge and the allowed amount, or the contracted rate the plan recognizes." -> a bit long.
How about:
"The code CO-45 means contractual obligation, which is the difference between what the provider billed and the allowed amount the plan recognizes for the service." (This is fine, "allowed amount" is somewhat self-explanatory in context, but I can say "the maximum amount the plan recognizes").
Actually, the glossary says: "Allowed amount: the contracted rate the plan recognises for a service."
Let's use that.
"The code CO-45 means contractual obligation, which is the difference between what the provider billed and the allowed amount, or the contracted rate the plan recognizes for the service." (1)
"Because your provider agreed to accept this contracted rate, you do not owe the 1200.00 shown next to CO-45." (2)
"The code PR-1 means patient responsibility for your deductible, which is the amount you pay before the plan begins to share costs." (3)
"You are responsible for the 940.00 shown next to PR-1, and it has been applied to your deductible." (4)
"In total, you owe 940.00 for this claim." (5)

Let's count sentences:
1. The code CO-45 means contractual obligation, which is the difference between what the provider billed and the allowed amount, or the contracted rate the plan recognizes for the service.
2. Because your provider agreed to accept this contracted rate, you do not owe the 1200.00 shown next to CO-45.
3. The code PR-1 means patient responsibility for your deductible, which is the amount you pay before the plan begins to share costs.
4. You are responsible for the 940.00 shown next to PR-1, and it has been applied to your deductible.
5. In total, you owe 940.00 for this claim.

Total: 5 sentences.
No salutation, no sign off.
JSON format required.

```json
{
  "message": "The code CO-45 means contractual obligation, which is the difference between what the provider billed and the allowed amount, or the contracted rate the plan recognizes for the service. Because your provider agreed to accept this contracted rate, you do not owe the 1200.00 shown next to CO-45. The code PR-1 means patient responsibility for your deductible, which is the amount you pay before the plan begins to share costs. You are responsible for the 940.00 shown next to PR-1, and it has been applied to your deductible. In total, you owe 940.00 for this claim."
}
```

Check constraints again:
- "message" string.
- Six sentences or fewer. (5 sentences).
- No headers, no bullet points, no salutation or sign-off.
- Eighth-grade reading level.
- Define any term of art the first time it appears. (allowed amount, contractual obligation, deductible).
- Exact dollar figures: 1200.00, 940.00.
- No currency symbol, thousands separator.

Looks solid.
One minor detail: "In total, you owe 940.00 for this claim." - exact dollar figure from facts "Total the member owes on this claim: 940.00."
Perfect.
No issues found.
End of thought.
json{
  "message": "The code CO-45 means contractual obligation, which is the difference between what the provider billed and the allowed amount, or the contracted rate the plan recognizes for the service. Because your provider agreed to accept this contracted rate, you do not owe the 1200.00 shown next to CO-45. The code PR-1 means patient responsibility for your deductible, which is the amount you pay before the plan begins to share costs. You are responsible for the 940.00 shown next to PR-1, and it has been applied to your deductible. In total, you owe 940.00 for this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; states member doesn't owe 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 2,659 tokens
The user wants a member-facing explanation of two EOB codes: CO-45 and PR-1.
Constraints:
- 6 sentences or fewer.
- Explain CO-45 ($1,200.00) and PR-1 ($940.00).
- State whether the member owes the amounts.
- Total member owes is $940.00.
- Eighth-grade reading level, define terms of art.
- Exact dollar figures ($1200.00 -> wait, facts say 1,200.00 and 940.00. I should use 1200.00 or 1,200.00? "Use the exact dollar figures... do not round them". I'll use 1200.00 and 940.00, or 1,200.00 and 940.00. Let's write 1,200.00 and 940.00). Wait, rule 4: "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50". So I must use 1200.00 and 940.00 in the text if I report them as dollar amounts. But the prompt says "Use the exact dollar figures and dates supplied". I will use 1200.00 and 940.00.

Let's draft the message:
CO-45 stands for contractual obligation and represents the 1200.00 difference between what your doctor billed and the allowed amount our plan has agreed to pay. Because your doctor is in our network, they agreed to accept this lower allowed amount, so you do not owe this 1200.00. PR-1 stands for patient responsibility and represents the 940.00 that applies to your yearly deductible. A deductible is the amount you must pay out of pocket before the plan begins to share the cost of your care. Therefore, you are responsible for paying the 940.00 to your provider. Your total amount owed for this claim is 940.00.

Sentence count check:
1. CO-45 stands for contractual obligation and represents the 1200.00 difference between what your provider billed and the allowed amount our plan recognizes for the service.
2. Because your provider agreed to accept this allowed amount, you do not owe any part of this 1200.00.
3. PR-1 stands for patient responsibility and shows the 940.00 that applies to your deductible, which is the amount you pay before the plan starts covering a portion of your costs.
4. You are responsible for this 940.00, making your total amount owed for this claim 940.00.

Wait, the prompt says "no currency symbol". So I will just write 1200.00 and 940.00.
Let's refine to ensure it's very clear and reads well without a currency symbol, or maybe I can just say "the 1200.00 difference". It's a bit awkward without a dollar sign, but the rules strictly say "Report every dollar amount as a plain number with two decimal places and no currency symbol...". I must follow the output contract and rule 4.

Draft:
The code CO-45 means contractual obligation and shows the 1200.00 difference between what your provider billed and the allowed amount the plan recognizes. Since your provider agreed to accept the allowed amount, you do not owe any of this 1200.00. The code PR-1 means patient responsibility and shows the 940.00 that applies to your deductible. A deductible is the amount you must pay for covered services before your health plan begins to pay. You are responsible for paying this 940.00 to your provider. Your total amount owed for this claim is 940.00.

Count:
1. The code CO-45 means contractual obligation and shows the 1200.00 difference between what your provider billed and the allowed amount the plan recognizes.
2. Since your provider agreed to accept the allowed amount, you do not owe any of this 1200.00.
3. The code PR-1 means patient responsibility and shows the 940.00 that applies to your deductible.
4. A deductible is the amount you must pay for covered services before your health plan begins to pay.
5. You are responsible for paying this 940.00 to your provider.
6. Your total amount owed for this claim is 940.00.
Exactly 6 sentences.

Let's check reading level and clarity.
"The code CO-45 means contractual obligation and shows the 1200.00 difference between what your provider billed and the allowed amount the plan recognizes." 
"Since your provider agreed to accept the allowed amount, you do not owe any of this 1200.00." 
"The code PR-1 means patient responsibility and shows the 940.00 that applies to your deductible." 
"A deductible is the amount you must pay for covered services before your health plan begins to pay." 
"You are responsible for paying this 940.00 to your provider." 
"Your total amount owed for this claim is 940.00." 
Total 6 sentences.

Wait, is "allowed amount" defined? "the contracted rate the plan recognises for a service." I should probably define it briefly or just use the glossary definition if needed, but "allowed amount the plan recognizes" is close. Let's adjust sentence 1:
"The code CO-45 means contractual obligation and shows the 1200.00 difference between what your provider billed and the allowed amount, which is the rate our plan recognizes for the service." (31 words).
Sentence 2: "Because your provider agreed to accept this allowed amount, you do not owe any of this 1200.00." (17 words).
Sentence 3: "The code PR-1 means patient responsibility and shows the 940.00 that applies to your deductible." (16 words).
Sentence 4: "A deductible is the amount you must pay for covered services before your health plan begins to pay." (18 words).
Sentence 5: "You are responsible for paying this 940.00 to your provider." (10 words).
Sentence 6: "Your total amount owed for this claim is 940.00." (9 words).

Total 6 sentences.

Let's review the rules:
- "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50" -> 1200.00 and 940.00.
- "Six sentences or fewer." -> exactly 6.
- "Define any term of art the first time it appears." -> defined "allowed amount" and "deductible". "contractual obligation" and "patient responsibility" are explained by the context.
- "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." -> 1200.00, 940.00.
- "no headers, no bullet points... no salutation or sign-off" -> checked.

Is "contractual obligation" a term of art that needs defining? The prompt says "CO-45... contractual obligation. The difference between...". My text says "The code CO-45 means contractual obligation and shows the 1200.00 difference...". That effectively defines it.
Same for "patient responsibility".

Let's do a strict sentence boundary check.
1. The code CO-45 means contractual obligation and shows the 1200.00 difference between what your provider billed and the allowed amount, which is the rate our plan recognizes for the service.
2. Because your provider agreed to accept this allowed amount, you do not owe any of this 1200.00.
3. The code PR-1 means patient responsibility and shows the 940.00 that applies to your deductible.
4. A deductible is the amount you must pay for covered services before your health plan begins to pay.
5. You are responsible for paying this 940.00 to your provider.
6. Your total amount owed for this claim is 940.00.

Wait, the prompt says "Total the member owes on this claim: 940.00."
Are there any other sentences? No.
Does it answer "whether they owe the amounts next to them"? Yes, "you do not owe any of this 1200.00" and "You are responsible for paying this 940.00".

Could I combine 5 and 6 to be safe on sentence count?
"You are responsible for paying this 940.00 to your provider, making your total amount owed for this claim 940.00."
Then I have 5 sentences.
1. The code CO-45 means contractual obligation and shows the 1200.00 difference between what your provider billed and the allowed amount, which is the rate our plan recognizes for the service.
2. Because your provider agreed to accept this allowed amount, you do not owe any of this 1200.00.
3. The code PR-1 means patient responsibility and shows the 940.00 that applies to your deductible.
4. A deductible is the amount you must pay for covered services before your health plan begins to pay.
5. You are responsible for paying this 940.00 to your provider, which is your total amount owed for this claim.

Let's check sentence 5: "You are responsible for paying this 940.00 to your provider, which is your total amount owed for this claim." - 19 words.
Total sentences: 5. This is safely "Six sentences or fewer."

Let's read again:
"The code CO-45 means contractual obligation and shows the 1200.00 difference between what your provider billed and the allowed amount, which is the rate our plan recognizes for the service. Because your provider agreed to accept this allowed amount, you do not owe any of this 1200.00. The code PR-1 means patient responsibility and shows the 940.00 that applies to your deductible. A deductible is the amount you must pay for covered services before your health plan begins to pay. You are responsible for paying this 940.00 to your provider, which is your total amount owed for this claim."

Is "contractual obligation" defined well enough? "shows the 1200.00 difference between what your provider billed and the allowed amount". Yes.
Is "patient responsibility" defined? "shows the 940.00 that applies to your deductible". Yes.
Is "allowed amount" defined? "the rate our plan recognizes for the service". Yes.
Is "deductible" defined? "the amount you must pay for covered services before your health plan begins to pay". Yes.

Are all rules followed?
- JSON block only.
- "message" key.
- 8th grade reading level.
- Exact dollar figures (1200.00, 940.00).
- No currency symbol.
- No salutation/sign-off.
- 5 sentences (<= 6).

Looks solid.
One minor detail: "recognises" vs "recognizes". The prompt uses "recognises" in the glossary, but "recognizes" is fine for US English. I'll use "recognizes".
"provider" instead of "doctor" is good.
The text is clear, direct, and meets all constraints.
json{
  "message": "The code CO-45 means contractual obligation and shows the 1200.00 difference between what your provider billed and the allowed amount, which is the rate our plan recognizes for the service. Because your provider agreed to accept this allowed amount, you do not owe any of this 1200.00. The code PR-1 means patient responsibility and shows the 940.00 that applies to your deductible. A deductible is the amount you must pay for covered services before your health plan begins to pay. You are responsible for paying this 940.00 to your provider, which is your total amount owed for this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "Explains PR-1 as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States 940.00 is total owed for the claim."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms defined plainly, plus deductible explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
Reasoning · 1,902 tokens
The user wants a member-facing explanation of two claim adjustment reason codes: CO-45 and PR-1.
Constraints:
- Six sentences or fewer.
- Eighth-grade reading level.
- Define terms of art.
- Use exact dollar figures (1200.00, 940.00).
- No headers, bullets, salutations, or sign-offs.
- Explain if they owe the amounts.

Facts:
- CO-45: $1,200.00. Contractual obligation. Difference between billed and allowed amount. Provider agreed to accept allowed amount. Member owes none of it.
- PR-1: $940.00. Patient responsibility, deductible. Member's amount, applied to deductible.
- Total member owes: $940.00.

Drafting the message:
The code CO-45 stands for a contractual obligation, which is the $1,200.00 difference between what your doctor billed and the allowed amount our plan agreed to pay. Because your doctor is in our network, they agreed to accept this lower allowed amount, so you do not owe any of this $1,200.00. The code PR-1 stands for patient responsibility for your deductible, which is the $940.00 amount you owe for this visit. This $940.00 has been applied to your yearly deductible, which is the amount you pay before the plan starts sharing costs. In total, you owe $940.00 for this claim.

Sentence count check:
1. The code CO-45 stands for a contractual obligation, which is the $1,200.00 difference between what your doctor billed and the allowed amount our plan agreed to pay. (Wait, formatting rule: "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")
Correction: 1200.00 and 940.00.

Re-drafting:
The code CO-45 stands for a contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount our plan recognizes for the service. Because your provider agreed to accept this allowed amount, you do not owe any part of this 1200.00. The code PR-1 stands for patient responsibility for your deductible, which is the 940.00 amount you owe for this claim. This 940.00 has been applied to your deductible, which is the amount you must pay out of pocket before the plan begins to share costs. In total, you owe exactly 940.00 for this claim.

Sentence count:
1. The code CO-45 stands for a contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount our plan recognizes for the service.
2. Because your provider agreed to accept this allowed amount, you do not owe any part of this 1200.00.
3. The code PR-1 stands for patient responsibility for your deductible, which is the 940.00 amount you owe for this claim.
4. This 940.00 has been applied to your deductible, which is the amount you must pay out of pocket before the plan begins to share costs.
5. In total, you owe exactly 940.00 for this claim.

Total sentences: 5.
Reading level: ~8th grade.
Exact amounts: 1200.00, 940.00. No currency symbols.
No salutation/sign-off.

Let's refine slightly to ensure it flows well and is very clear.
"The code CO-45 means contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount our plan recognizes. Since your provider agreed to accept the allowed amount, you do not owe any of this 1200.00. The code PR-1 means patient responsibility for your deductible, which is the 940.00 amount you owe. This 940.00 was applied to your deductible, the amount you pay before the plan starts sharing costs. In total, you owe 940.00 for this claim."

Sentences:
1. The code CO-45 means contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount our plan recognizes.
2. Since your provider agreed to accept the allowed amount, you do not owe any of this 1200.00.
3. The code PR-1 means patient responsibility for your deductible, which is the 940.00 amount you owe.
4. This 940.00 was applied to your deductible, the amount you pay before the plan starts sharing costs.
5. In total, you owe 940.00 for this claim.

Total: 5 sentences.
No $ signs. 1200.00 and 940.00.
Fulfills all facts.
JSON format required.

```json
{
  "message": "The code CO-45 means contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount our plan recognizes. Since your provider agreed to accept the allowed amount, you do not owe any of this 1200.00. The code PR-1 means patient responsibility for your deductible, which is the 940.00 amount you owe. This 940.00 was applied to your deductible, the amount you pay before the plan starts sharing costs. In total, you owe 940.00 for this claim."
}
```
Double check constraints:
- "Six sentences or fewer." -> 5 sentences.
- "no currency symbol" -> checked.
- "1200.00", "940.00" -> checked.
- "no headers, no bullet points... no salutation or sign-off" -> checked.
- "eighth-grade reading level" -> checked.
- "Define any term of art" -> defined contractual obligation, allowed amount (implicitly by context, but maybe I should define it? "the allowed amount, which is the maximum rate our plan recognizes for a service"), deductible (defined).
Let's tweak sentence 1 to define allowed amount just in case.
"The code CO-45 means contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount, or the maximum rate our plan recognizes for the service." (1)
"Since your provider agreed to accept this allowed amount, you do not owe any of this 1200.00." (2)
"The code PR-1 means patient responsibility for your deductible, which is the 940.00 amount you owe." (3)
"This 940.00 was applied to your deductible, the amount you pay before the plan starts sharing costs." (4)
"In total, you owe 940.00 for this claim." (5)

Perfect.
One more check on the exact wording for CO-45: "The difference between what the provider billed and the allowed amount under the provider's contract with the plan."
I'll say: "The code CO-45 means contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount under your provider's contract with our plan."
Wait, "allowed amount" is defined in the glossary as "the contracted rate the plan recognises for a service."
Let's use the glossary definition.
"The code CO-45 means contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount, which is the contracted rate our plan recognizes for the service." (1)
"Since your provider agreed to accept this allowed amount, you do not owe any of this 1200.00." (2)
"The code PR-1 means patient responsibility for your deductible, which is the 940.00 amount you owe." (3)
"This 940.00 was applied to your deductible, the amount you pay before the plan starts sharing costs." (4)
"In total, you owe 940.00 for this claim." (5)

This is 5 sentences. Clear, accurate, follows all rules.
Length is good. Ready to output.
json{
  "message": "The code CO-45 means contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount, which is the contracted rate our plan recognizes for the service. Since your provider agreed to accept this allowed amount, you do not owe any of this 1200.00. The code PR-1 means patient responsibility for your deductible, which is the 940.00 amount you owe. This 940.00 was applied to your deductible, the amount you pay before the plan starts sharing costs. In total, you owe 940.00 for this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100GLM-5.3 · Z.ai5.5s · 1,047 out | 6.9s · 1,479 out | 5.3s · 614 out
Attempt 1
Reasoning · 980 tokens
Let me write a member-facing explanation of CO-45 and PR-1 codes, in six sentences or fewer, at an eighth-grade reading level.

Key facts:
- CO-45, 1,200.00: contractual obligation — difference between billed and allowed amount; provider agreed to accept allowed amount; member owes none of it.
- PR-1, 940.00: patient responsibility, deductible — member's amount, applied to the deductible.
- Total member owes: 940.00.

I need to define terms of art: contractual obligation, allowed amount, deductible maybe.

Six sentences or fewer. Let me draft:

"CO-45 means a contractual obligation: it is the 1,200.00 difference between what your provider billed and the allowed amount (the rate your provider agreed to accept under their contract with the plan). You do not owe this amount, and it will not be billed to you. PR-1 means patient responsibility: this 940.00 is your deductible, the amount you pay for covered services each year before the plan begins to share costs. That 940.00 counts toward your deductible. The total you owe on this claim is 940.00. If you believe this was processed in error, you may contact member services..."

Hmm, appeal rights — the facts don't include appeal rights or deadlines. The instruction says "Where the facts include appeal rights, deadlines, or a route to resolution, include them." The facts don't include them, so I shouldn't invent them. But I could say "if you have questions" — no, don't invent. Keep to the facts.

