Parityhealth-plan operations benchmark
Quality measure logic · QM-013 · core

Personal history of colorectal cancer

Record written for Parity against synthetic measure QM-CRC. A required exclusion that also happens to be numerator-compliant.

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

What the model was given

Item context, placed in the system position after the shared preamble
MEASURE QM-CRC — COLORECTAL CANCER SCREENING
Measurement year: 2026-01-01 through 2026-12-31.

ELIGIBLE POPULATION (denominator)
  Age: 46 through 75 years as of 2026-12-31.
  Continuous enrolment: the full measurement year with no more than one gap of up
    to 45 days.

NUMERATOR — any one of the following, by the look-back window measured back from
2026-12-31:
  N1. Faecal occult blood test or faecal immunochemical test during 2026.
  N2. Stool DNA test during 2026 or the two years prior (three-year window).
  N3. Flexible sigmoidoscopy during 2026 or the four years prior (five-year
      window).
  N4. CT colonography during 2026 or the four years prior (five-year window).
  N5. Colonoscopy during 2026 or the nine years prior (ten-year window).

REQUIRED EXCLUSIONS
  E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31.
  E2. Total colectomy any time on or before 2026-12-31.
  E3. Hospice at any time during the measurement year.
  E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness
      documented during the measurement year. Frailty alone does not exclude, and
      advanced illness alone does not exclude.
Prompt
MEMBER RECORD

MEMBER 40206. Date of birth 1960-12-14, so 66 years old on 2026-12-31.
Enrolment: 2026-01-01 through 2026-12-31, continuous.
History:
  2019-02-28  Diagnosis C18.7, sigmoid colon cancer. Resected.
  2025-11-06  Surveillance colonoscopy, complete.
No hospice.
Gold answer and grader
json{
  "kind": "fields",
  "fields": {
    "status": "excluded"
  }
}

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 · Anthropic6.6s · 92 out | 3.5s · 87 out | 7.3s · 85 out
Attempt 1
json{
  "status": "excluded",
  "reason": "E1 applies: colorectal cancer diagnosis C18.7 on 2019-02-28 is on or before 2026-12-31, so the member is excluded despite the 2025 colonoscopy."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status":"excluded","reason":"E1 met: colorectal cancer diagnosis C18.7 on 2019-02-28, on or before 2026-12-31, removes member from denominator despite 2025-11-06 colonoscopy."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status": "excluded", "reason": "E1: colorectal cancer diagnosis C18.7 on 2019-02-28, on or before 2026-12-31, excludes the member despite the 2025-11-06 colonoscopy."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.7 Flash · Google4.0s · 371 out | 3.5s · 462 out | 4.4s · 353 out
Attempt 1
Reasoning · 316 tokens
**Analyzing Member Data**

My focus has been on validating eligibility. The member's date of birth confirms they fall within the target age range. Their continuous enrolment and met denominator are also positive indicators. I'm now meticulously reviewing exclusion criteria, specifically checking for any colorectal cancer diagnoses prior to 2026.

json{
  "status": "excluded",
  "reason": "The member is excluded due to a history of sigmoid colon cancer (C18.7) diagnosed on 2019-02-28."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 407 tokens
**Reviewing Patient Eligibility**

I'm currently assessing a member's record against specific criteria. Their age and continuous enrollment period are within the defined parameters. I'm also scrutinizing their medical history for any exclusions related to colorectal cancer, specifically a past diagnosis of sigmoid colon cancer.

json{
  "status": "excluded",
  "reason": "Member has a diagnosis of colorectal cancer (C18.7) on 2019-02-28, meeting exclusion criterion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 297 tokens
**Evaluating Member 40206**

I've confirmed Member 40206's eligibility for the QM-CRC measure for measurement year 2026. They meet the age requirement, being 66 years old by the end of 2026, and also satisfy the continuous enrollment criteria.

json{
  "status": "excluded",
  "reason": "Member has a documented history of colorectal cancer (C18.7) on 2019-02-28, meeting exclusion criterion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.5 · OpenAI2.8s · 107 out | 2.8s · 115 out | 2.6s · 108 out
Attempt 1
Reasoning · 62 tokens
**Processing exclusions**

I need to provide a JSON format response that only includes status and reason. I'm measuring CRC and not FUM, which simplifies things a bit. The user is 66 years old and continuously eligible. However, there's an exclusion regarding colorectal cancer that impacts eligibility, particularly if it occurs before 2026. Even considering the recent colonoscopy in 2025, exclusions come first, so I'll ensure to keep the reason concise—under 30 words.
json{
  "status": "excluded",
  "reason": "Diagnosis C18.7 colorectal cancer on 2019-02-28 meets required exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 65 tokens
**Interpreting eligibility criteria**

I need to provide JSON keys for status and reason, but it seems I can't measure CRC against FUM since the keys aren't met. The member is 66 and eligible, but there's an exclusion for colorectal cancer that happened before age 66. There's also an exclusion in the numerator due to having a colonoscopy within the last ten years. My reason needs to be very specific and under 30 words, which might be challenging!
json{
  "status": "excluded",
  "reason": "Excluded for colorectal cancer diagnosis C18.7 on 2019-02-28 before 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "excluded",
  "reason": "Excluded for colorectal cancer diagnosis C18.7 on 2019-02-28."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Sol · OpenAI1.3s · 45 out | 1.3s · 45 out | 1.3s · 45 out
Attempt 1
json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets required exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets required exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets required exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.6 · xAI7.4s · 399 out | 14.5s · 415 out | 4.5s · 252 out
Attempt 1
Reasoning · 362 tokens
The member is 66 years old on 2026-12-31. Date of birth 1960-12-14, so on 2026-12-31 they would be 66 years old. Yes.
json{"status": "excluded", "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets required exclusion E1."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 379 tokens
The task is about quality measure logic for colorectal cancer screening, QM-CRC.
json{"status":"excluded","reason":"Colorectal cancer diagnosis C18.7 on 2019-02-28 meets required exclusion E1."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 215 tokens
The member is 66 years old on 2026-12-31. Age requirement is 46 through 75, so they meet age.
json{"status": "excluded", "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets required exclusion E1."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.5 · xAI3.8s · 203 out | 3.3s · 186 out | 3.7s · 174 out
Attempt 1
Reasoning · 161 tokens
The member is 66 years old as of 2026-12-31 (DOB 1960-12-14).
json{
  "status": "excluded",
  "reason": "E1 exclusion met by C18.7 sigmoid colon cancer diagnosis on 2019-02-28."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 149 tokens
The member is 66 years old as of 2026-12-31 (born 1960-12-14).
json{"status": "excluded", "reason": "E1 exclusion met by C18.7 sigmoid colon cancer diagnosis on 2019-02-28."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 137 tokens
The member is 66 years old on 2026-12-31 (DOB 1960-12-14). Age requirement is 46-75, so they're in age range.
json{"status": "excluded", "reason": "E1 exclusion met due to C18.7 colorectal cancer diagnosis on 2019-02-28."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.1 Pro · Google9.5s · 896 out | 10.6s · 926 out | 6.9s · 582 out
Attempt 1
Reasoning · 848 tokens
**My Thought Process for Evaluating Member Against QM-CRC Measure**

Okay, my primary objective here is to assess this specific member against the QM-CRC measure for the 2026 measurement year. I need to determine their status: compliant, non-compliant, excluded, or not eligible, and provide a concise reason.

First, I'll check their eligibility for the denominator. The measure specifies an age range of 46 through 75 years as of December 31, 2026. This member is 66 years old on that date, so they fall squarely within that age bracket. Crucially, they were continuously enrolled for the *entire* measurement year. This means they satisfy the denominator criteria.

Now, before I even look at numerator criteria, I *must* evaluate any required exclusions. This is a critical rule: exclusions take precedence. A member meeting an exclusion is *always* considered "excluded," regardless of whether they also meet numerator requirements.

The relevant exclusion here is E1: any diagnosis of colorectal cancer (codes C18-C21) at any point on or before December 31, 2026. I see the member has a diagnosis of C18.7, sigmoid colon cancer, recorded on February 28, 2019. This date is well before the end of the 2026 measurement year. Therefore, this member *meets* exclusion E1.

Because the member meets exclusion E1, they are immediately classified as "excluded." It doesn't matter that they might have met a numerator criterion (like having a colonoscopy within the last 10 years, which I noted was a potential numerator requirement for 2025, but I don't need to confirm this since they're excluded).

So, my `status` will be "excluded."

Now for the `reason`. This needs to be a single sentence, under 30 words, clearly stating *why* they are excluded, mentioning the specific criterion or date that sealed the decision. The key here is the colorectal cancer diagnosis and its timing. The diagnosis code C18.7 on 2019-02-28 is the decisive factor, as it meets exclusion E1.