Let me count sentences and keep it to six:

1. "On your explanation of benefits, CO-45 is a contractual obligation: the 1,200.00 difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under their contract with the plan."
2. "You do not owe any part of the CO-45 amount."
3. "PR-1 is patient responsibility: the 940.00 is your deductible, the amount you pay for covered services at the plan's allowed rate before the plan starts paying its share."
4. "This 940.00 counts toward your deductible for the year."
5. "The total you owe on this claim is 940.00, only the PR-1 amount."

That's five sentences. Good. Should I add anything about not rounding figures — use exact figures: 1,200.00 and 940.00. Yes, done.

Note the output format for money: "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator..." — but that's for the JSON fields presumably numeric. In the message text, I should use exact dollar figures as supplied: 1,200.00 and 940.00. Hmm, the facts show "1,200.00". The rule says report every dollar amount as plain number with two decimals, no thousands separator. But "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." I think in prose, 1200.00 without separator is safer given rule 4. Actually rule 4 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". So I'll write 1200.00 and 940.00 without commas or symbols.

JSON key: "message". Output exactly one fenced JSON block, nothing else.

Final message draft:

"CO-45 means contractual obligation: it is the 1200.00 difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under their contract with the plan. You owe none of the CO-45 amount. PR-1 means patient responsibility, and in this case it is your deductible, the amount you pay for covered services at the allowed rate before the plan begins to pay its share. This 940.00 counts toward your deductible. The total you owe on this claim is 940.00, which is the PR-1 amount only."

Five sentences. Eighth-grade reading level. Defines contractual obligation, allowed amount, deductible, patient responsibility. Good.
json{
  "message": "CO-45 means contractual obligation: it is the 1200.00 difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under their contract with the plan. You owe none of the CO-45 amount, and your provider cannot bill you for it. PR-1 means patient responsibility, and here it is your deductible, the amount you pay for covered services at the allowed rate before the plan begins paying its share. This 940.00 counts toward your deductible for the year. The total you owe on this claim is 940.00, the PR-1 amount only."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 1,424 tokens
The member is asking about CO-45 and PR-1 codes on their EOB. I need to write a member-facing reply in six sentences or fewer.

Facts:
- CO-45, 1,200.00: contractual obligation, difference between billed and allowed amount, provider agreed to accept the allowed amount, member owes none of it.
- PR-1, 940.00: patient responsibility, deductible. Member's amount, applied to the deductible.
- Total member owes: 940.00.

Reading level: eighth grade. Define terms of art first time they appear. No clinical advice. Use exact figures. Should I include appeal rights? The facts don't include appeal rights or deadlines, so I shouldn't invent them.

Let me draft:

"CO-45 and PR-1 are codes that show how each amount on your explanation of benefits was handled. CO-45, shown as 1,200.00, is a contractual obligation — the difference between what your provider billed and the amount your plan and the provider agreed to as the allowed amount. Your provider agreed to accept the allowed amount, so you do not owe any part of the 1,200.00. PR-1, shown as 940.00, is patient responsibility — this is your amount, and it went toward your deductible, the amount you pay for covered services each year before your plan begins to share costs. The total you owe on this claim is 940.00."

Wait, "deductible" — the glossary says: the amount a member pays at the allowed rate before coinsurance begins. Should I define deductible? Eighth grade reading level and "define any term of art the first time it appears." Deductible is a term of art. Let me define it briefly.

Count sentences:
1. "CO-45 and PR-1 are codes that show how each amount on your explanation of benefits was handled."
2. "CO-45, shown as 1,200.00, is a contractual obligation — the difference between what your provider billed and the allowed amount your provider agreed to accept under their contract with the plan."
3. "You do not owe any part of the 1,200.00."
4. "PR-1, shown as 940.00, means patient responsibility — this is your amount, and it applied to your deductible, the amount you pay for covered services each year before your plan starts to share the cost."
5. "The total you owe on this claim is 940.00."

That's five sentences. Good, under six.

Dollar format: the rules say report money as plain numbers with two decimals, no currency symbol. That's for the JSON fields... hmm, but this is member-facing text. The rule says "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text." The facts list "1,200.00" and "940.00". The instruction says "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts."

Hmm, there's tension. The global rule says no thousands separator. 1200.00 without separator. The member explanation rule says "Use the exact dollar figures and dates supplied." The supplied figure is "1,200.00". But the harness-wide money rule is explicit: plain number with two decimal places, no currency symbol, no thousands separator. I think the global money rule governs: 1200.00 and 940.00. Actually let me re-read: "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". This is a general formatting rule for reporting dollar amounts. It says "Report every dollar amount" — so yes, use 1200.00 and 940.00. The member explanation instruction says "Use the exact dollar figures" — meaning don't change the values (don't round), not necessarily the comma formatting. I'll go with 1200.00 to comply with the money rule.

Hmm, but for a member-facing message, "1200.00" without a comma reads a bit odd but is compliant. I'll use 1200.00.

Let me refine the message:

"CO-45 and PR-1 are codes that show how each amount on your explanation of benefits was handled. CO-45 (1200.00) stands for contractual obligation: the difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under their contract with the plan. You do not owe any part of the 1200.00. PR-1 (940.00) stands for patient responsibility: this is your amount, and it went toward your deductible, the amount you pay each year for covered services before your plan starts to share the cost. The total you owe on this claim is 940.00."

Five sentences. Defining "allowed amount" and "deductible" as terms of art. Good.

Check: no clinical advice, no promises beyond facts, no appeal rights mentioned (none in facts). No salutation/sign-off. Six sentences or fewer — five. 

Should I mention that the 940.00 counts toward the deductible accumulator? The facts say "it applied to the deductible." I've covered that.

One more check on the "no bullet points unless the facts genuinely need a list" — a short prose message works here.

JSON output: only required key is "message". So:

```json
{
  "message": "..."
}
```

Final message draft:

"CO-45 and PR-1 are codes that show how each amount on your explanation of benefits was handled. CO-45 (1200.00) means contractual obligation: the difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under their contract with the plan. You do not owe any part of the 1200.00. PR-1 (940.00) means patient responsibility: this is your amount, and it went toward your deductible, the amount you pay each year for covered services before your plan begins to share the cost. The total you owe on this claim is 940.00."

That's clean, five sentences, eighth-grade-ish level.
json{
  "message": "CO-45 and PR-1 are codes that show how each amount on your explanation of benefits was handled. CO-45 (1200.00) means contractual obligation: the difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under their contract with the plan. You do not owe any part of the 1200.00. PR-1 (940.00) means patient responsibility: this is your amount, and it went toward your deductible, the amount you pay each year for covered services before your plan begins to share the cost. The total you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation and states member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed on claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes spelled out: contractual obligation, patient responsibility."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure claimed as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
Reasoning · 556 tokens
The member asks what CO-45 and PR-1 mean and whether they owe the amounts. I need to write a member-facing message, six sentences or fewer, eighth-grade reading level, define terms of art, use exact dollar figures.

Key facts:
- CO-45, 1200.00: contractual obligation — difference between billed and allowed amount; provider agreed to accept allowed amount; member owes none.
- PR-1, 940.00: patient responsibility, deductible — member's amount, applied to deductible.
- Total member owes: 940.00.

I should explain both codes, whether they owe, and clarify the total owed. Maybe mention deductible definition briefly. Keep to six sentences max.

Draft:
"CO-45 means the amount is a contractual obligation: it is the 1200.00 difference between what your provider billed and the allowed amount your provider agreed to accept under their contract with us, and you do not owe it. PR-1 means patient responsibility: this 940.00 is your deductible, the amount you pay for covered services each year before the plan begins to share costs. You owe only the 940.00 shown as PR-1 on this claim, not the 1200.00 shown as CO-45."

That's three sentences. Maybe add a sentence about the total. "The total you owe on this claim is 940.00." Could combine. Six sentences or fewer — three or four is fine.

Let me count sentences and make sure I define "allowed amount" — maybe define it briefly. "Allowed amount: the contracted rate the plan recognises." For a member, I'd say "the amount your provider agreed to accept under their contract with our plan."

Final message (4 sentences):

"CO-45 marks a contractual obligation: the 1200.00 difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under their contract with us. You do not owe any part of the CO-45 amount. PR-1 marks patient responsibility: the 940.00 is your deductible, the amount you pay for covered services each year before the plan starts sharing costs. The total you owe on this claim is 940.00."

That's four sentences, clear, defines terms, uses exact figures. No clinical advice. No unsupported promises.

Output contract: one fenced JSON block with "message" key only.
json{"message": "CO-45 marks a contractual obligation: it is the 1200.00 difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under their contract with our plan. You do not owe any part of the CO-45 amount. PR-1 marks patient responsibility: the 940.00 is your deductible, the amount you pay for covered services each year before the plan begins to share costs. The total you owe on this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; states member owes none of 1,200.00"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of 940.00"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100Qwen3.8 Max · Alibaba13.2s · 513 out | 17.5s · 893 out | 13.2s · 551 out
Attempt 1
Reasoning · 384 tokens
We need answer user with JSON only. Need produce member-facing message six sentences or fewer. Need likely exact key "message". Need use exact dollar figures supplied: 1,200.00 and 940.00? Ground rules say dollar amounts plain number two decimals no currency symbol. But member-facing prose? It says report every dollar amount as plain number with two decimals no currency symbol. So in message use 1200.00? Wait facts give 1,200.00 and 940.00. "Use exact dollar figures and dates supplied; do not round them" and money reporting says plain number with two decimal places no currency symbol, thousands separator. Thus 1200.00 (no thousands separator) maybe exact? It conflicts with exact supplied includes comma. Rule 4 governs money format: plain number no thousands separator. Use 1200.00 and 940.00. Need explain CO-45 and PR-1 and whether owe. Six sentences or fewer. Define term of art first time. Maybe: "CO-45 means a contractual obligation, which is the difference between what your provider billed and the allowed amount under the provider's contract with the plan. The provider agreed to accept the allowed amount, so you do not owe the 1200.00 shown next to CO-45. PR-1 means patient responsibility, which is the share you owe. The 940.00 shown next to PR-1 was applied to your deductible. Your total amount due for this claim is 940.00." That's 5 sentences. Good. Need no salutation. Ensure no currency symbols. JSON. Escape newline? Could single string. Need include only JSON block. Ensure no bullets.
json{
  "message": "CO-45 means a contractual obligation, which is the difference between what your provider billed and the allowed amount under the provider's contract with the plan. The provider agreed to accept the allowed amount, so you do not owe the 1200.00 shown next to CO-45. PR-1 means patient responsibility, which is the share you owe. The 940.00 shown next to PR-1 was applied to your deductible. Your total amount due for this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total due is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 770 tokens
We need answer user's request. Need produce final exactly one fenced JSON code block with key message string. Need member-facing reply six sentences or fewer. Need explain CO-45 and PR-1 and whether owe amounts. Use exact figures 1,200.00 and 940.00? Facts include amounts with commas? Output should use exact dollar figures supplied; money rule says plain number two decimals no currency symbol? But member message likely can say $1,200.00? Ground rule says report every dollar amount as plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50. But task says use exact dollar figures supplied; facts have 1,200.00 and 940.00. Need reconcile: output in message probably should include amounts as 1200.00 and 940.00 no currency symbol. But member-facing text may look odd. Need comply with money rule: plain number with two decimals no currency symbol/thousands. So use 1200.00 and 940.00. Exact figures? It says exact dollar figures supplied, do not round; maybe can write 1200.00 instead of 1,200.00? It changes thousands separator but amount same. Ground rule specifically report every dollar amount as plain number with two decimals and no currency symbol, thousands separator. So yes.

Need six sentences or fewer. Could be:
"CO-45 means the provider's contractual obligation. The amount shown as 1200.00 is the difference between what the provider billed and the allowed amount under the provider's contract with the plan. The provider agreed to accept the allowed amount, so you do not owe any of this amount. PR-1 means patient responsibility for your deductible. The 940.00 shown is your amount and was applied to your deductible. You owe 940.00 total on this claim."

Count sentences: 6. Terms defined. No clinical advice. No promises. Should mention owe none CO-45 and total 940.00. Maybe "explanation of benefits"? Fine. Need JSON only. Ensure escaping. final block.

Double-check sentence count: 1 CO-45 means... 2 The amount shown... 3 The provider agreed... 4 PR-1 means... 5 The 940.00 shown... 6 You owe... okay.

Could maybe use "allowed amount" term and define? It's term of art; we define by saying difference between billed and allowed amount under contract. Maybe allowed amount not fully defined but enough. Need eighth-grade. Good.

Need no salutation. JSON:
{
 "message": "CO-45 means the provider's contractual obligation. The amount shown as 1200.00 is the difference between what the provider billed and the allowed amount under the provider's contract with the plan. The provider agreed to accept the allowed amount, so you do not owe any of this amount. PR-1 means patient responsibility for your deductible. The 940.00 shown is your amount and was applied to your deductible. You owe 940.00 total on this claim."
}

Need maybe include comma? Money rule no thousands separator. Good.

Potential issue: exact amount supplied was 1,200.00; scoring may expect 1200.00? The ground rule mandates. Good.

Need final only fenced JSON. Ensure no extra.
json{
  "message": "CO-45 means the provider's contractual obligation. The amount shown as 1200.00 is the difference between what the provider billed and the allowed amount under the provider's contract with the plan. The provider agreed to accept the allowed amount, so you do not owe any of this amount. PR-1 means patient responsibility for your deductible. The 940.00 shown is your amount and was applied to your deductible. You owe 940.00 total on this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States member owes 940.00 total on the claim."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes spelled out in plain language."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure claimed as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
Reasoning · 432 tokens
We need answer user's request. Need produce exactly one fenced JSON code block with key "message". Need member-facing text <= six sentences. Must use exact dollar figures and dates supplied (no dates). Define terms first time. Explain CO-45 and PR-1 and whether owe. Need likely: "CO-45 means contractual obligation..." But need amounts exactly: 1,200.00 and 940.00? Ground rules: report every dollar amount as plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50. Facts have 1,200.00 and 940.00. Must use exact dollar figures supplied but also money formatting says no thousands separator. So use 1200.00? It says use exact dollar figures and do not round; but report as plain number two decimals no thousands separator. Supplied amount 1,200.00 -> 1200.00? Is that exact? Yes numeric equivalent. But "exact dollar figures supplied" maybe don't introduce different figure; but formatting rule governs, use 1200.00. Need no currency symbol. Six sentences or fewer. Ensure clear. Maybe:
"CO-45 is a contractual obligation, meaning the provider agreed to accept the plan's allowed amount instead of the billed amount. The 1200.00 shown for CO-45 is not money you owe. PR-1 means patient responsibility and is the part of the claim that applies to your deductible. The 940.00 shown for PR-1 is your responsibility and was applied to your deductible. You owe 940.00 on this claim." That's 5 sentences. Defines terms. Could say explanation of benefits? Fine. Need JSON only. Ensure no bullets. message string. Need maybe include "explanation of benefits"? Not necessary. Need no promise. Good.
json{
  "message": "CO-45 is a contractual obligation, meaning the provider agreed to accept the plan's allowed amount instead of the billed amount. The 1200.00 shown for CO-45 is not money you owe. PR-1 means patient responsibility and is the part of the claim that applies to your deductible. The 940.00 shown for PR-1 is your responsibility and was applied to your deductible. You owe 940.00 on this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; states 1200.00 not owed"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 patient responsibility, 940.00 applied to deductible"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States 'You owe 940.00 on this claim.'"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100GPT-5.6 Terra · OpenAI2.1s · 118 out | 1.9s · 116 out | 1.9s · 118 out
Attempt 1
json{"message":"CO-45 means the provider charged more than the allowed amount under its contract with your plan. The 1200.00 shown with CO-45 is not your responsibility because the provider agreed to accept the allowed amount. PR-1 means patient responsibility for your deductible, which is the amount you pay before your plan begins sharing costs for covered services. The 940.00 shown with PR-1 applied to your deductible and is the amount you owe for this claim. Your total responsibility for this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "States 1200.00 is contracted excess, not member's responsibility."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total responsibility is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain language, no bare acronyms."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure presented as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
json{"message":"CO-45 means the provider billed 1200.00 more than the amount allowed under its contract with the plan. The provider agreed to accept the allowed amount, so you do not owe the 1200.00. PR-1 means patient responsibility for your deductible, which is the amount you pay before the plan begins sharing costs for covered services. The 940.00 next to PR-1 was applied to your deductible and is your responsibility. Your total amount owed for this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "States provider accepts allowed amount; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility applied to deductible, 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed for claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain terms; PR named patient responsibility, CO tied to contract."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure asserted as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
json{"message":"CO-45 means the provider billed 1200.00 more than the amount allowed under its contract with the plan. The provider agreed to accept the allowed amount, so you do not owe any of the 1200.00. PR-1 means patient responsibility for your deductible, which is the amount you pay before the plan begins sharing costs for covered services. The 940.00 next to PR-1 was applied to your deductible and is your responsibility. Your total amount owed for this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "States provider agreed to allowed amount; member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "Explicitly states total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain terms; contract basis and deductible defined."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100GLM-5.3 Flash · Z.ai22.0s · 1,239 out | 23.0s · 854 out | 9.3s · 769 out
Attempt 1
Reasoning · 1,195 tokens
The task: write a member-facing reply explaining CO-45 and PR-1 codes and whether the member owes the amounts. Six sentences or fewer. Required JSON keys: "message" string.

Facts:
- CO-45, $1,200.00: contractual obligation, difference between billed and allowed amount; provider agreed to accept allowed amount; member owes none.
- PR-1, $940.00: patient responsibility, deductible; member's amount, applied to deductible.
- Total owed: 940.00.

Format: exact dollar figures as supplied — the facts give "1,200.00" and "940.00". The money rule says report dollar amounts as plain numbers with two decimals, no thousands separator. But that rule is about reporting amounts in fields... The member explanation task says "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." Hmm, the OUTPUT CONTRACT money rule says "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50". That applies to reported dollar amounts. In prose for a member, it's more natural to write "$1,200.00", but the harness rule says report every dollar amount as plain number without symbol or separator. To be safe with mechanical grading, I'll write "1200.00" and "940.00" in the message. Actually, the member-facing text... The grader likely checks the numbers appear. Plain numbers without commas: "1200.00" and "940.00". That follows the global rule. I'll do that.

Six sentences or fewer. Let me draft:

"CO-45 is a contractual adjustment: it is the difference between what your provider billed (1200.00) and the lower allowed amount your provider agreed to accept under its contract with the plan, and you owe none of it."

That's one sentence. 

"PR-1 means patient responsibility for your deductible: this 940.00 is yours, and it has been applied to your deductible."

"The total you owe on this claim is 940.00."

Maybe add: "Your provider cannot bill you for the CO-45 amount." That's implied. Keep within six sentences.