I'll phrase it as: "The member is excluded due to a diagnosis of colorectal cancer on 2019-02-28, which meets exclusion E1." This is concise (17 words) and directly addresses the cause of exclusion.

Finally, I need to ensure I'm only providing the required keys. The instructions state that only `status` and `reason` are needed for this specific measure (QM-CRC), and *not* the QM-FUM-specific keys like `met_7_day` or `met_30_day`. So, I'll stick to just those two.

My final output will be:
```json
{
  "status": "excluded",
  "reason": "The member is excluded due to a diagnosis of colorectal cancer on 2019-02-28, which meets exclusion E1."
}
```

json{
  "status": "excluded",
  "reason": "The member is excluded because the colorectal cancer diagnosis on 2019-02-28 meets exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 870 tokens
**My Thought Process on Member Eligibility for QM-CRC**

Alright, let's break down this member's eligibility for the QM-CRC measure for the 2026 measurement year. My primary goal here is to determine their final status – whether they're compliant, excluded, or not eligible for other reasons.

First off, I've confirmed the **measurement year is 2026**. The member's age as of December 31, 2026, is **66 years old**. This falls squarely within the required age range of 46-75, so they meet that initial criterion. I've also verified their **continuous enrollment from January 1, 2026, through December 31, 2026**, which is also a necessary condition.

Now, the critical step: **checking exclusions**. This is always done before looking at numerator compliance. The first exclusion I need to consider is E1: "Colorectal cancer (C18-C21) any time on or before 2026-12-31."

Looking at the member's record, I see a **diagnosis of C18.7, sigmoid colon cancer, on February 28, 2019**. Since C18.7 is a subcategory within the ICD-10 range C18-C21, and the diagnosis date (2019-02-28) is well before the end of the measurement year (2026-12-31), this member **definitely meets exclusion E1**.

This is a decisive point. The rule is clear: **if a member meets an exclusion, they are excluded, regardless of whether they also meet the numerator criteria.** In this case, I see a note about a surveillance colonoscopy in 2025, but that's irrelevant now that the exclusion is confirmed.

So, the **status is "excluded"**.

For the **reason**, I need to be concise and accurate, fitting within the specified constraints. I'm aiming for a clear explanation that references the specific exclusion and the relevant diagnosis.

I considered a few options for the reason:
*   "Member is excluded due to a diagnosis of sigmoid colon cancer (C18.7) on 2019-02-28, meeting the colorectal cancer exclusion E1." (15 words) - This is good and specific.
*   "Member meets exclusion E1 due to a diagnosis of colorectal cancer (C18.7) prior to the end of the measurement year." (20 words) - This is also good, slightly more general but still accurate.

I'll stick with the slightly more specific one, as it includes the exact diagnosis code and date, which is often helpful for clarity and auditability. My final formulated reason is: **"Member meets exclusion E1 due to a diagnosis of sigmoid colon cancer (C18.7) on 2019-02-28."** This is 15 words, well under the 30-word limit and a single sentence.

Finally, I've double-checked the required JSON keys. The prompt specifies that "Items drawn from measure QM-FUM require two further keys: met_7_day, met_30_day." Since this task is for **MEASURE QM-CRC**, I correctly understand that only the "status" and "reason" keys are needed.

Therefore, the final output will be:

```json
{
  "status": "excluded",
  "reason": "Member meets exclusion E1 due to a diagnosis of sigmoid colon cancer (C18.7) on 2019-02-28."
}
```

My thought process confirms the member's exclusion based on the defined criteria, prioritizing exclusions over numerator compliance, and adhering to the output format and constraints.

json{
  "status": "excluded",
  "reason": "Member meets exclusion E1 due to a history of sigmoid colon cancer (C18.7) diagnosed on 2019-02-28."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 524 tokens
**My Thought Process for Evaluating MEMBER 40206 against QM-CRC for 2026**

Alright, my primary objective here is to determine the screening status of MEMBER 40206 for the Colorectal Cancer Screening measure (QM-CRC) for the 2026 measurement year. I'll break this down systematically.

First, I need to establish if the member is even eligible for the measure in the first place, which means looking at the denominator criteria. The member needs to be 66 years old by the end of 2026, which they are, given their birthdate. They also need to have been continuously enrolled throughout 2026, and the information confirms this. So, they're in the eligible population.