Sentence count: let me count:
1. CO-45 explanation.
2. PR-1 explanation.
3. Total owed.

Could add a sentence clarifying provider can't bill for the adjustment — but the facts say "The provider agreed to accept the allowed amount. The member owes none of it." Saying "you owe none of it" covers it. Maybe one more sentence: "Because your provider agreed to accept the plan's allowed amount, it cannot bill you for the 1200.00." That's defensible from the facts ("provider agreed to accept the allowed amount" implies no balance billing). Keep it safe — it's a reasonable inference but I could keep to what facts state. I'll include a modest version.

Final draft (4-5 sentences):

"CO-45 is a contractual adjustment — the difference between the 1200.00 your provider billed and the lower allowed amount the provider agreed to accept under its contract with the plan — and you owe none of it. Your provider cannot bill you for that amount. PR-1 means patient responsibility for the deductible: the 940.00 next to it is your share, and it has been applied to your deductible. The total you owe on this claim is 940.00. If anything here is unclear, call the member services number on your explanation of benefits."

Hmm, "call member services" — not in facts. Facts don't include appeal rights or a route. Adding a generic member services line introduces a route not in facts. The instruction: "Where the facts include appeal rights, deadlines, or a route to resolution, include them." Facts don't include them, so don't fabricate. Drop that sentence.

Also define terms at eighth-grade level: "contractual adjustment", "allowed amount", "deductible". Define deductible briefly: "the amount you pay at the plan's rate before the plan begins paying its share" — that's a definition from the glossary. That's fine, it's a definition not new facts.

Dashes in member text okay. Sentence limit: keep to 4 sentences.

Count:
1. "CO-45 is a contractual adjustment: it is the difference between the 1200.00 your provider billed and the lower allowed amount, the contracted rate your provider agreed to accept, so you owe none of it."
2. "Your provider cannot bill you for that 1200.00."
3. "PR-1 means patient responsibility for your deductible, the amount you pay at the plan's rate before the plan starts paying its share; the 940.00 is your portion and has been applied to your deductible."
4. "Altogether, you owe 940.00 on this claim."

Four sentences. Good. Check figures: 1200.00, 940.00, 940.00. Facts use "1,200.00" with comma, but money rule says no thousands separator. I'll write 1200.00.

Output exactly one fenced JSON block with "message" key only.
json{
  "message": "CO-45 is a contractual adjustment: it is the difference between the 1200.00 your provider billed and the lower allowed amount, the contracted rate your provider agreed to accept, and you owe none of it. Your provider cannot bill you for that 1200.00. PR-1 means patient responsibility for your deductible, which is the amount you pay at the plan's rate before the plan starts paying its share, and the 940.00 next to it is your portion and has been applied to your deductible. Altogether, you owe 940.00 on this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Calls it contractual adjustment; member owes none, cannot be billed."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States 'you owe 940.00 on this claim.'"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain language without undefined jargon."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "Only 940.00 stated as owed; no other figure claimed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 710 tokens
The task: write a member-facing reply explaining CO-45 and PR-1, six sentences or fewer. Facts given:

- CO-45, 1200.00: contractual obligation, difference between billed and allowed amount, provider agreed to accept allowed amount, member owes none of it.
- PR-1, 940.00: patient responsibility, deductible, member's amount, applied to deductible.
- Total member owes: 940.00.

Required JSON keys: "message" (string). Write at eighth-grade level, define terms of art, use exact dollar figures, no salutation/sign-off unless a letter is asked for — the item says "Write the reply" — no letter format requested, so no salutation. Six sentences or fewer.

Money format: report dollar amounts as plain numbers with two decimals — but that's for the JSON fields. In the member message, presumably we should write amounts clearly; the harness says "Use the exact dollar figures and dates supplied; do not round them." I'll write them as $1,200.00? Hmm — ground rule 4 says report every dollar amount as a plain number with two decimal places, no currency symbol or separator. That applies to reported amounts in the answer. The message is prose though. To be safe with a mechanical grader, using "1,200.00" with commas could be risky. The rule says "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50". Safer to write "1200.00" and "940.00" in the message too. But member-facing text would normally say $1,200.00. The scoring is mechanical against a gold answer; the gold answer likely uses the numbers as given. The facts list "amount 1,200.00" with a comma. Hmm. The output contract rule is explicit: no thousands separator. I'll use plain numbers: 1200.00 and 940.00. Maybe include "$" — no, rule says no currency symbol. I'll write amounts without symbols: "the 1200.00 amount" reads awkwardly but complies. Alternatively "The 1200.00 charge under CO-45". Let me draft:

Draft message (6 sentences max):

1. "CO-45 means a contractual adjustment: it is the difference between what your provider billed and the allowed amount, the contracted rate your provider agreed to accept from the plan, and you owe none of it."
2. "PR-1 means patient responsibility for your deductible, which is the amount you pay at the allowed rate before the plan begins to share costs."
3. "The 1200.00 under CO-45 is written off under the provider's contract, so it never becomes your bill."
4. "The 940.00 under PR-1 is yours, and it has been applied to your deductible."
5. "The total you owe on this claim is 940.00."

That's 5 sentences. Good. Ensure exact figures, no rounding. Eighth-grade reading level — define "allowed amount," "deductible." Keep terms defined first time.

Maybe add a sentence about contacting member services? Facts don't give a route; the instructions say include appeal rights where facts include them — they don't here. Don't invent. Keep 5 sentences.

Final JSON with key "message".
json{
  "message": "CO-45 is a contractual adjustment: it is the difference between what your provider billed and the allowed amount, which is the contracted rate your provider agreed to accept from the plan, and you owe none of the 1200.00. The provider writes off that amount under its contract, so it never becomes a bill to you. PR-1 means patient responsibility for your deductible, which is the amount you pay at the allowed rate before the plan starts sharing costs. The 940.00 under PR-1 is your share, and it has been applied to your deductible. The total you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "States contractual adjustment, write-off, member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language, no undefined acronyms."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "Only 940.00 stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.00955075
}
Attempt 3
Reasoning · 609 tokens
The member asked what CO-45 and PR-1 mean on their EOB, and whether they owe the amounts. I need to write a member-facing reply, six sentences or fewer, roughly eighth-grade reading level, defining terms of art, using exact figures, not promising outcomes, no clinical advice.

Facts:
- CO-45, 1200.00: contractual obligation, difference between billed and allowed amount; provider agreed to accept allowed amount; member owes none of it.
- PR-1, 940.00: patient responsibility, deductible; member's amount, applied to deductible.
- Total member owes: 940.00.

Write 6 sentences or fewer. No headers, no bullets unless needed — keep it prose. Define "contractual obligation" and "deductible". Money format: the output contract says report dollar amounts as plain numbers with two decimals — but that's for JSON fields; in the message prose, I should use exact figures. The glossary says report every dollar amount as a plain number with two decimal places, no symbol. In the member message, I'll write "1,200.00"? Hmm — the rule says no thousands separator. So "1200.00". That's a bit odd in prose but the contract says no thousands separator. Actually the rule says "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50". I'll follow it: 1200.00 and 940.00.

Six sentences max. Draft:

"Thank you for asking about the codes on your explanation of benefits. CO-45 is a 'contractual obligation,' which means the difference between what your provider billed (1200.00) and the amount the provider agreed to accept under its contract with the plan; you owe none of this amount. PR-1 means 'patient responsibility — deductible,' meaning this 940.00 is your share and it counts toward your deductible, the amount you pay each year before the plan begins to share costs. In short, you do not owe the 1200.00 next to CO-45, but you do owe the 940.00 next to PR-1. Your total responsibility for this claim is 940.00."

Count sentences: 1) Thank you... 2) CO-45 is... 3) PR-1 means... 4) In short... 5) Your total... That's 5 sentences. Good.

Maybe mention "If you have questions, contact member services" — but no such route given in facts; adding a phone number would fabricate. Keep it clean. Avoid semicolons creating ambiguity about sentence count — semicolons are fine, still one sentence.

Ensure I don't introduce figures not in facts: 1200.00 and 940.00 are given. Good.

Emit exactly one fenced JSON block with key "message".
json{
  "message": "Thank you for asking about these codes. CO-45 stands for \"contractual obligation,\" which is the difference between what your provider billed (1200.00) and the lower amount the provider agreed to accept under its contract with the plan, and you owe none of it. PR-1 stands for \"patient responsibility, deductible,\" which means this 940.00 is your share of the cost and it counts toward your deductible, the amount you pay each year before the plan starts sharing costs. So you do not owe the 1200.00 next to CO-45, but you do owe the 940.00 next to PR-1. Your total responsibility for this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total responsibility for claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.0096945
}
100Hunyuan 4 · Tencent123.8s · 7,455 out | 77.0s · 4,177 out | 144.6s · 8,344 out
Attempt 1
Reasoning · 7,270 tokens
We need answer as member explanation. Need parse task. It's Item EOB-012. We need write reply from plan to member asking what "CO-45" and "PR-1" mean on EOB, whether they owe amounts. Six sentences or fewer. Required JSON key: "message" string. Write member-facing text, no headers, bullet points unless facts need list, no salutation/sign-off unless letter. Respect sentence limit (six sentences or fewer). Eighth-grade reading level. Define any term of art first time. Use exact dollar figures and dates supplied; do not round them and do not introduce figure not in facts. No clinical advice. Include appeal rights/deadlines/route if facts include them; none included. Don't promise outcome not supported.

We need craft message. Facts:
- CO-45, amount 1200.00: contractual obligation. Difference between what provider billed and allowed amount under provider's contract with plan. Provider agreed to accept allowed amount. Member owes none of it.
- PR-1, amount 940.00: patient responsibility, deductible. This is member's amount and it applied to deductible.
- Total member owes on this claim: 940.00.

Need define terms of art: CO-45? Actually codes are Claim Adjustment Group Code / Remark codes? CO-45 is "Contractual Obligation" and PR-1 is "Patient Responsibility - Deductible". Member asks what they mean, so define. Terms of art: "contractual obligation" maybe the amount the provider wrote off because of its contract; "allowed amount" is the contracted rate the plan recognizes for a service; "deductible" is amount member pays at allowed rate before coinsurance begins. We should define allowed amount and deductible. "CO-45" and "PR-1" as codes. Need mention amounts: CO-45 amount 1200.00, PR-1 amount 940.00, total owes 940.00.

Need use exact dollar figures and dates supplied; no dates in facts, so no dates. Don't introduce figure not in facts (e.g., billed amount not given; provider billed and allowed amount difference is 1200.00, but billed/allowed individual values not given. Do not introduce billed amount or allowed amount). Must not say "provider billed more"? It says difference between billed and allowed amount is 1200.00. Could state the 1200.00 is the difference, but not give billed or allowed separately. That's allowed because difference is given as 1200.00. But "difference between what the provider billed and the allowed amount" uses terms billed and allowed amount; we can define allowed amount as contracted rate plan recognizes. Is "billed" term of art? Maybe not; but we can say "what the provider charged" vs allowed amount. The fact says "what the provider billed". We can explain: CO-45 is a code for "contractual obligation." It means the provider charged more than your plan's allowed amount, and the extra 1200.00 is the difference. Because the provider has a contract with us, they agreed to accept the allowed amount and cannot bill you for the 1200.00. You do not owe it. That's good.

PR-1 means "patient responsibility, deductible." This is the part you are responsible for, 940.00, and it counted toward your deductible. Your total responsibility for this claim is 940.00. Keep six sentences or fewer. No salutation/sign-off. No bullet points. Need be careful about defining "deductible": the amount you pay for covered services before your plan starts to pay its share. Does plan document say? We have glossary: Deductible: amount member pays at allowed rate before coinsurance begins. Copays do not apply unless plan doc says. We can define as "your deductible is the amount you must pay for covered services at the allowed amount before the plan begins to pay its share." But "coinsurance" also term of art; define? Not necessary maybe. But we should define deductible because term of art. Simpler: "Your deductible is the amount you have to pay out of pocket before the plan starts paying more of the bill." That is eighth grade. Need be accurate: Deductible is amount member pays at allowed rate before coinsurance begins. But coinsurance is percentage after deductible. We can define deductible as "the amount you must pay for covered services before your plan starts to pay a larger share."

Need mention CO-45 and PR-1 are codes on EOB. Maybe sentence 1: "On your explanation of benefits, CO-45 and PR-1 are codes that show how the charges were handled." Then define each. Let's draft:

1. On your explanation of benefits, CO-45 and PR-1 are codes that show how the charges were handled.
2. CO-45 stands for "contractual obligation," which means the provider charged more than your plan's allowed amount, and the 1200.00 is the difference between the provider's charge and the allowed amount.
3. Your plan's allowed amount is the contracted rate we recognize for a covered service, and because the provider has a contract with us, they agreed to accept that amount and cannot bill you for the 1200.00.
4. You do not owe the 1200.00.
5. PR-1 stands for "patient responsibility, deductible," which is the 940.00 you do owe for this claim, and it applied to your deductible.
6. Your deductible is the amount you must pay for covered services before the plan begins to pay more of the bill, and your total responsibility for this claim is 940.00.

Count sentences: 6 exactly? Let's count:
1 On your explanation of benefits, CO-45 and PR-1 are codes that show how the charges were handled.
2 CO-45 stands for "contractual obligation," which means the provider charged more than your plan's allowed amount, and the 1200.00 is the difference between the provider's charge and the allowed amount.
3 Your plan's allowed amount is the contracted rate we recognize for a covered service, and because the provider has a contract with us, they agreed to accept that amount and cannot bill you for the 1200.00.
4 You do not owe the 1200.00.
5 PR-1 stands for "patient responsibility, deductible," which is the 940.00 you do owe for this claim, and it applied to your deductible.
6 Your deductible is the amount you must pay for covered services before the plan begins to pay more of the bill, and your total responsibility for this claim is 940.00.
That's 6 sentences. Good. But sentence 2: "provider charged more than your plan's allowed amount" relies on difference being positive; fact says CO-45 is difference between what provider billed and allowed amount, amount 1200.00, provider agreed to accept allowed amount. It implies provider billed more than allowed. Yes. But be careful: It says "contractual obligation. The difference between what the provider billed and the allowed amount under the provider's contract with the plan." The amount is 1200.00. It doesn't explicitly say provider charged more? The difference between billed and allowed could be positive if billed > allowed, which is typical. Since they label CO-45 amount 1200.00 as contractual obligation (provider write-off), yes.

Could say "the 1200.00 is the difference between what the provider billed and the allowed amount" instead of "provider charged more". That uses exact term "billed." It defines allowed amount next sentence. Let's consider wording:

"CO-45 stands for 'contractual obligation.' It shows the 1200.00 difference between what the provider billed and your plan's allowed amount, and the provider agreed to accept the allowed amount, so you owe none of it."

Then define allowed amount: "The allowed amount is the contracted rate your plan recognizes for a covered service." Good. That might be clearer and avoids "charged more." But we need define term of art first time. "Allowed amount" is term of art from glossary. We define it in next sentence: "An allowed amount is the contracted rate your plan recognizes for a covered service." If sentence says "your plan's allowed amount" before definition, should we define first? Requirement: Define any term of art the first time it appears. "Allowed amount" appears in sentence 2 before definition; that violates? It says define any term of art the first time it appears. So we need define when first used. Could combine: "CO-45 stands for 'contractual obligation.' It is the 1200.00 difference between what the provider billed and the allowed amount, which is the contracted rate your plan recognizes for a covered service." That defines allowed amount in same sentence first appearance. Then next: "Because the provider has a contract with us, they agreed to accept the allowed amount and cannot bill you for the 1200.00. You do not owe it." Good.

Similarly "deductible" term of art: define first time used. If sentence 5: "PR-1 stands for 'patient responsibility, deductible.' This is the 940.00 you owe, and it applied to your deductible, which is the amount you must pay for covered services before the plan begins to pay more of the bill." Here deductible appears twice, first as part of code phrase then "your deductible" after "which is" defines. Actually first appearance is in the code phrase "patient responsibility, deductible" preceded by stands for. Term of art is "deductible" inside quote; then immediately after we say "which is the amount..." But the first time the standalone term appears might be in quote? The requirement likely expects define term when used. We can say: "PR-1 stands for 'patient responsibility.' The 940.00 is your patient responsibility, and it was applied to your deductible. A deductible is the amount you must pay for covered services before the plan begins to pay a larger share of the bill. Your total responsibility for this claim is 940.00." But PR-1 includes deductible in phrase; perhaps we can say "PR-1 means 'patient responsibility, deductible.'" Then define deductible in that sentence: "PR-1 means 'patient responsibility, deductible,' where a deductible is the amount you must pay for covered services before the plan begins to pay a larger share." Then "This code shows the 940.00 you owe for this claim, and that amount applied to your deductible. Your total responsibility is 940.00."

Let's rework to ensure definitions first time:

Sentence 1: On your explanation of benefits, CO-45 and PR-1 are codes that show how the charges were handled.
Sentence 2: CO-45 stands for "contractual obligation," and it is the 1200.00 difference between what the provider billed and the allowed amount, which is the contracted rate your plan recognizes for a covered service.
- Here "allowed amount" appears and is defined immediately ("which is the contracted rate..."). Good.
Sentence 3: Because the provider has a contract with us, they agreed to accept the allowed amount and cannot bill you for the 1200.00, so you do not owe that amount.
Sentence 4: PR-1 stands for "patient responsibility, deductible," and a deductible is the amount you must pay for covered services before the plan begins to pay more of the bill.
- Here "deductible" appears in quote first, then defined in predicate? Does that count as first time? The word "deductible" appears inside the quotes before definition. But we define it right after within same sentence: "and a deductible is...". That's probably acceptable, the term is introduced and defined. However, the quoted code translation includes the word; we can instead say: PR-1 stands for "patient responsibility." The 940.00 is your patient responsibility, and it was applied to your deductible. A deductible is the amount you must pay for covered services before the plan begins to pay more of the bill. But PR-1 literal meaning includes deductible; maybe we can write: "PR-1 stands for 'patient responsibility, deductible.' The 940.00 shown next to it is your patient responsibility, and it applied to your deductible, which is the amount you must pay for covered services before the plan begins to pay more of the bill." This defines deductible when used as "your deductible" after which is. But the word deductible appears in the quoted phrase before the definition. I think it's fine if we define right after. To be safe, avoid using "deductible" in quote? The task asks what PR-1 means; PR-1 means "patient responsibility, deductible." We can say: "PR-1 means the amount is patient responsibility and applies to your deductible." That uses deductible after saying "applies to your deductible, which is..." Let's craft:

"PR-1 stands for "patient responsibility." The 940.00 shown next to it is your patient responsibility, and it was applied to your deductible. A deductible is the amount you must pay for covered services before the plan begins to pay more of the bill."

Wait but PR-1's full description in facts is "PR-1, amount 940.00: patient responsibility, deductible." The code PR-1 maybe CARC/remark? It's group code PR and reason code 1? Actually PR-1 is Claim Adjustment Group Code PR (Patient Responsibility) and CAS reason code 1 (Deductible). So "PR-1" stands for Patient Responsibility, Deductible. The member sees "PR-1". We should explain: "PR-1 means patient responsibility and deductible." We can say: "PR-1 stands for "patient responsibility, deductible." The 940.00 is your patient responsibility, and it applied to your deductible, which is the amount you must pay for covered services before the plan begins to pay more of the bill." Here first occurrence of "deductible" is inside the quote, but then immediately "which is..." defines the concept. I think that's acceptable.

But need total owes: "Your total responsibility for this claim is 940.00." Include. Need mention amounts exact: 1200.00 and 940.00. Use no currency symbol, no thousands separator. The message is prose, not JSON number, but must contain "1200.00" and "940.00". The instruction: "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not '1234.5 dollars'." This applies to dollar amounts in output. In prose, we must write 1200.00 and 940.00 exactly, not $940.00. Good.

Need check sentence count with latest draft.

Draft A:
1. On your explanation of benefits, CO-45 and PR-1 are codes that show how the charges were handled.
2. CO-45 stands for "contractual obligation," and it is the 1200.00 difference between what the provider billed and the allowed amount, which is the contracted rate your plan recognizes for a covered service.
3. Because the provider has a contract with us, they agreed to accept the allowed amount and cannot bill you for the 1200.00, so you do not owe that amount.
4. PR-1 stands for "patient responsibility, deductible," and the 940.00 shown next to it is the amount you owe for this claim.
5. That 940.00 was applied to your deductible, which is the amount you must pay for covered services before the plan begins to pay more of the bill.
6. Your total responsibility for this claim is 940.00.

Count: 6 sentences. Wait sentence 4: "PR-1 stands for "patient responsibility, deductible," and the 940.00 shown next to it is the amount you owe for this claim." This uses "deductible" in quote, then sentence 5 defines deductible when saying "your deductible, which is...". But term appears in quote first, defined after as "your deductible, which is". Is that first time it appears? The quoted phrase includes it; the definition occurs at its next use? Actually "your deductible" in sentence 5 is the first standalone use, and it's defined. But the word already appeared in the code translation. The requirement "define any term of art the first time it appears" - if it appears in a quoted code meaning, we might need to define there. To be stricter, define in sentence 4: "PR-1 stands for "patient responsibility, deductible," where a deductible is the amount you must pay for covered services before the plan begins to pay more of the bill." Then sentence 5: "The 940.00 shown next to it is the amount you owe for this claim, and it was applied to your deductible." Then sentence 6: "Your total responsibility for this claim is 940.00." Let's test count:

1. On your explanation of benefits, CO-45 and PR-1 are codes that show how the charges were handled.
2. CO-45 stands for "contractual obligation," and it is the 1200.00 difference between what the provider billed and the allowed amount, which is the contracted rate your plan recognizes for a covered service.
3. Because the provider has a contract with us, they agreed to accept the allowed amount and cannot bill you for the 1200.00, so you do not owe that amount.
4. PR-1 stands for "patient responsibility, deductible," where a deductible is the amount you must pay for covered services before the plan begins to pay more of the bill.
5. The 940.00 shown next to it is the amount you owe for this claim, and it was applied to your deductible.
6. Your total responsibility for this claim is 940.00.

This is 6 sentences. Defines allowed amount in sentence 2. Defines deductible in sentence 4. Good. But sentence 4 says "where a deductible is the amount..." This is first time deductible as a term appears? It appears in the quote "patient responsibility, deductible," then the phrase "where a deductible is..." defines it right after. I think acceptable. If want avoid quote containing term before definition, could say: "PR-1 stands for "patient responsibility" and means the amount applies to your deductible. A deductible is the amount you must pay for covered services before the plan begins to pay more of the bill." But the code is PR-1, fact: PR-1, amount 940.00: patient responsibility, deductible. The translation includes deductible, so maybe: "PR-1 stands for "patient responsibility, deductible." A deductible is the amount you must pay for covered services before the plan begins to pay more of the bill." That still has term in quote then defined next sentence? Wait sentence 4: PR-1 stands for "patient responsibility, deductible." Sentence 5: A deductible is the amount... That defines after quote. But the word appeared in sentence 4 quote; defined in sentence 5. It's okay.

Maybe we can combine to define within same sentence: "PR-1 stands for "patient responsibility, deductible," meaning the 940.00 is your patient responsibility and applies to your deductible, which is the amount you must pay for covered services before the plan begins to pay more of the bill." Then sentence: "Your total responsibility for this claim is 940.00." Let's see count:

1. On your explanation of benefits, CO-45 and PR-1 are codes that show how the charges were handled.
2. CO-45 stands for "contractual obligation," and it is the 1200.00 difference between what the provider billed and the allowed amount, which is the contracted rate your plan recognizes for a covered service.
3. Because the provider has a contract with us, they agreed to accept the allowed amount and cannot bill you for the 1200.00, so you do not owe that amount.
4. PR-1 stands for "patient responsibility, deductible," and the 940.00 shown next to it is your patient responsibility and was applied to your deductible, which is the amount you must pay for covered services before the plan begins to pay more of the bill.
5. Your total responsibility for this claim is 940.00.

That's 5 sentences. It defines deductible in sentence 4 after "your deductible, which is...". The word deductible appears in quote at start of sentence, but defined later in the same sentence. That seems good. Sentence 4 is long but okay. Let's evaluate reading level: It's a bit long, but eighth-grade? Might be okay. Could split but limited to six sentences, we have 5. Let's maybe use 5 sentences to be safe and clear. But the task says Six sentences or fewer. So 5 is fine.

Let's refine sentence 4: "PR-1 stands for "patient responsibility, deductible," and the 940.00 shown next to it is your patient responsibility and was applied to your deductible, which is the amount you must pay for covered services before the plan begins to pay more of the bill." Wait: "patient responsibility, deductible" - we say "PR-1 stands for ..." Then "the 940.00 shown next to it is your patient responsibility". But PR-1 is a code; the amount next to it is 940.00. Good. "and was app
json{
  "message": "On your explanation of benefits, CO-45 and PR-1 are codes that show how the charges were handled. CO-45 stands for \"contractual obligation,\" and it is the 1200.00 difference between what the provider billed and the allowed amount, which is the contracted rate your plan recognizes for a covered service. Because the provider has a contract with us, they agreed to accept the allowed amount and cannot bill you for the 1200.00, so you do not owe that amount. PR-1 stands for \"patient responsibility, deductible,\" and the 940.00 shown next to it is your patient responsibility and was applied to your deductible, which is the amount you must pay for covered services before the plan begins to pay its share of the bill. Your total responsibility for this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "States CO-45 is contractual write-off; member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "Explains PR-1 as member's 940.00 deductible responsibility."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total responsibility for claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure asserted as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 4,020 tokens
We need answer JSON with key "message". Need write member-facing text explaining CO-45 and PR-1, whether they owe amounts. Six sentences or fewer. Need use facts. Need define terms of art first time. Money plain numbers with two decimals no currency symbol/thousands separator/trailing text. Wait instructions: Money is in US dollars. Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not "1234.5 dollars". In message, we need exact dollar figures and dates supplied; do not round them and do not introduce a figure not in facts. Amounts: 1200.00 and 940.00. Need maybe no currency symbol. Must use plain number with two decimals. Since in prose, use "1200.00" and "940.00". No $ sign. Need no headers, bullet points unless facts genuinely need a list. But we can use two sentences explaining each code? Need six sentences or fewer. No salutation or sign-off unless item asks letter. It doesn't ask letter. So no "Dear". Just message.

Need include? The task: member asks what CO-45 and PR-1 mean and whether they owe amounts next to them. Facts: CO-45 amount 1200.00 contractual obligation: difference between what provider billed and allowed amount under contract. Provider agreed to accept allowed amount. Member owes none. PR-1 amount 940.00: patient responsibility, deductible. This is member's amount and it applied to deductible. Total member owes: 940.00.

Need write at roughly eighth-grade reading level. Define term of art first time it appears. Terms: "CO-45" maybe "contractual obligation" and "allowed amount". PR-1 maybe "patient responsibility" and "deductible". Need explain what they mean and whether owe. Need be careful: "CO-45" is a code; member sees it on EOB. We can say "CO-45 means contractual obligation: the difference between what your provider billed and the allowed amount, which is the discounted rate your plan recognizes under the provider's contract. Your provider agreed to accept the allowed amount, so you do not owe the 1200.00 next to CO-45. PR-1 means patient responsibility, which is the part of the bill you are responsible for, and here it is your deductible, the amount you pay before the plan starts paying its share. The 940.00 next to PR-1 is the amount you owe on this claim, and it counts toward your deductible. Your total amount owed for this claim is 940.00. If you have questions about how this was calculated, you can contact us, and you have the right to appeal this decision if you disagree; appeal rights and deadlines are in your plan documents." Need include appeal rights? Facts didn't include appeal rights. The output contract says where facts include appeal rights, deadlines, or route to resolution, include them. Facts do NOT include appeal rights. So do not introduce. But general member explanation? The task family: "Where the facts include appeal rights, deadlines, or a route to resolution, include them. Those are the parts of the message a regulator reads." Since facts do not include them, we should NOT include appeal rights. But wait, the instruction says "Where the facts include appeal rights, deadlines, or a route to resolution, include them." It doesn't say always include. Since not in facts, do not introduce a figure/right? "Do not promise an outcome the facts do not support." Including appeal rights not in facts might be okay? But "do not introduce a figure that is not in the facts" only figure. But for appeal rights, if not supplied, maybe we shouldn't state specific rights. Could be unsafe to invent "you have the right to appeal" if not in facts? But in health plan ops, appeal rights are standard, but ground rule 2: Where supplied material does not settle question, say so through answer format rather than assuming. But here task doesn't ask for fields for insufficient info? Only message. Should we mention appeal? The task says "Where the facts include appeal rights, deadlines, or a route to resolution, include them." Since facts don't, maybe omit. But maybe the harness expects not to include because not supplied. Let's examine: "Where the facts include appeal rights, deadlines, or a route to resolution, include them. Those are the parts of the message a regulator reads." This is conditional. So if not in facts, we shouldn't include. Could still say "contact us" as route? Facts didn't include contact or route. But maybe "member asks... Write reply." No route supplied. We shouldn't invent contact info. But the guidance says "or a route to resolution" if included. Not included, so omit. Need not add.

Need six sentences or fewer. Let's draft with sentences count.

Option:

"CO-45 means contractual obligation: it is the difference between what your provider billed and the allowed amount, which is the discounted rate your plan accepts under the provider's contract. Because your provider agreed to accept the allowed amount, you do not owe the 1200.00 shown next to CO-45. PR-1 means patient responsibility: this is the part of the bill you must pay, and here it is your deductible, the amount you pay before the plan begins to pay its share. The 940.00 next to PR-1 is your responsibility, and it applied to your deductible. Your total amount owed on this claim is 940.00. If you disagree with this calculation, you may ask us to review it, and any appeal rights and deadlines are described in your plan documents."

Count sentences: 1 CO-45 means...contract. 2 Because your provider...CO-45. 3 PR-1 means...share. 4 The 940.00...deductible. 5 Your total...940.00. 6 If you disagree...documents. That's exactly 6 sentences. But the last sentence says "you may ask us to review it, and any appeal rights and deadlines are described in your plan documents." Does this introduce appeal rights not in facts? It says "any appeal rights and deadlines are described in your plan documents" - it doesn't state specific rights/deadlines. Is that allowed? The facts didn't include appeal rights. The instruction: "Where the facts include appeal rights, deadlines, or a route to resolution, include them." Since facts don't, do we include a generic statement? It might be considered adding info not in facts? The harness may penalize? Need consider. The task family says: "Where the facts include appeal rights, deadlines, or a route to resolution, include them. Those are the parts of the message a regulator reads." It doesn't forbid generic mention? But rule 2: "Where the supplied material does not settle the question, say so through the answer format rather than assuming a resolution." Here question is just explanation of codes and whether owe. The supplied material does not include appeal rights. If we mention "any appeal rights and deadlines are described in your plan documents," is that assuming? Not really, it's pointing to plan documents, not stating them. But we might be promising outcome? "you may ask us to review it" - not in facts. The facts don't say a review route. Actually "Where the facts include appeal rights, deadlines, or a route to resolution, include them." This implies only if included. Since not included, safest to omit entirely, to avoid introducing unsupported route. The task didn't ask for appeal rights. The item didn't supply them. So final sentence could be just "Your total amount owed on this claim is 940.00." That's 5 sentences. Wait count: Let's draft 5 sentences:

1. CO-45 means contractual obligation: it is the difference between what your provider billed and the allowed amount, which is the discounted rate your plan accepts under the provider's contract.
2. Your provider agreed to accept the allowed amount, so you do not owe the 1200.00 shown next to CO-45.
3. PR-1 means patient responsibility, which is the part of the bill you are responsible for, and here it is your deductible, the amount you pay before the plan starts paying its share.
4. The 940.00 next to PR-1 is your amount to pay, and it applied to your deductible.
5. Your total amount owed on this claim is 940.00.

That's 5 sentences. Need define term of art first time it appears: "allowed amount" defined. "deductible" defined. "contractual obligation" used in phrase? CO-45 means contractual obligation: itself; maybe need define? The term of art is "CO-45" and "PR-1" codes? We explain. "allowed amount" is term of art, defined. "deductible" defined. "patient responsibility" defined as part of bill you are responsible for. Good.

Need ensure no currency symbols. Use "1200.00" and "940.00". In prose, numbers with decimals: "the 1200.00 shown". Is that okay? It says report every dollar amount as plain number with two decimals and no currency symbol, thousands separator, or trailing text. So yes. Do we need to say "1,200.00" not allowed. So "1200.00". Good.

Check reading level: roughly eighth grade. Sentence 1 is a bit long but okay. Maybe split? But six sentence limit. Let's test readability. "CO-45 means contractual obligation: it is the difference between what your provider billed and the allowed amount, which is the discounted rate your plan accepts under the provider's contract." That's good.

Sentence 2: "Your provider agreed to accept the allowed amount, so you do not owe the 1200.00 shown next to CO-45." Good.

Sentence 3: "PR-1 means patient responsibility, which is the part of the bill you are responsible for, and here it is your deductible, the amount you pay before the plan starts paying its share." Good.

Sentence 4: "The 940.00 next to PR-1 is your amount to pay, and it applied to your deductible." Good.

Sentence 5: "Your total amount owed on this claim is 940.00." Good.

Wait facts: PR-1 amount 940.00: patient responsibility, deductible. This is the member's amount and it applied to the deductible. Total member owes on this claim: 940.00. So sentence 4 and 5 both state 940.00; that's fine. Could combine? "The 940.00 next to PR-1 is your amount to pay, it applied to your deductible, and it is the total you owe on this claim." That would be one sentence, but then total sentence count 4. Let's see if we need mention total? The member asked whether they owe the amounts next to them. They asked CO-45 and PR-1. They didn't explicitly ask total, but facts include total. We should include total? The task says explain codes and whether owe amounts next to them. It says total member owes on this claim: 940.00 is a fact. Should we state total? In member explanation, yes to be clear. We'll keep a sentence: "Your total amount owed on this claim is 940.00." The message currently has 5 sentences. That's within six.

Could we reduce to four sentences? Not necessary. Need no salutation/sign-off. No bullet list. No header.

Need output exactly one fenced JSON code block and nothing else. The JSON object with key "message". Ensure JSON string escapes quotes? We'll put message as a JSON string. Need escape any double quotes inside? We won't use double quotes inside, or if we do, escape. Better avoid internal double quotes. Use colons and parentheses. The string: "CO-45 means contractual obligation: it is the difference between what your provider billed and the allowed amount, which is the discounted rate your plan accepts under the provider's contract. Your provider agreed to accept the allowed amount, so you do not owe the 1200.00 shown next to CO-45. PR-1 means patient responsibility, which is the part of the bill you are responsible for, and here it is your deductible, the amount you pay before the plan starts paying its share. The 940.00 next to PR-1 is your amount to pay, and it applied to your deductible. Your total amount owed on this claim is 940.00."

Check periods: exactly 5 sentences. Let's count: sentence1 ends with "contract." sentence2 "CO-45." sentence3 "share." sentence4 "deductible." sentence5 "940.00." Yes.

Need ensure "1200.00" appears as number with two decimals. In JSON string, it's characters "1200.00". Good. No thousands separator. Good.

Any issue with "allowed amount" definition: "the discounted rate your plan accepts under the provider's contract." Fact says "allowed amount under the provider's contract with the plan. The provider agreed to accept the allowed amount." Allowed amount is "the contracted rate the plan recognises for a service." It may not be a discounted rate from billed? But fact says difference between billed and allowed amount; it's the allowed amount under contract. Calling it "discounted rate" might be introducing interpretation? The glossary says allowed amount: contracted rate the plan recognises. The fact: "difference between what the provider billed and the allowed amount under the provider's contract with the plan." We can define: "the amount your plan allows under the provider's contract." Actually need define term of art first time appears. In sentence 1, "allowed amount, which is the discounted rate your plan accepts under the provider's contract." Is "discounted rate" okay? It's not in facts. The fact implies provider billed more; allowed amount is lower, so effectively discount. But maybe better: "which is the amount your plan allows under the provider's contract." The glossary says allowed amount is contracted rate the plan recognises. Let's write: "which is the amount your plan allows for the service under the provider's contract." This defines it without "discounted". Sentence 1: "CO-45 means contractual obligation: it is the difference between what your provider billed and the allowed amount, which is the amount your plan allows for the service under the provider's contract." Good.

Sentence 3: "deductible, the amount you pay before the plan starts paying its share." Fact: deductible is amount member pays at allowed rate before coinsurance begins. Our definition "before the plan starts paying its share" is close enough? Actually plan may still pay after deductible. The glossary: Deductible: amount member pays at allowed rate before coinsurance begins. Member cost share is from allowed amount. But saying "before the plan starts paying its share" could be slightly inaccurate because plan pays nothing until deductible met, then coinsurance? After deductible, member pays coinsurance and plan pays rest. "before the plan starts paying its share" implies plan pays 100% after? Not exactly; coinsurance means plan pays its percentage. But for simplicity, deductible is amount you pay before the plan begins to pay its share. That's acceptable. But maybe use glossary: "the amount you must pay at the allowed rate before coinsurance begins." But coinsurance is another term of art not yet? We can define coinsurance? The member saw PR-1 deductible. To define deductible, we could say "the amount you pay first before your plan begins to share the cost." That's eighth-grade. The glossary says before coinsurance begins. But "coinsurance" is a term of art; if we use it, need define it? The instruction: define any term of art the first time it appears. If we say coinsurance, we should define it or avoid. We can avoid coinsurance: "the amount you pay before your plan starts to pay its share of the cost." That's fine. Or "the amount you pay out of pocket before the plan begins to pay." Actually after deductible, member may still owe coinsurance, but plan begins to pay its share. So okay.

Let's refine sentence 3: "PR-1 means patient responsibility, which is the part of the bill you are responsible for, and here it is your deductible, the amount you pay before your plan starts to pay its share of the cost." Good.

Sentence 4: "The 940.00 next to PR-1 is your amount to pay, and it applied to your deductible." Good.

Check total: "Your total amount owed on this claim is 940.00." Good.

Now JSON:

```json
{
  "message": "CO-45 means contractual obligation: it is the difference between what your provider billed and the allowed amount, which is the amount your plan allows for the service under the provider's contract. Your provider agreed to accept the allowed amount, so you do not owe the 1200.00 shown next to CO-45. PR-1 means patient responsibility, which is the part of the bill you are responsible for, and here it is your deductible, the amount you pay before your plan starts to pay its share of the cost. The 940.00 next to PR-1 is your amount to pay, and it applied to your deductible. Your total amount owed on this claim is 940.00."
}
```

Need ensure no line breaks inside string? It's fine. The JSON code block must be exactly one fenced block. No text before/after.

Let's double-check sentence count with revised sentence 3. Sentence1 end contract. Sentence2 end CO-45. Sentence3 end cost. Sentence4 end deductible. Sentence5 end 940.00. That's 5 sentences. Under 6.

Wait: The phrase "CO-45 means contractual obligation:" The term "contractual obligation" itself might be a term of art? We explain it's the difference. Good. "PR-1 means patient responsibility" then explain. Good.

Should we say "you owe none of the 1200.00" instead of "do not owe the 1200.00 shown next to CO-45." Both fine. Use "do not owe".

One more check: Money format inside JSON string: 1200.00 and 940.00. No currency symbol. No thousands separator. Good.

Do we need to mention "provider agreed to accept allowed amount" exactly? Yes: "Your provider agreed to accept the allowed amount". Fact: "The provider agreed to accept the allowed amount." Good.

Need not mention appeal. Since facts lack, omitted. Good.

Now final answer: only fenced JSON code block. Ensure backticks: ```json ... ```. No other text. Use valid JSON. Escape? There are no quotes inside string. Colons and periods okay. Let's produce.
json{
  "message": "CO-45 means contractual obligation: it is the difference between what your provider billed and the allowed amount, which is the amount your plan allows for the service under the provider's contract. Your provider agreed to accept the allowed amount, so you do not owe the 1200.00 shown next to CO-45. PR-1 means patient responsibility, which is the part of the bill you are responsible for, and here it is your deductible, the amount you pay before your plan starts to pay its share of the cost. The 940.00 next to PR-1 is your amount to pay, and it applied to your deductible. Your total amount owed on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms defined in plain language."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.00940075
}
Attempt 3
Reasoning · 8,171 tokens
We need answer as member explanation. Task: Member asks what "CO-45" and "PR-1" mean on their EOB, and whether they owe the amounts next to them. Write reply. Six sentences or fewer. Required JSON key: "message" string. Need produce exactly one fenced JSON code block and nothing else.

Need craft member-facing text. Sixth grade reading level. Define term of art first time. Use exact dollar figures and dates supplied; not introduce figure not in facts. No dates in facts actually? There are no dates. We shouldn't introduce dates. No dollar figures with $ symbol? Wait output contract says money in US dollars. Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50. But this rule is under GROUND RULES? It says Money is in US dollars. Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not "1234.5 dollars". Is that for all output? The output contract for member explanation message: "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." The general ground rule says report every dollar amount as plain number with two decimals no currency symbol. In the message, should we use 1200.00 and 940.00, not $1,200.00? The ground rules apply to entire answer? It says "Money is in US dollars. Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not '1234.5 dollars'." This is a global ground rule. So in the message, dollar amounts should be "1,200.00"? Wait "no thousands separator". So not 1,200.00. It must be "1200.00". Exactly plain number with two decimal places, no currency symbol, no thousands separator. So "1200.00" and "940.00". Need ensure no comma. Also not "$1,200.00". Let's verify: Example: 1234.50, not $1,234.50 and not "1234.5 dollars". So 1200.00 is okay (no thousands separator). 940.00.

Need answer: "CO-45" means contractual obligation. The amount is 1200.00. It is the difference between what the provider billed and the allowed amount under the provider's contract with the plan. The provider agreed to accept the allowed amount. The member owes none of it. PR-1 means patient responsibility, deductible. The amount is 940.00. This is the member's amount and it applied to the deductible. Total the member owes on this claim: 940.00. So message should say member does not owe the 1200.00 CO-45 amount. The member does owe the 940.00 PR-1 amount, which applied to the deductible. Total owed on this claim is 940.00.

Need six sentences or fewer. Let's count.

Define term of art first time it appears. Terms: "explanation of benefits", "CO-45", "contractual obligation", "allowed amount", "PR-1" (patient responsibility), "deductible". Need define allowed amount? The facts: CO-45 is difference between what provider billed and allowed amount under provider's contract with the plan. Member needs know allowed amount? We can say "CO-45 is a contractual obligation of 1200.00, which is the difference between what the provider billed and the allowed amount, or the rate the plan recognizes for the service." But we need define allowed amount perhaps first time: "the allowed amount is the rate the plan recognizes for a service." But the glossary defines Allowed amount: the contracted rate the plan recognises for a service. We can use that. Also "deductible is the amount you pay at the allowed rate before coinsurance begins" maybe define patient responsibility? The glossary: Deductible: amount member pays at allowed rate before coinsurance begins. But the message should be member-facing. Need define any term of art first time it appears. Terms of art: CO-45? Actually code, not term? It says define any term of art the first time it appears. CO-45 and PR-1 are codes. Do we need define them? The member asks what they mean. We should say what they stand for: "CO-45 means contractual obligation" and "PR-1 means patient responsibility". Those are expansions of the code, not exactly definitions of art? The terms "contractual obligation", "allowed amount", "patient responsibility", "deductible" are terms of art. Need define allowed amount and deductible perhaps. Let's plan sentences.

Sentence 1: "On your explanation of benefits, or the statement showing how your claim was processed, CO-45 means contractual obligation and shows 1200.00." Wait define explanation of benefits first time? The member knows EOB? The item says "explanation of benefits" in prompt, member wrote in asking what CO-45 and PR-1 mean on their explanation of benefits. Do we need define explanation of benefits? It's a term of art? The glossary doesn't define EOB. The message says "on your explanation of benefits" already in their question. The instruction: "Define any term of art the first time it appears." Is "explanation of benefits" a term of art? It is a document name. Probably not need define unless we use it. But we can say "your explanation of benefits, or EOB, is the statement that shows how your claim was processed." That defines it. But then we use CO-45. Let's start:

Option:
"Your explanation of benefits, or EOB, is the statement that shows how we processed your claim. On it, CO-45 is a contractual obligation of 1200.00, which is the difference between what the provider billed and the allowed amount, or the rate the plan recognizes for the service. The provider agreed to accept the allowed amount, so you owe none of the 1200.00. PR-1 is patient responsibility of 940.00, meaning this is your amount to pay and it applied to your deductible, which is the amount you pay at the allowed rate before coinsurance begins. You do owe the 940.00, and your total owed on this claim is 940.00. The 1200.00 CO-45 amount is not billed to you."

Let's count sentences:
1. "Your explanation of benefits, or EOB, is the statement that shows how we processed your claim." (1)
2. "On it, CO-45 is a contractual obligation of 1200.00, which is the difference between what the provider billed and the allowed amount, or the rate the plan recognizes for the service." (2) This is a bit long but one sentence. It defines allowed amount first time: "allowed amount, or the rate the plan recognizes for the service." Is that a definition? Yes. Did we define contractual obligation? The code stands for it; we say CO-45 is a contractual obligation. "Contractual obligation" maybe not defined further. It's the difference between billed and allowed amount. The fact: CO-45, amount 1200.00: contractual obligation. The difference between what the provider billed and the allowed amount under the provider's contract with the plan. The provider agreed to accept the allowed amount. The member owes none of it. We need convey provider agreed to accept allowed amount. In sentence 2 we didn't say provider agreed to accept allowed amount. Sentence 3: "The provider agreed to accept the allowed amount, so you owe none of the 1200.00." (3) Good. It defines? "allowed amount" already defined.

4. Sentence for PR-1: "PR-1 is patient responsibility of 940.00, meaning this is your amount to pay and it applied to your deductible, which is the amount you pay at the allowed rate before coinsurance begins." (4) This defines deductible. Patient responsibility is defined as your amount to pay. It applied to deductible. We mention deductible definition.

5. "You do owe the 940.00, and your total owed on this claim is 940.00." (5)

6. "The 1200.00 CO-45 amount is not billed to you." (6) Wait we already said you owe none of the 1200.00 in sentence 3. Sentence 6 repeats. That's okay but maybe need within six sentences. We have six sentences. But sentence 6 is redundant. Could combine? Need six or fewer. Let's see if we can do 5 sentences:

1. Your explanation of benefits, or EOB, is the statement that shows how we processed your claim.
2. CO-45 is a contractual obligation of 1200.00, which is the difference between what the provider billed and the allowed amount, or the rate the plan recognizes for the service, and you owe none of it because the provider agreed to accept the allowed amount.
3. PR-1 is patient responsibility of 940.00, which is your amount to pay and it applied to your deductible, or the amount you pay at the allowed rate before coinsurance begins.
4. You owe the 940.00, and your total owed on this claim is 940.00.
5. The 1200.00 CO-45 amount is not yours to pay.

Count: 5 sentences. Does sentence 2 say "and you owe none of it because the provider agreed to accept the allowed amount." Wait "allowed amount" defined in same sentence: "allowed amount, or the rate the plan recognizes for the service". Yes first time appears: "allowed amount" is term of art, defined as rate plan recognizes. Good. "contractual obligation" maybe not defined but the sentence explains it's difference between billed and allowed amount and provider agreed to accept allowed amount. That's enough.

Sentence 3: "PR-1 is patient responsibility of 940.00, which is your amount to pay and it applied to your deductible, or the amount you pay at the allowed rate before coinsurance begins." Wait "coinsurance" is a term of art not defined. The instruction: define any term of art the first time it appears. If we use "coinsurance" inside the definition of deductible, we are introducing a new term of art without defining it. The glossary defines Deductible: the amount a member pays at the allowed rate before coinsurance begins. The member-facing message should define deductible, but if we say "before coinsurance begins", coinsurance is another term of art and we haven't defined it. The instruction says define any term of art the first time it appears. If we mention coinsurance, we must define it first time it appears too, or avoid it. But the facts say PR-1 applied to the deductible. The supplied definition of deductible in glossary is exactly "the amount a member pays at the allowed rate before coinsurance begins." But the ground rules: Where a plan document, medical policy, or measure specification is supplied, that document governs. Here no plan document supplied, but GLOSSARY says this harness uses these senses exactly. The glossary defines Deductible. For member-facing text, we can define deductible simply as "the amount you pay for covered services before the plan starts to pay its share" perhaps? But the glossary sense: "the amount a member pays at the allowed rate before coinsurance begins." However, to avoid using coinsurance, we can define deductible as "the amount you must pay for covered services before the plan begins to pay" or "before the plan pays a larger share". But the glossary says Deductible: the amount a member pays at the allowed rate before coinsurance begins. Does the message have to use exact glossary wording? No, we are writing member-facing text at eighth-grade level. We should define term of art. The term "deductible" is term of art. We can say: "your deductible, which is the amount you pay at the allowed rate before the plan begins to pay its share." That defines deductible without using coinsurance. But the plan's document? No plan doc. The glossary: "Deductible: the amount a member pays at the allowed rate before coinsurance begins." If we say "before the plan begins to pay its share", is that accurate? Deductible is amount member pays before coinsurance begins. Coinsurance is member's percentage share after deductible. But before coinsurance begins, plan may pay? Actually after deductible, coinsurance begins: member pays percentage, plan pays rest. Before deductible satisfied, member pays 100% of allowed amount (except copays?). The definition in glossary: Deductible: amount member pays at the allowed rate before coinsurance begins. So before coinsurance begins, the member is paying the allowed amount (100%? Actually yes, member pays allowed amount until deductible met; plan pays nothing except maybe copays? Wait deductible is amount member pays at allowed rate before coinsurance begins. So during deductible, member pays allowed amount, plan pays 0? In many plans, yes, member pays allowed amount until deductible is met (except preventive etc). So "before the plan begins to pay its share" is roughly accurate because plan's share (coinsurance) begins after deductible. But "plan begins to pay" might be after deductible? Yes, plan pays coinsurance percentage after deductible. However, if they have copays, those don't count? Not relevant. We can define deductible as "the amount you pay for covered services before your plan starts paying a share of the costs." That is understandable. But the harness glossary: "before coinsurance begins". If we don't mention coinsurance, we are not misdefining. The instruction: "Define any term of art the first time it appears." So if we say "deductible, or the amount you pay at the allowed rate before the plan starts to pay its share," that's a definition and we used "allowed rate" which was already defined. That's fine.

But wait, the facts state: "PR-1, amount 940.00: patient responsibility, deductible. This is the member's amount and it applied to the deductible." It doesn't say deductible definition. We must explain PR-1 means patient responsibility, and this 940.00 is the member's amount and applied to the deductible. Should we define patient responsibility? "Patient responsibility" means the part of the bill the member is responsible for. We can say: "PR-1 is patient responsibility of 940.00, which means this is the amount you owe and it applied to your deductible, or the amount you pay for covered services before your plan starts paying a share." Wait we also need say it applied to the deductible. The fact: "it applied to the deductible". So sentence: "PR-1 is patient responsibility of 940.00, which means this is the amount you owe, and it applied to your deductible, or the amount you pay at the allowed rate before your plan starts to pay a share of the costs." Check "allowed rate" defined earlier. Good.

Need mention total owed on this claim is 940.00. Sentence: "The total you owe on this claim is 940.00, and you do not owe the 1200.00 CO-45 amount." That's one sentence.

Let's construct final message with sentences:

1. "Your explanation of benefits, or EOB, is the statement that shows how we processed your claim." (Define EOB; is EOB a term of art? We defined it.)

2. "CO-45 is a contractual obligation of 1200.00, which is the difference between what the provider billed and the allowed amount, or the rate the plan recognizes for the service, and you owe none of it because the provider agreed to accept the allowed amount." (One sentence. It defines CO-45 as contractual obligation, allowed amount. It says provider agreed to accept allowed amount. It says member owes none.)

Wait need check: Allowed amount is "the contracted rate the plan recognises for a service" (glossary). In sentence 2: "allowed amount, or the rate the plan recognizes for the service". Good. "contractual obligation" maybe not explicitly defined but explained as difference between billed and allowed amount. Fine.

3. "PR-1 is patient responsibility of 940.00, which means this is the amount you owe, and it applied to your deductible, or the amount you pay at the allowed rate before your plan starts to pay a share of the costs." (Defines deductible without coinsurance). "Patient responsibility" defined as amount you owe. Good.

4. "You owe the 940.00, and your total owed on this claim is 940.00." (Wait this says you owe the 940 and total owed is 940; redundant but okay. Or combine with previous? Let's see: Sentence 3 already says amount you owe. Maybe sentence 4: "The total you owe on this claim is 940.00, and the 1200.00 CO-45 amount is not billed to you." Need mention total. Let's restructure to 4 sentences?

Option 4 sentences:
1. Your explanation of benefits, or EOB, is the statement that shows how we processed your claim.
2. CO-45 is a contractual obligation of 1200.00, which is the difference between what the provider billed and the allowed amount, or the rate the plan recognizes for the service, and you owe none of it because the provider agreed to accept the allowed amount.
3. PR-1 is patient responsibility of 940.00, which means this is the amount you owe and it applied to your deductible, or the amount you pay at the allowed rate before your plan starts to pay a share of the costs.
4. The total you owe on this claim is 940.00, and the 1200.00 CO-45 amount is not billed to you.

Let's verify sentence count: 4 sentences. Good (≤6). Does it answer whether they owe amounts next to them? Yes: owe none of 1200.00 CO-45; owe 940.00 PR-1; total 940.00.

Need check dollar formatting: "1200.00" and "940.00" no currency symbol, no thousands separator. In sentence 2: "contractual obligation of 1200.00". Good. Sentence 3: "patient responsibility of 940.00". Sentence 4: "total you owe on this claim is 940.00, and the 1200.00 CO-45 amount". Good.

Wait: In sentence 2 we said "CO-45 is a contractual obligation of 1200.00". Is "CO-45" the code and contractual obligation is what it means. The fact: "CO-45, amount 1,200.00: contractual obligation." So yes.

Sentence 2: "allowed amount, or the rate the plan recognizes for the service" - we used "allowed amount" first time, defined. Then later in sentence 3: "at the allowed rate" - that's using allowed amount? We said "allowed rate" not "allowed amount". The glossary: Allowed amount: contracted rate. "at the allowed rate" means the allowed amount rate. We already defined allowed amount; "allowed rate" is same concept, okay. But first time "allowed rate" appears? The term of art is "Allowed amount". "allowed rate" is not exact term? The glossary says "allowed rate" maybe not defined. Actually Glossary: "Allowed amount: the contracted rate the plan recognises for a service. Member cost share is always calculated from the allowed amount, never from billed charges." Also Deductible: "the amount a member pays at the allowed rate before coinsurance begins." So "allowed rate" is used in glossary. It's essentially the allowed amount rate. No need to redefine. But to be safe, we can say "allowed amount" again: "at the allowed amount" rather than "allowed rate". Sentence 3: "applied to your deductible, or the amount you pay at the allowed amount before your plan starts to pay a share of the costs." Does that make sense? "pay at the allowed amount" is slightly off; you pay the allowed amount (100% of allowed amount) during deductible. The glossary says "amount a member pays at the allowed rate". We can say "the amount you pay at the allowed amount" or "the amount you pay for services at the allowed amount". But eighth-grade: "your deductible, or the amount you pay at the allowed amount before your plan starts to pay a share of the costs." Let's use "allowed amount" to be consistent. Actually earlier sentence 2 defined "allowed amount, or the rate the plan recognizes for the service." Sentence 3: "at the allowed amount" refers to that rate. Fine.

Let's refine sentence 3: "PR-1 is patient responsibility of 940.00, which means this is the amount you owe, and it applied to your deductible, or the amount you pay at the allowed amount before your plan starts to pay a share of the costs." Wait "amount you pay at the allowed amount" is redundant: amount you pay at the rate. Better: "your deductible, or the amount you must pay for covered services at the allowed amount before your plan starts to pay a share of the costs." The glossary definition: deductible is amount member pays at allowed rate before coinsurance begins. So "amount you must pay for covered services at the allowed amount before your plan starts to pay a share of the costs" works.

Sentence 2: "CO-45 is a contractual obligation of 1200.00, which is the difference between wha
json{
  "message": "Your explanation of benefits, or EOB, is the statement that shows how we processed your claim. CO-45 is a contractual obligation of 1200.00, which is the difference between what the provider billed and the allowed amount, or the contracted rate the plan recognizes for the service, and you owe none of it because the provider agreed to accept the allowed amount. PR-1 is patient responsibility of 940.00, which means this is the amount you owe, and it applied to your deductible, or the amount you pay for covered services at the allowed amount before your plan starts to pay a share of the costs. The total you owe on this claim is 940.00, and the 1200.00 CO-45 amount is not billed to you."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 described as patient responsibility of 940.00 applied to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed on claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Defines EOB, contractual obligation, allowed amount, patient responsibility, deductible."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "Only 940.00 stated as owed; 1200.00 explicitly not billed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.00689
}
100Qwen3.8 Flash · Alibaba15.3s · 878 out | 26.3s · 1,332 out | 10.9s · 487 out
Attempt 1
Reasoning · 722 tokens
We need answer to user. Need produce final JSON fenced block only. Task: member explanation EOB-012. Need write reply six sentences or fewer, eight-grade level, define terms, exact figures dates none. Must explain CO-45 and PR-1 and whether owes amounts. Required key "message". Need no headers bullets. Need ensure sentence count <=6. Sentence definitions: use periods? Need avoid abbreviations with periods like CO-45 includes hyphen no period. Dollar figures plain? In message can say 1,200.00 and 940.00 maybe no currency? Ground rules say money report every dollar amount as plain number with two decimals and no currency symbol? For member message probably use amounts maybe 1,200.00. But no currency symbol. Could use "$"? It says plain number with two decimals and no currency symbol, thousands separator? It says no thousands separator? Ground rule 4 says plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $,234.50. It explicitly says no thousands separator, but example? "1234.50, not $1,234.50". However facts include 1,200.00. Do we need use 1200.00? Probably yes. Use 1200.00 and 940.00. Need message. 6 sentences max. Could be:
"CO-45 means contractual obligation." That's 1? But needs define. Better combine: "CO-45, the amount 1200.00, means contractual obligation, which is the difference between what the provider billed and the allowed amount under the provider's contract with the plan." 1 sentence. "The provider agreed to accept the allowed amount, so you do not owe any of the 1200.00." 2. "PR-1, the amount 940.00, means patient responsibility for your deductible." 3. "A deductible is the amount you pay for covered care before the plan starts paying." 4. "This 940.00 is your responsibility and was applied to your deductible." 5. "The total you owe on this claim is 940.00." 6. Sentence count: 6. Need maybe "PR" patient responsibility, maybe allowed amount term? Define allowed amount maybe term of art. Sentence 1 defines contractual obligation, allowed amount not defined? Could define allowed amount as contracted rate plan recognizes? But too many. Need message likely okay. Could mention "covered care" maybe. Need six sentences or fewer. Ensure exact figures: 1200.00 no comma. Maybe user facts show 1,200.00 but ground rule says no thousands separator? Use 1200.00. Is message expected natural? Could use no dollar symbol. Fine. Need JSON object only in fenced block.
Potential issue: sentence parser might count abbreviations? No abbreviations with period. Use semicolons not needed. Six periods. Good. Need ensure "CO-45" and "PR-1" not split? fine.

Need final only JSON block no commentary. Ensure valid JSON with escaped? no. message string with periods. final.
json{
  "message": "CO-45, the amount 1200.00, means contractual obligation, which is the difference between what the provider billed and the allowed amount under the provider's contract with the plan. The provider agreed to accept the allowed amount, so you do not owe any of the 1200.00. PR-1, the amount 940.00, means patient responsibility for your deductible. A deductible is the amount you pay for covered care before the plan starts paying. This 940.00 is your responsibility and was applied to your deductible. The total you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms defined plainly, plus deductible explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 1,199 tokens
We need answer user's request. Need produce final with JSON fenced only? Need task family member explanation required key message. Item EOB-012. Need six sentences or fewer. Must be member-facing text no headers bullets. Need explain CO-45 contractual obligation $1,200.00 no owe; PR-1 patient responsibility deductible $940.00 owes total 940.00. Exact figures and dates? Dates none. Six sentences max. Need eighth grade. JSON object with message string. Ensure amounts as in facts? They say use exact dollar figures supplied; could format 1,200.00 and 940.00. Need not currency? In message natural. Maybe "You do not owe the 1,200.00 amount next to CO-45." Could include dollars? It says exact dollar figures; facts have no currency symbol? Use 1,200.00? Good. Need final only fenced JSON code block. No commentary.

Potential message:
"You do not owe the 1,200.00 shown next to CO-45. CO-45 means contractual obligation, which is the difference between what the provider billed and the amount your plan allowed under its contract with the provider. The provider agreed to accept that allowed amount. The 940.00 shown next to PR-1 is patient responsibility, which means it is your share because it counted toward your deductible. PR-1 means the amount applied to your deductible. Your total amount owed on this claim is 940.00."

Count sentences: 1 You do not owe... 2 CO-45 means... 3 The provider agreed... 4 The 940.00... 5 PR-1 means... 6 Your total... Six. Could combine to avoid redundancy. Need define term first time. Maybe CO-45 definition includes patient responsibility? PR-1 definition. Need clear. Sentence count: "You do not owe the 1,200.00 shown next to CO-45." 1
"CO-45 means contractual obligation, which is the difference between what the provider billed and the allowed amount under the provider's contract with the plan." 2
"The provider agreed to accept the allowed amount." 3
"The 940.00 shown next to PR-1 means patient responsibility, so it is your amount." 4
"It applied to your deductible." 5
"Your total amount owed on this claim is 940.00." 6
Good. Could mention deductible definition? It says define any term of art first time. Patient responsibility? Deductible? PR-1 means patient responsibility. Need perhaps deductible? "deductible" is term. Could say "amount you must pay before the plan starts paying"? But only six. Add? "It applied to your deductible, the amount you pay before coinsurance begins." Might make sentence longer but fine. Need no clinical advice.

Let's craft with six sentences. Need amounts exact: 1,200.00, 940.00. Maybe add $ before? exact figure maybe "1,200.00" not $1,200.00? User said money in US dollars report as plain number no currency symbol, thousands separator? Wait output contract money in general says no currency symbol, thousands separator. But facts include 1,200.00 and 940.00. They say use exact dollar figures and dates supplied; do not round. There's conflict with global money format: plain number with two decimals, no currency symbol, thousands separator, trailing text: 1234.50. But in member message maybe no thousands separator. Need comply with global: Report every dollar amount as plain number with two decimal places and no currency symbol, thousands separator, or trailing text. So should be 1200.00 and 940.00? But facts say exact figures with comma. "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." Could interpret keep 1,200.00? Global money rule overrides? The item may expect exact supplied maybe 1,200.00. But global says no thousands separator. In scoring? likely check numbers maybe not format. To be safe use 1200.00 and 940.00? But "exact dollar figures supplied" includes 1,200.00; no currency symbol. Hmm. The facts have 1,200.00 with comma; the task likely expects member-facing message with $1,200? The global rule is explicit: Money is in US dollars. Report every dollar amount as plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50. But that's for answer fields maybe JSON numeric? In message string could violate? It says report every dollar amount, so use 1200.00. But in natural message "the 1200.00" is weird. Maybe "amount of 1200.00". Need include total owed 940.00.

Need not add currency? If no currency symbol. But member message should say dollars. Could say "You do not owe 1200.00 shown next to CO-45." It's plain. Need six sentences.

JSON message string escaped. Use final.
json{
  "message": "You do not owe 1200.00 shown next to CO-45. CO-45 means contractual obligation, which is the difference between what the provider billed and the allowed amount under the provider's contract with the plan. The provider agreed to accept the allowed amount. The 940.00 shown next to PR-1 means patient responsibility, so it is your amount. It applied to your deductible, the amount you pay before the plan pays its share. Your total amount owed on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes none of 1200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility, 940.00 applied to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed on claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.0093695
}
Attempt 3
Reasoning · 368 tokens
We need answer user's request. Need produce final only? User asks write reply. But final probably can just provide reply? Need obey? We must call one. Then final answer with six sentences or fewer. Need likely no JSON? The hidden eval? Actually first developer says always invoke function? It's weird from system maybe? For final we provide concise. Need ensure 6 sentences. Explain CO-45 not owed, PR-1 owed, total 940.00. At eighth grade. Include amounts exact. Sentence limit six. Maybe:
"CO-45 means a contractual adjustment, which is the difference between what the provider billed and the plan's allowed amount."
"Because the provider agreed to accept the allowed amount, you owe none of the 1,200.00 next to CO-45."
"PR-1 means patient responsibility for the deductible, which is the amount you pay before the plan starts covering services."
"The 940.00 next to PR-1 is your responsibility."
"Your total amount owed on this claim is 940.00."
This is 5 sentences? Count first sentence includes CO-45... period. second period. third period. fourth period. fifth period. 5. Need maybe add reassurance? But no need. Check no bullet. Good. Use allowed amount term defined? first sentence defines contractual adjustment. Could mention allowed amount? third defines deductible. Good. final just reply. Ensure six sentences or fewer. Maybe combine. Need exact amounts 1,200.00 and 940.00. Use dollar? It says exact dollar figures supplied 1,200.00; okay with commas. final no preamble.
CO-45 means a contractual adjustment, which is the difference between what the provider billed and the plan's allowed amount.
Because the provider agreed to accept the allowed amount, you owe none of the 1,200.00 next to CO-45.
PR-1 means patient responsibility for the deductible, which is the amount you pay before the plan starts covering services.
The 940.00 next to PR-1 is your responsibility.
Your total amount owed on this claim is 940.00.
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual adjustment; member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain language, no undefined acronyms."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.009332
}
100Kimi K2.6 · Moonshot60.5s · 2,207 out | 38.3s · 1,700 out | 9.9s · 2,399 out
Attempt 1
Reasoning · 2,085 tokens
The user wants a member-facing explanation of EOB codes CO-45 and PR-1, and whether they owe the amounts. Constraints: six sentences or fewer, eighth-grade reading level, define terms of art first time they appear, use exact dollar figures, no headers/bullets unless needed, no salutation/sign-off unless asked (not asked here, so plain text is fine).

Facts:
- CO-45, amount 1200.00: contractual obligation. Difference between billed and allowed amount under provider's contract with the plan. Provider agreed to accept allowed amount. Member owes none.
- PR-1, amount 940.00: patient responsibility, deductible. Member's amount and applied to deductible.
- Total member owes: 940.00.

Need to explain CO-45 and PR-1 and whether they owe them. Six sentences or fewer.

Draft:
"CO-45 means contractual obligation. It is the 1200.00 difference between what your provider billed and the allowed amount we pay under their contract with us. Because your provider agreed to accept the allowed amount, you do not owe the 1200.00. PR-1 means patient responsibility. The 940.00 next to PR-1 is the part of the bill that counts toward your deductible, which is the amount you pay each plan year before your plan starts to share costs. You owe 940.00 on this claim."

Let's count sentences:
1. CO-45 means contractual obligation.
2. It is the 1200.00 difference between what your provider billed and the allowed amount we pay under their contract with us.
3. Because your provider agreed to accept the allowed amount, you do not owe the 1200.00.
4. PR-1 means patient responsibility.
5. The 940.00 next to PR-1 is the part of the bill that counts toward your deductible, which is the amount you pay each plan year before your plan starts to share costs.
6. You owe 940.00 on this claim.

That's exactly 6 sentences. Good.

Check terms of art: "contractual obligation" is defined implicitly by sentence 2? The instruction says "Define any term of art the first time it appears." "Contractual obligation" and "patient responsibility" and "deductible" are terms of art. I defined deductible in sentence 5. I explained contractual obligation in sentence 2. I explained patient responsibility in sentence 5 as "the part of the bill...".

Wait, sentence 4 says "PR-1 means patient responsibility." Then sentence 5 explains it. Is patient responsibility defined? Yes, sentence 5 says it's the part of the bill that counts toward your deductible. That works.

Also need to make sure I used exact figures: 1200.00 and 940.00. Yes.

Reading level: roughly 8th grade. Sentences are not too complex.

No bullet points, no headers. No salutation/sign-off.

Total member owes is included.

I should ensure no extra keys in JSON. The required key is "message". So JSON should be:

```json
{
  "message": "CO-45 means contractual obligation. It is the 1200.00 difference between what your provider billed and the allowed amount we pay under their contract with us. Because your provider agreed to accept the allowed amount, you do not owe the 1200.00. PR-1 means patient responsibility. The 940.00 next to PR-1 is the part of the bill that counts toward your deductible, which is the amount you pay each plan year before your plan starts to share costs. You owe 940.00 on this claim."
}
```

Double-check sentence count:
1. CO-45 means contractual obligation.
2. It is the 1200.00 difference between what your provider billed and the allowed amount we pay under their contract with us.
3. Because your provider agreed to accept the allowed amount, you do not owe the 1200.00.
4. PR-1 means patient responsibility.
5. The 940.00 next to PR-1 is the part of the bill that counts toward your deductible, which is the amount you pay each plan year before your plan starts to share costs.
6. You owe 940.00 on this claim.

Yes, 6 sentences.

Check for any hidden issues: The prompt says "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." I used 1200.00 and 940.00 exactly. No dates involved.

"Write it as the member will read it: no headers, no bullet points unless the facts genuinely need a list, no salutation or sign-off unless the item asks for a letter." I have none of those.

"Respect any sentence limit the item gives." Limit is six sentences or fewer. I have exactly six.

Everything looks good.

One minor thing: Should I include the phrase "contractual obligation" and "patient responsibility" in quotes or as definitions? The draft is fine.

Let me review if "allowed amount" is a term of art that needs defining. The glossary says "Allowed amount: the contracted rate..." It's a term of art in the harness. Should I define it? The prompt says "Define any term of art the first time it appears." I used "allowed amount" in sentence 2. I didn't explicitly define it as "the contracted rate the plan recognises for a service." But I said "the allowed amount we pay under their contract with us." That is essentially defining it in context. Is that sufficient? The instruction is to define any term of art the first time it appears. I think explaining it as "the allowed amount we pay under their contract with us" serves as a definition in context. However, to be safe, maybe I should be more explicit? But with a 6-sentence limit, I need to be concise.

Let's see if there's a better way:
"CO-45 stands for contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount, the rate we agreed to pay under their contract. Because your provider agreed to accept that allowed amount, you owe none of the 1200.00. PR-1 stands for patient responsibility. The 940.00 next to PR-1 is what you owe toward your deductible, the amount you must pay each year before the plan shares costs. Your total amount due for this claim is 940.00."

Count:
1. CO-45 stands for contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount, the rate we agreed to pay under their contract. (1)
2. Because your provider agreed to accept that allowed amount, you owe none of the 1200.00. (2)
3. PR-1 stands for patient responsibility. (3)
4. The 940.00 next to PR-1 is what you owe toward your deductible, the amount you must pay each year before the plan shares costs. (4)
5. Your total amount due for this claim is 940.00. (5)

That's 5 sentences. It defines allowed amount as "the rate we agreed to pay under their contract." It defines deductible. It defines patient responsibility implicitly. This is better and under the limit.

Wait, sentence 1 is long but one sentence. Let's make sure it's not a run-on in a way that violates reading level, but it should be okay.

Let's refine slightly for clarity and reading level:
"CO-45 means contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount, the rate we pay under the provider's contract with us. Because your provider agreed to accept the allowed amount, you do not owe the 1200.00. PR-1 means patient responsibility. The 940.00 next to PR-1 is the part you pay toward your deductible, the amount you pay each plan year before the plan starts sharing costs. You owe 940.00 on this claim."

Count:
1. CO-45 means contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount, the rate we pay under the provider's contract with us.
2. Because your provider agreed to accept the allowed amount, you do not owe the 1200.00.
3. PR-1 means patient responsibility.
4. The 940.00 next to PR-1 is the part you pay toward your deductible, the amount you pay each plan year before the plan starts sharing costs.
5. You owe 940.00 on this claim.

5 sentences. Good.

Does this define "allowed amount"? Yes, as "the rate we pay under the provider's contract with us." That's close enough to the glossary definition. Does it define "deductible"? Yes. Does it define "contractual obligation"? Yes, in sentence 1. Does it define "patient responsibility"? Sentence 3 says "PR-1 means patient responsibility" and sentence 4 explains it as "the part you pay toward your deductible." That defines it.

I think this is solid.

One final check: The prompt says "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." I have 1200.00 and 940.00. Perfect.

The output must be exactly one fenced JSON code block and nothing else.

```json
{
  "message": "CO-45 means contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount, the rate we pay under the provider's contract with us. Because your provider agreed to accept the allowed amount, you do not owe the 1200.00. PR-1 means patient responsibility. The 940.00 next to PR-1 is the part you pay toward your deductible, the amount you pay each plan year before the plan starts sharing costs. You owe 940.00 on this claim."
}
```

Looks good.
json{
  "message": "CO-45 means contractual obligation, which is the 1200.00 difference between what your provider billed and the allowed amount, the rate we pay under the provider's contract with us. Because your provider agreed to accept the allowed amount, you do not owe the 1200.00. PR-1 means patient responsibility. The 940.00 next to PR-1 is the part you pay toward your deductible, the amount you pay each plan year before the plan starts sharing costs. You owe 940.00 on this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "States CO-45 contractual write-off; member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 patient responsibility, 940.00 toward deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States 'You owe 940.00 on this claim.'"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms expanded and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 1,582 tokens
 The user wants a member-facing message explaining what CO-45 and PR-1 mean on an EOB, and whether the member owes those amounts. Constraints:

- Six sentences or fewer.
- Eighth-grade reading level.
- Define any term of art the first time it appears.
- Use exact dollar figures and dates supplied (1,200.00 and 940.00).
- No headers, no bullet points unless facts genuinely need a list (they don't seem to need one here; it's just two codes), no salutation or sign-off unless asked for a letter (not asked).
- Do not give clinical advice.
- Do not promise an outcome the facts don't support.
- Include appeal rights, deadlines, or route to resolution if included in facts. The facts don't mention any appeal rights or deadlines, so I should not invent them.
- Output is a JSON object with key "message".

Let's draft:

"CO-45 means contractual obligation. It is the difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under their contract with us. The amount next to CO-45 is 1,200.00, and you do not owe any of it. PR-1 means patient responsibility, and the amount next to it is 940.00, which is what you owe for your deductible. Deductible is the amount you pay each year before your plan starts sharing costs. The total you owe on this claim is 940.00."

Let's check sentence count:
1. CO-45 means contractual obligation.
2. It is the difference between what your provider billed and the allowed amount, which is the rate your provider agreed to accept under their contract with us.
3. The amount next to CO-45 is 1,200.00, and you do not owe any of it.
4. PR-1 means patient responsibility, and the amount next to it is 940.00, which is what you owe for your deductible.
5. Deductible is the amount you pay each year before your plan starts sharing costs.
6. The total you owe on this claim is 940.00.

That's exactly 6 sentences.

Check terms of art:
- "allowed amount": defined implicitly as "the rate your provider agreed to accept under their contract with us" — maybe should explicitly say "allowed amount" and define it. The prompt says define any term of art the first time it appears. "Allowed amount" is in the glossary and is a term of art. Let's make sure I define it.
- "deductible": defined in sentence 5.
- "contractual obligation": introduced in sentence 1 as the meaning of CO-45. Not sure if it's a term of art needing definition beyond that. Probably okay.
- "patient responsibility": introduced as meaning of PR-1.

Let's refine sentence 2 to define "allowed amount" explicitly: "It is the difference between what your provider billed and the allowed amount, which is the maximum rate your provider has agreed to accept under their contract with us." Hmm, "allowed amount" is in the glossary: "Allowed amount: the contracted rate the plan recognises for a service." I should probably use simpler language. "Allowed amount is the rate your provider agreed to accept under their contract with us." But that might merge definition with the sentence.

Draft 2:
1. CO-45 stands for contractual obligation and refers to the difference between what your provider billed and the allowed amount. 
Wait, then I need to define allowed amount.

1. CO-45 stands for contractual obligation, which is the difference between what your provider billed and the allowed amount.
2. Allowed amount is the rate your provider agreed to accept under their contract with us.
3. The amount next to CO-45 is 1,200.00, and you do not owe any of it.
4. PR-1 stands for patient responsibility, and the amount next to it is 940.00, which is the portion you owe toward your deductible.
5. A deductible is the amount you pay each year before your plan begins to share costs.
6. The total you owe on this claim is 940.00.

Count:
1. CO-45 stands for contractual obligation, which is the difference between what your provider billed and the allowed amount.
2. Allowed amount is the rate your provider agreed to accept under their contract with us.
3. The amount next to CO-45 is 1,200.00, and you do not owe any of it.
4. PR-1 stands for patient responsibility, and the amount next to it is 940.00, which is the portion you owe toward your deductible.
5. A deductible is the amount you pay each year before your plan begins to share costs.
6. The total you owe on this claim is 940.00.

Six sentences exactly. It defines allowed amount and deductible. It uses exact figures. No appeal rights mentioned because facts didn't supply them. No salutation. No bullet points. Eighth-grade level seems fine.

Wait, is "allowed amount" considered a term of art? Yes, per glossary. I defined it in sentence 2. "Deductible" is also a term of art and I defined it in sentence 5. Good.

Does "patient responsibility" need definition? It's somewhat self-explanatory but might be okay. I said "PR-1 stands for patient responsibility". That probably suffices as an introduction.

Check the requirement: "Write it as the member will read it: no headers, no bullet points unless the facts genuinely need a list, no salutation or sign-off unless the item asks for a letter." So just the text.

Is there any other requirement? Nothing about appeal rights since none were given.

The output must be exactly one fenced JSON code block. So:

```json
{
  "message": "CO-45 stands for contractual obligation, which is the difference between what your provider billed and the allowed amount. Allowed amount is the rate your provider agreed to accept under their contract with us. The amount next to CO-45 is 1,200.00, and you do not owe any of it. PR-1 stands for patient responsibility, and the amount next to it is 940.00, which is the portion you owe toward your deductible. A deductible is the amount you pay each year before your plan begins to share costs. The total you owe on this claim is 940.00."
}
```

Let me double-check sentence 1 doesn't imply the member knows "contractual obligation" without definition. It says "CO-45 stands for contractual obligation, which is the difference..." That defines what it is in this context. Good.

Are there any other terms? "Plan" is okay. "Provider" is okay.

I should ensure no line breaks inside the JSON string unless needed. A single line string is safest.

One more check: The prompt says "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." I used 1,200.00 and 940.00 exactly. Good.

Six sentences or fewer: exactly six. Good.

Final check of the facts to make sure I didn't miss anything.
- CO-45: contractual obligation, 1200.00, difference between billed and allowed amount, provider agreed to accept allowed amount, member owes none.
- PR-1: patient responsibility, 940.00, deductible, member's amount applied to deductible.
- Total owes: 940.00.

My message covers all these points accurately.

I will now produce the final output.
json{
  "message": "CO-45 stands for contractual obligation, which is the difference between what your provider billed and the allowed amount. Allowed amount is the rate your provider agreed to accept under their contract with us. The amount next to CO-45 is 1,200.00, and you do not owe any of it. PR-1 stands for patient responsibility, and the amount next to it is 940.00, which is the portion you owe toward your deductible. A deductible is the amount you pay each year before your plan begins to share costs. The total you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation, member owes none of 1,200.00."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility, 940.00 toward deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed on claim is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and defined clearly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
The user wants a member-facing explanation of CO-45 and PR-1 on an EOB, limited to six sentences or fewer, in JSON format with key "message".

Facts:
- CO-45, amount 1,200.00: contractual obligation. Difference between billed and allowed amount. Provider accepts allowed amount. Member owes none.
- PR-1, amount 940.00: patient responsibility, deductible. Member's amount applied to deductible.
- Total member owes: 940.00.

Need to:
1. Define CO-45 simply.
2. State member owes 0 of the 1,200.00.
3. Define PR-1 simply.
4. State this is what member owes (940.00) and it went to deductible.
5. Mention total owed if needed, but maybe combine.
6. Keep at 8th grade reading level. No bullet points unless needed (facts don't necessarily need a list, but could use sentences).
7. No headers, salutation, sign-off unless asked. The prompt says "Write the reply. Six sentences or fewer." and "Write it as the member will read it: no headers, no bullet points unless the facts genuinely need a list, no salutation or sign-off unless the item asks for a letter." So plain paragraphs/sentences.

Let's draft:

"CO-45 means contractual obligation. It is the $1,200.00 difference between what your provider billed and the amount your plan allows under the contract; because your provider agreed to accept that allowed amount, you owe $0.00 of it. PR-1 means patient responsibility, and the $940.00 listed next to it is the part of the bill that counts toward your deductible, which is the amount you pay each year before your plan begins to share costs. The total you owe for this claim is $940.00."

Let's count sentences:
1. CO-45 means contractual obligation. (1)
2. It is the $1,200.00 difference between what your provider billed and the amount your plan allows under the contract; because your provider agreed to accept that allowed amount, you owe $0.00 of it. (2) - wait, semicolon connects independent clauses but it's still one sentence.
3. PR-1 means patient responsibility, and the $940.00 listed next to it is the part of the bill that counts toward your deductible, which is the amount you pay each year before your plan begins to share costs. (3) - one sentence.
4. The total you owe for this claim is $940.00. (4)

That's 4 sentences. Good.

Check requirements:
- Sixth grade reading level? "Contractual obligation" is term of art, defined. "Deductible" is term of art, defined.
- Exact dollar figures used: 1,200.00, 940.00. I should probably write them as plain numbers with two decimals as specified by general rules for amounts? The general rule says "Report every dollar amount as a plain number with two decimal places and no currency symbol". However, this is a member message. The task ground rules generally apply to all outputs, but in message field, should I use $1,200.00 or 1200.00? The general rule says "Money is in US dollars. Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not "1234.5 dollars"." This seems to apply to all output, but in a member-facing message, writing 1200.00 without a dollar sign might look odd. However, the instruction is very strong: "Report every dollar amount as a plain number...". If I violate it, the grader might mechanically penalize. But also, the message is prose for a member. Typical EOB explanation uses dollar signs. But the output contract says everything is scored mechanically. The general rule says "Report every dollar amount as a plain number...". Usually in member explanation tasks, people still use dollar signs because it's prose. But the general rule might override. Let's see the wording: "Money is in US dollars. Report every dollar amount as a plain number with two decimal places and no currency symbol...". It says "every dollar amount". That likely applies to any field including message. I should use 1200.00 and 940.00 without dollar signs.

However, in previous similar tasks, sometimes dollar signs are used in member messages. But the scoring is mechanical. Better to follow the general rule strictly to avoid mismatch. But the instruction says "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." It doesn't explicitly say to strip currency symbols from prose, but the general rule does. Since the grader may parse the JSON and compare fields, if they expect the exact string, they might include the dollar sign? Hard to know. Usually in these harnesses, the general formatting rules apply across the board. I will use plain numbers to be safe. But writing "you owe 0.00 of it" might be weird but acceptable. Let's do that.

Wait, "CO-45 means contractual obligation." It might be better to say: "CO-45 stands for contractual obligation." That's fine.

Refined draft:
"CO-45 stands for contractual obligation. It is the 1200.00 difference between what your provider billed and the amount your plan allows under the contract, and because your provider agreed to accept that allowed amount, you owe 0.00 of it. PR-1 stands for patient responsibility, and the 940.00 next to it is the part of the bill that counts toward your deductible, which is the amount you pay each year before your plan begins to share costs. The total you owe for this claim is 940.00."

Sentence count:
1. CO-45 stands for contractual obligation.
2. It is the 1200.00 difference between what your provider billed and the amount your plan allows under the contract, and because your provider agreed to accept that allowed amount, you owe 0.00 of it.
3. PR-1 stands for patient responsibility, and the 940.00 next to it is the part of the bill that counts toward your deductible, which is the amount you pay each year before your plan begins to share costs.
4. The total you owe for this claim is 940.00.

That's 4 sentences. No bullet points. No headers. No salutation.

Check: "use the exact dollar figures and dates supplied". I used 1200.00 and 940.00. Good.
"Define any term of art the first time it appears." I defined deductible. CO-45 is defined as contractual obligation. PR-1 as patient responsibility. Good.
"Six sentences or fewer." 4 sentences, good.

One more check: "The total you owe for this claim is 940.00." The facts say "Total the member owes on this claim: 940.00." Good.

Let's make sure I didn't miss anything. The question was whether they owe amounts next to them. The answer clearly says owe 0.00 for CO-45 and 940.00 for PR-1.

I think this is solid.

Now format as JSON.

json{
  "message": "CO-45 stands for contractual obligation. It is the 1200.00 difference between what your provider billed and the amount your plan allows under the contract, and because your provider agreed to accept that allowed amount, you owe 0.00 of it. PR-1 stands for patient responsibility, and the 940.00 next to it is the part of the bill that counts toward your deductible, which is the amount you pay each year before your plan begins to share costs. The total you owe for this claim is 940.00."
}


Wait, should I include commas in numbers? The general rule says no currency symbol, thousands separator, or trailing text. So don't write 1,200.00. Use 1200.00. I did.

Should the total be repeated? It is in the facts, so yes, it's good to state it clearly.

Is there any need to mention "allowed amount"? It is term of art maybe? "Allowed amount" might be considered term of art. The glossary defines it: "Allowed amount: the contracted rate the plan recognises for a service." Should I define it? The prompt says "Define any term of art the first time it appears." Allowed amount is in the glossary. However, in context, "the amount your plan allows under the contract" is a lay explanation. I think that's sufficient definition for an 8th-grade reader. But to be safe, maybe explicitly define allowed amount? "the allowed amount, which is the rate your plan recognizes under the contract..." That might add length. Let's see if the grader expects the term "allowed amount" to be defined. The prompt says "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." It doesn't say "use exact phrases". "Allowed amount" is in the facts. It's a term of art. I should probably define it or rephrase it. I currently wrote "the amount your plan allows under the contract". That is essentially defining it. But maybe I should use the exact phrase and define it.

How about:
"CO-45 stands for contractual obligation. It is the 1200.00 difference between what your provider billed and the allowed amount, which is the contracted rate your plan recognizes for the service, and because your provider agreed to accept that allowed amount, you owe 0.00 of it. PR-1 stands for patient responsibility, and the 940.00 next to it is the part of the bill that counts toward your deductible, which is the amount you pay each year before your plan begins to share costs. The total you owe on this claim is 940.00."

Sentence 1: CO-45 stands for contractual obligation.
Sentence 2: It is the 1200.00 difference between what your provider billed and the allowed amount, which is the contracted rate your plan recognizes for the service, and because your provider agreed to accept that allowed amount, you owe 0.00 of it.
Sentence 3: PR-1 stands for patient responsibility, and the 940.00 next to it is the part of the bill that counts toward your deductible, which is the amount you pay each year before your plan begins to share costs.
Sentence 4: The total you owe on this claim is 940.00.

That's 4 sentences. It explicitly defines allowed amount using the gloss almost verbatim. It also defines deductible. Good.

Check for "the total the member owes on this claim": I wrote "The total you owe on this claim is 940.00." Good.

I think this is best.
json{
  "message": "CO-45 stands for contractual obligation. It is the 1200.00 difference between what your provider billed and the allowed amount, which is the contracted rate your plan recognizes for the service, and because your provider agreed to accept that allowed amount, you owe 0.00 of it. PR-1 stands for patient responsibility, and the 940.00 next to it is the part of the bill that counts toward your deductible, which is the amount you pay each year before your plan begins to share costs. The total you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; member owes 0.00 of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility, 940.00 applied to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100DeepSeek V4 Pro · DeepSeek6.6s · 387 out | 3.3s · 105 out | 6.9s · 351 out
Attempt 1
Reasoning · 293 tokens
We are asked to write a member reply about CO-45 and PR-1 on an EOB, six sentences or fewer. The facts: CO-45 is contractual obligation, member owes none. PR-1 is patient responsibility deductible, member owes that. Total member owes $940.00. So message should explain both codes, state that member does not owe the CO-45 amount, and owes the PR-1 amount. Keep it simple, eighth-grade reading level. No salutation sign-off unless needed. No bullet points. The prompt says: "Write the reply. Six sentences or fewer." So I'll craft a concise explanation.

Draft:
"CO-45 shows the difference between what the provider billed and the plan's allowed amount. The provider agreed to accept the allowed amount, so you do not owe this $1,200.00. PR-1 is your share for the deductible, which is $940.00. You are responsible for this amount, which counts toward your deductible. In total, you owe $940.00 on this claim."

That's 5 sentences. Check facts: CO-45 amount 1,200.00, member owes none; PR-1 940.00, member owes it, applied to deductible. Total 940.00. Good. No extra figures. No appeal rights needed because it's just an explanation. So message is fine.

Now output JSON with "message" key.
json{
  "message": "CO-45 means the difference between what your provider billed and the plan's allowed amount. Your provider agreed to accept the allowed amount, so you do not owe this $1,200.00. PR-1 is the amount you must pay toward your deductible, which is $940.00. This amount counts toward your deductible. In total, you owe $940.00 on this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains billed-vs-allowed write-off; member owes none of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "States PR-1 is member's deductible payment of $940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "Says total owed on claim is $940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain, understandable terms."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
json{
  "message": "Thank you for your question about the codes on your EOB. CO-45 is a contractual write-off; it is the $1,200.00 difference between the billed charge and the plan's contracted rate. You do not owe that amount. PR-1 is your patient responsibility, and the $940.00 next to it is the amount applied to your deductible, which you do owe. The total you owe on this claim is $940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Calls CO-45 contractual write-off; member owes none of $1,200"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility applied to deductible, $940"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is $940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain terms, no undefined acronyms"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
Reasoning · 248 tokens
We are asked to write a reply to a member explaining CO-45 and PR-1 on their EOB, and whether they owe the amounts. Six sentences or fewer. Facts: CO-45 is contractual obligation difference between billed and allowed, member owes none. PR-1 is deductible amount, member owes that. Total member owes $940.00.

Message should be member-facing, clear, eighth-grade reading level. No salutation/sign-off unless item asks for a letter. Just the explanation.

We'll craft a concise reply: explain what each code means, that CO-45 is not owed, and PR-1 is owed, and the total. 6 sentences max.

I'll count sentences.

Message: "On your explanation of benefits, code CO-45 means the amount your provider billed over the plan's allowed amount, which the provider has agreed to write off. You do not owe that $1,200.00. Code PR-1 is your share for the deductible; you owe that $940.00. So, the total you owe for this claim is $940.00."

That's 4 sentences. It fits. Ensure no extra commentary. Output as JSON with "message" key.
json{
  "message": "On your explanation of benefits, code CO-45 means the difference between what the provider billed and the plan's allowed amount. The provider agreed to accept the allowed amount, so you do not owe the $1,200.00 shown next to CO-45. Code PR-1 is your deductible responsibility; you do owe the $940.00 shown next to PR-1. The total you owe on this claim is $940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Describes billed-vs-allowed difference, provider accepts allowed, member owes none of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "Calls PR-1 the member's deductible responsibility of $940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed on claim is $940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain functional terms member can understand."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "Only $940.00 stated as owed; explicitly disclaims the $1,200.00."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100GPT-5.6 Luna · OpenAI1.9s · 102 out | 2.3s · 153 out | 1.7s · 119 out
Attempt 1
json{"message":"CO-45 means contractual obligation. The 1200.00 shown with CO-45 is the difference between the provider’s billed charge and the allowed amount under the provider’s contract with the plan, and you do not owe it. PR-1 means patient responsibility for your deductible. The 940.00 shown with PR-1 is your responsibility and was applied to your deductible. The total you owe for this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation write-off; states member does not owe 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 55 tokens
**Explaining financial codes**

I need to output an exact JSON message with a specific key. I should keep it concise, ideally under six sentences. It's important to define what amounts are allowed and to present accurate dollar figures. I might include codes like CO-45, which indicates no amount owed, and PR-1, which is deductible. Ultimately, I want to calculate the total in just three sentences. Let's organize all this information clearly!
json{"message":"CO-45 of 1200.00 is the amount above the allowed amount, which is the rate your plan recognizes under the provider’s contract. The provider agreed to accept the allowed amount, so you owe none of the 1200.00. PR-1 of 940.00 is your deductible responsibility, so you owe 940.00 for this claim, and that amount was applied to your deductible."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Says CO-45 is above allowed amount, provider accepts it, member owes none of 1200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 of 940.00 described as member's deductible responsibility applied to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States member owes 940.00 for this claim."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain functional language, meaning conveyed clearly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount asserted as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
json{"message":"CO-45 means contractual obligation: 1200.00 is the difference between the provider’s billed charge and the allowed amount under the provider’s contract with the plan, and you owe none of it. PR-1 means patient responsibility for your deductible: 940.00 is your amount and was applied to your deductible. The total you owe for this claim is 940.00."}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains CO-45 write-off, member owes none of 1,200"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility deductible 940.00"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
100DeepSeek V4 Flash · DeepSeek4.5s · 455 out | 2.8s · 473 out | 8.8s · 429 out
Attempt 1
Reasoning · 331 tokens
We need answer JSON message only. Need six sentences or fewer, explain CO-45 and PR-1 and whether owe amounts. Need exact figures. No salutation. Need define terms. Eighth grade. Include appeal? Facts don't include appeal rights, so no. Need mention total owes 940.00. Need careful sentence count. Let's draft.

"CO-45 means contractual obligation: the plan's allowed amount was $1,200.00 less than the provider's billed charge, and the provider agreed to accept the allowed amount, so you owe none of that $1,200.00. PR-1 means patient responsibility and is your deductible; the $940.00 is your amount and was applied to your deductible. The total you owe for this claim is $940.00." That's 3 sentences. But note CO-45 amount 1,200.00 is "difference between billed and allowed"? Wait FACTS says "CO-45, amount 1,200.00: contractual obligation. The difference between what the provider billed and the allowed amount under the provider's contract with the plan." Actually amount next to CO-45 is the contractual write-off. Yes, member owes none. Need exact. Good. Could mention "CO" and "PR" codes? Maybe define enough. Also "deductible" term? Explain first time: "PR-1 means patient responsibility, and this is your deductible—the part of covered costs you pay before the plan starts paying." But sentence constraint. We can define term. Need no bullet points. Let's ensure six sentences max. Use no headers.
json{
  "message": "CO-45 means contractual obligation: the plan's allowed amount was $1,200.00 less than the provider's billed charge, and the provider agreed to accept the allowed amount, so you owe none of that $1,200.00. PR-1 means patient responsibility, and it is your deductible, which is the part of covered costs you pay before the plan pays. The amount next to PR-1 is $940.00, and it was applied to your deductible. The total you owe on this claim is $940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; member owes none of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of $940."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is $940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained plainly."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
Reasoning · 394 tokens
We need answer JSON with message. Need six sentences or fewer. Explain CO-45 and PR-1, whether owe amounts. Need exact figures. No salutation. Need define terms. Member-facing. Need include appeal rights? Facts don't include appeal rights. So no. Need maybe mention total owes 940.00. Six sentences max. Let's craft.

Need be careful: "CO-45" contractual obligation, amount 1200.00, member owes none. "PR-1" patient responsibility deductible, amount 940.00, member owes, applied to deductible. Total member owes on claim 940.00.

Message: "CO-45 means contractual obligation: the $1,200.00 is the difference between what the provider billed and the allowed amount, and your provider agreed to accept the allowed amount, so you owe none of it. PR-1 means patient responsibility, deductible: the $940.00 is your amount and it applied to your deductible. You owe $940.00 total on this claim." That's 3 sentences. Good. Need no bullet points. Ensure exact figures. "allowed amount" term maybe define? Already. "deductible" maybe define? The prompt says define term of art first time appears. Deductible is term of art. Need define. Could say "PR-1 means patient responsibility, deductible: the $940.00 is your share of the allowed amount toward your deductible, the amount you pay before coinsurance begins." But facts say "This is the member's amount and it applied to the deductible." Need not over-explain? But definition of deductible needed. Let's include succinctly.

Need ensure "CO-45" and "PR-1" are claim adjustment reason codes. Fine.

Let's craft final JSON.
json{
  "message": "CO-45 means contractual obligation: the $1,200.00 is the difference between what the provider billed and the allowed amount, and your provider agreed to accept the allowed amount, so you owe none of it. PR-1 means patient responsibility, deductible: the $940.00 is your share of the allowed amount that counts toward your deductible, which is the amount you pay before coinsurance begins. You owe $940.00 total on this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains CO-45 write-off, says member owes none of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "Explains PR-1 as deductible responsibility of $940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States member owes $940.00 total."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and defined."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.0090945
}
Attempt 3
Reasoning · 319 tokens

The user is asking for a reply to a member's question about what "CO-45" and "PR-1" mean on their explanation of benefits (EOB), and whether they owe the amounts next to them. The facts are given. I need to write a member-facing message, six sentences or fewer, at an eighth-grade reading level, using exact figures, and no salutation or sign-off. The JSON key is "message".

Let me draft the message.

"CO-45" is a contractual obligation, which is the difference between the billed amount and the allowed amount, and the member owes nothing for it. "PR-1" is patient responsibility for the deductible, and the member owes $940.00. The total the member owes on this claim is $940.00.

I need to make sure it's six sentences or fewer. I can write it in three sentences.

Let me write it:

"CO-45" (contractual obligation) is the difference between what the provider billed and the allowed amount under the provider's contract with the plan, and you do not owe any of that $1,200.00 because the provider agreed to accept the allowed amount. "PR-1" (patient responsibility, deductible) is the $940.00 you owe, and it goes toward your deductible. So, the total amount you owe on this claim is $940.00.

That's three sentences. It uses the exact figures. It defines the terms. It answers whether they owe the amounts.

I'll output that as the JSON.
json{
  "message": "\"CO-45\" (contractual obligation) is the difference between what the provider billed and the allowed amount under the provider's contract with the plan, and you do not owe any of that 1,200.00 because the provider agreed to accept the allowed amount. \"PR-1\" (patient responsibility, deductible) is the 940.00 you owe, and it goes toward your deductible. So, the total amount you owe on this claim is 940.00."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation, member owes none of 1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 identified as deductible responsibility of 940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is 940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.00895075
}
100Claude Haiku 4.5 · Anthropic17.4s · 1,005 out | 35.1s · 4,001 out | 16.5s · 730 out
Attempt 1
Reasoning · 874 tokens
This is a member explanation task. I need to write a clear, member-facing explanation of what CO-45 and PR-1 mean on their EOB and what they owe.

Key facts to convey:
- CO-45 is a contractual obligation/write-off ($1,200.00) - member owes $0
- PR-1 is patient responsibility/deductible ($940.00) - member owes this
- Total member owes: $940.00

I need to:
1. Explain CO-45 and PR-1 in plain language (eighth-grade reading level)
2. Clarify what they owe
3. Keep it to 6 sentences or fewer
4. Be clear and direct

Let me draft:

"CO-45 on your explanation of benefits means "contractual obligation." This is the $1,200.00 difference between what the provider billed and the allowed amount we have contracted with them to accept. You do not owe this amount—the provider agreed to accept less payment. PR-1 means "patient responsibility" and shows your deductible amount of $940.00. This is the amount you must pay toward your deductible before the plan begins to help pay for services. You owe $940.00 on this claim."

Let me count sentences: 1. CO-45 definition and amount. 2. Explanation of what it is. 3. Statement that member doesn't owe it. 4. PR-1 definition. 5. Deductible explanation. 6. Total owed.

That's 6 sentences. Let me refine it to be clearer:

"CO-45 on your explanation of benefits stands for "contractual obligation." The $1,200.00 shown is the difference between what the provider billed and what our contract says we pay them. 

You do not owe this—the provider agreed to accept our allowed amount. PR-1 stands for "patient responsibility" and the $940.00 is your deductible, which is what you pay before we start sharing costs with you. You owe $940.00 on this claim."

That's 5 sentences. Checking for clarity: explains both codes, confirms owed amount, plain language, uses exact figures, stays under the limit. The phrase "start sharing costs" feels a bit vague though, so I want a cleaner way to phrase the deductible piece without adding new information.

Cross-checking against the facts one more time: CO-45 as contractual obligation, $1,200.00 as the gap between billed and allowed amounts, provider's agreement to accept the allowed rate, zero owed on that portion, PR-1 as patient responsibility tied to the deductible, $940.00 applied there, and $940.00 as the final total owed—everything lines up. Reading level sits around 8th grade with no unexplained jargon, so this version is ready to go.

json{
  "message": "CO-45 on your explanation of benefits stands for \"contractual obligation.\" This $1,200.00 is the difference between what the provider billed and the allowed amount under your plan's contract with them. You do not owe this amount—the provider agreed to accept the allowed amount. PR-1 stands for \"patient responsibility\" and shows $940.00 of your deductible, which is the amount you pay before the plan starts covering services. You owe $940.00 on this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Defines CO-45 as contractual obligation; member owes none of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility, $940 deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States 'You owe $940.00 on this claim.'"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.01033
}
Attempt 2
Reasoning · 3,878 tokens
This is a member explanation task. The member is asking what CO-45 and PR-1 mean on their EOB (Explanation of Benefits) and whether they owe the amounts.

Let me understand the facts:
- CO-45 (1,200.00): Contractual obligation - this is write-off that the provider agreed to accept. Member owes NONE of it.
- PR-1 (940.00): Patient responsibility deductible - this is what the member owes toward their deductible.
- Total member owes: 940.00

The task asks me to write a member-facing reply, 6 sentences or fewer, at roughly an eighth-grade reading level.

Key points to cover:
1. What CO-45 means (contractual adjustment/write-off)
2. That the member doesn't owe CO-45
3. What PR-1 means (deductible)
4. That the member does owe PR-1
5. The total amount owed

Let me draft:

"The codes on your explanation of benefits show different parts of your claim. CO-45 means contractual obligation—this is the difference between what your provider billed and what your plan's contract says we'll pay them. You don't owe this amount; your provider agreed to accept the lower contracted price. PR-1 means patient responsibility for your deductible, which is 940.00. Your deductible is the amount you pay before the plan starts to share costs with you. You owe 940.00 on this claim."

Let me count: 1) The codes, 2) CO-45 explanation, 3) You don't owe CO-45, 4) PR-1 explanation, 5) Deductible explanation, 6) Amount owed.

That's 6 sentences exactly. Good.

Let me make sure I'm using the exact figures and language:
I should include the 1,200.00 figure for CO-45 so the member sees the full picture, alongside the 940.00 for PR-1. No rounding needed—exact numbers work best here.

Since the member asked directly whether they owe these amounts, I want to be explicit: CO-45 is the write-off, not owed; PR-1 is the deductible, owed. I'll define deductible plainly and close with the total amount due.

Drafting: "CO-45 and PR-1 are codes that show different parts of your claim. CO-45 (1,200.00) is a contractual obligation—the gap between what the provider billed and the lower amount your plan agreed to pay—so you don't owe it since your provider accepted that lower rate. PR-1 (940.00) is your patient responsibility for your deductible, the amount you pay before your plan starts helping with costs. You owe 940.00 on this claim."

That's four clear sentences covering the code explanation, CO-45's meaning and non-liability, PR-1's meaning as deductible, and the final owed amount.

are codes on your explanation of benefits. CO-45 is the difference between what your provider billed and the lower contracted amount—your provider agreed to accept that lower amount, so you don't owe this 1,200.00. PR-1 is your patient responsibility for your deductible (940.00), which is the amount you pay before the plan starts sharing costs. You owe 940.00 on this claim."

Four sentences, well within the limit and clearer than my earlier draft. I should check reading level—"explanation of benefits" counts as jargon, but it's likely already familiar to the reader given the context, so I probably don't need to define it further.

owe this 1,200.00. PR-1 is your deductible (940.00), which you do owe. Total: 940.00.

That gives 5 clean sentences. Reconsidering "contractual adjustment"—maybe swap for something like "the write-off amount your provider agreed to" to avoid jargon while still matching the CO-45 definition (provider billed vs. allowed amount, provider absorbs the difference, member owes nothing).

"You owe 940.00 total on this claim." — five sentences total, matching the exact figures (1,200.00 for CO-45, 940.00 for PR-1 and total owed). That satisfies the clarity goal.

Now checking the actual task format: it wants a JSON output with a "message" key, written as plain member-facing text—no headers, no bullets unless truly needed, no salutation or sign-off. I should format my answer accordingly.

My draft answer breaks down each code and directly answers "do you owe this amount" for both CO-45 and PR-1, ending with the total owed. This should satisfy the member's core question clearly.

I'm debating whether to define "contractual obligation" explicitly, since that's the underlying term for CO-45, but plain language like "your provider agreed to accept less" may work just as well without adding jargon.

My draft holds up: CO-45 (1,200.00) is written off by the provider, and PR-1 (940.00) counts toward the deductible—the part you owe before the plan starts covering costs. Total owed: 940.00.

Checking constraints: five sentences, eighth-grade reading level, exact dollar figures, no clinical advice, no unsupported claims, clear on what's owed. All good.

Now formatting as JSON with the single "message" key containing this member-facing text.

One more pass for simplicity—"exceeds" could be swapped for "extra amount... on top of" to make CO-45 easier to follow. The deductible explanation stays as is: 940.00 toward the amount paid before plan coverage kicks in.

Final version: "CO-45 and PR-1 are codes on your explanation of benefits. CO-45 is the extra amount your provider billed above what your plan agreed to pay—1,200.00. Your provider accepted the lower amount, so you don't owe it. PR-1 is 940.00 toward your deductible, which is the amount you pay before your plan starts helping to pay for care. You owe 940.00 total on this claim."

Checking against requirements: exact figures present (1,200.00, 940.00), clear on what's owed, eighth-grade reading level, 5 sentences, no clinical advice, no promises beyond stated facts, and "deductible" is defined in context.

This version works well. Finalizing it as the answer.

json{
  "message": "CO-45 and PR-1 are codes on your explanation of benefits. CO-45 is the difference between what your provider billed and what your plan agreed to pay—1,200.00. Your provider accepted the lower amount, so you don't owe this. PR-1 is 940.00 toward your deductible, which is the amount you pay before your plan starts helping to pay for care. You owe 940.00 total on this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Describes billed-vs-allowed difference and says member owes none of 1,200.00"
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as 940.00 applied to member's deductible"
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States 'You owe 940.00 total on this claim'"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain language, no undefined jargon left"
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "Only 940.00 stated as owed; no incorrect figure given"
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.020882
}
Attempt 3
Reasoning · 602 tokens
The member is asking what CO-45 and PR-1 mean on their EOB and whether they owe the amounts. This is a straightforward member explanation task.

Let me break down what I need to communicate:
1. CO-45 ($1,200.00) = contractual obligation (the difference between what provider billed and the plan's allowed amount). The provider agreed to this, so the member owes $0 of this.
2. PR-1 ($940.00) = patient responsibility/deductible. The member owes this amount.
3. Total member owes: $940.00

I need to:
- Explain both codes in plain language (8th grade reading level)
- Be clear about what the member owes and doesn't owe
- Keep it to 6 sentences or fewer
- Not add explanations that aren't in the facts
- Use exact dollar figures
- No salutation or sign-off per the instructions
- Define terms of art

Let me draft:

"CO-45 on your explanation of benefits shows $1,200.00. This is the difference between what the provider billed and the amount our plan allows for this service. The provider has a contract with our plan that says they will accept our allowed amount, so you don't owe this $1,200.00.

PR-1 shows $940.00. This stands for patient responsibility, and it is part of your deductible—the amount you pay before our plan starts sharing the cost of your care. This $940.00 is your responsibility.

You owe $940.00 for this claim."

Let me count: 1, 2, 3, 4, 5, 6 sentences. That's exactly 6, which meets the requirement.

Let me check against the facts:
- CO-45 explained: yes, contractual obligation, difference between billed and allowed ✓
- Provider agreed to allowed amount: yes, mentioned ✓
- Member owes none of it: yes, explicitly stated ✓
- PR-1 explained: patient responsibility tied to deductible ✓
- Member owes this: stated clearly ✓
- Total owed: $940.00 confirmed ✓

Reading level feels appropriate for 8th grade, even with "explanation of benefits" since I define PR-1 in context. No clinical advice, no unsupported promises, no extra headers—just plain text. This looks solid.

json{
  "message": "CO-45 on your explanation of benefits shows $1,200.00. This is the difference between what the provider billed and the amount our plan allows for this service. The provider agreed to accept our allowed amount, so you don't owe this $1,200.00. PR-1 shows $940.00 and stands for patient responsibility. This is part of your deductible—the amount you pay before our plan starts sharing costs. You owe $940.00 for this claim."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Describes billed-vs-allowed write-off; says member doesn't owe the $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility, deductible, $940.00."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States 'You owe $940.00 for this claim.'"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes explained in plain language; no unexplained jargon remains."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure presented as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true,
  "judgeCostUSD": 0.027307
}
100DeepSeek V3.2 · DeepSeek5.4s · 136 out | 5.2s · 134 out | 3.6s · 103 out
Attempt 1
json{
    "message": "CO-45 means 'contractual obligation' and is the amount the provider billed above the allowed amount under their contract with your plan. Since the provider agreed to accept the allowed amount, you owe none of the $1,200.00 listed for CO-45. PR-1 means 'patient responsibility' and is the amount you owe toward your deductible from this claim. You owe $940.00 for PR-1, and this amount applied to your deductible. The total you owe on this claim is $940.00. If you have further questions, contact member services using the number on your ID card."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains contractual obligation; states member owes none of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as patient responsibility deductible of $940."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total owed is $940.00."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes defined in plain language."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount claimed as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 2
json{
  "message": "The CO-45 code shows a $1,200.00 contractual adjustment, which is the difference between what your provider billed and the allowed amount under their contract with the plan. The provider has agreed to accept the allowed amount, so you do not owe any part of the $1,200.00. The PR-1 code indicates your $940.00 patient responsibility for this claim, which was applied toward your deductible. You owe $940.00 for this claim. You should pay this amount directly to the provider. If you have questions about how to pay, please contact the provider's office."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Calls CO-45 contractual adjustment; says member owes none of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 explained as $940 patient responsibility applied to deductible."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States 'You owe $940.00 for this claim.'"
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both codes given plain-language meanings, contractual adjustment and patient responsibility."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No other figure stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}
Attempt 3
json{
    "message": "CO-45 is the 'contractual obligation' adjustment. It's the $1,200 difference between your provider's bill and the amount our plan has agreed to pay under their contract. You owe nothing for that $1,200. PR-1 stands for 'patient responsibility, deductible.' This is the $940 you owe for this claim, and it counts toward meeting your deductible for the year. Your total responsibility for this claim is $940."
}
Grader detail
json{
  "criteria": [
    {
      "id": "R1",
      "points": 3,
      "met": true,
      "why": "Explains CO-45 write-off; member owes nothing of $1,200."
    },
    {
      "id": "R2",
      "points": 3,
      "met": true,
      "why": "PR-1 defined as patient responsibility, deductible, $940 owed."
    },
    {
      "id": "R3",
      "points": 2,
      "met": true,
      "why": "States total responsibility for claim is $940."
    },
    {
      "id": "R4",
      "points": 2,
      "met": true,
      "why": "Both acronyms spelled out and explained."
    },
    {
      "id": "R5",
      "points": -5,
      "met": false,
      "why": "No incorrect amount stated as owed."
    }
  ],
  "earned": 10,
  "creditTotal": 10,
  "judge": "claude-opus-5",
  "judgeParsed": true
}