Now, the critical part: exclusions. These take precedence over any numerator compliance. I'm looking for any indication of colorectal cancer (specifically ICD-10 codes C18-C21) occurring at any point up to December 31, 2026. My review of the member's history flags a diagnosis of sigmoid colon cancer (C18.7) back in February 2019, which was subsequently resected. This clearly meets Exclusion E1.

Since an exclusion has been met, the member is immediately disqualified from being considered compliant, regardless of any screening activities they may have had. Even if they had a colonoscopy in 2025, the rule is explicit: a member meeting both an exclusion and the numerator is "excluded," not "compliant."

Therefore, the member's status is definitively "excluded."

The reason for exclusion must be precise and adhere to specific constraints – a single sentence, under 30 words, identifying the decisive criterion. I've formulated the reason as: "The member is excluded due to a colorectal cancer diagnosis (C18.7) on 2019-02-28 meeting exclusion E1." This is concise, names the specific diagnosis and date, and links it directly to the relevant exclusion criterion (E1).

Finally, I've confirmed that for this specific measure (QM-CRC) and context, the required JSON keys are indeed just "status" and "reason," with no additional keys needed. The final output will reflect this.

json{
  "status": "excluded",
  "reason": "The member is excluded due to a colorectal cancer diagnosis (C18.7) on 2019-02-28, which meets exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 5 · Anthropic2.2s · 104 out | 2.1s · 104 out | 1009.9s · 103 out
Attempt 1
json{"status":"excluded","reason":"Exclusion E1: colorectal cancer diagnosis C18.7 on 2019-02-28, prior to 2026-12-31, removes member from denominator."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status":"excluded","reason":"Exclusion E1: colorectal cancer diagnosis C18.7 on 2019-02-28, prior to 2026-12-31, removes member from denominator."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status":"excluded","reason":"Exclusion E1: colorectal cancer diagnosis C18.7 documented 2019-02-28, before 2026-12-31."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3 Flash · Google15.6s · 1,866 out | 15.2s · 2,076 out | 12.4s · 1,278 out
Attempt 1
Reasoning · 1,804 tokens
**My Thought Process for Member 40206 and the QM-CRC Measure**

Alright, let's break down how I arrived at the status for Member 40206 regarding the Colorectal Cancer Screening (QM-CRC) measure. My primary goal is to accurately determine if this member is compliant or excluded for the 2026 measurement year, adhering to all the specified criteria.

First, I need to understand the core requirements of the QM-CRC measure. It's for colorectal cancer screening, and it defines an eligible population and specific criteria for compliance, as well as explicit exclusions.

The measurement period is clearly defined: **January 1, 2026, to December 31, 2026**.

For the **Denominator (Eligible Population)**, I'm looking for individuals who meet two conditions by the end of the measurement year (2026-12-31):
1.  **Age**: They must be between 46 and 75 years old.
2.  **Continuous Enrolment**: They need to have been continuously enrolled for the entire measurement year, with a maximum of one gap of 45 days.

Then, for the **Numerator Criteria**, there are several ways a member can be considered compliant, representing different screening modalities within specific timeframes:
*   N1: FOBT/FIT performed in 2026.
*   N2: Stool DNA test within a 3-year window (2024-2026).
*   N3: Flexible sigmoidoscopy within a 5-year window (2022-2026).
*   N4: CT colonography within a 5-year window (2022-2026).
*   N5: Colonoscopy within a 10-year window (2017-2026).

Crucially, I must also consider the **Exclusions (E1-E4)**. These are conditions that *prevent* a member from being considered compliant, even if they might otherwise meet numerator criteria. The logic here is that once certain conditions are met (like having cancer or undergoing a full colectomy), the focus shifts from screening to treatment or surveillance.
*   E1: Diagnosis of colorectal cancer (ICD codes C18-C21) at any point up to December 31, 2026.
*   E2: History of total colectomy at any point up to December 31, 2026.
*   E3: Hospice care during the measurement year.
*   E4: Being 66 or older AND having both frailty and advanced illness during the measurement year.

Now, I'll apply these rules to **Member 40206**.

First, let's assess eligibility for the denominator.
*   **Member's DOB**: 1960-12-14.
*   **Age as of 2026-12-31**: This means I calculate their age as of that date. 2026 - 1960 = 66. Since their birthday (December 14th) falls before December 31st in 2026, they are indeed 66 years old. This age (66) falls within the 46-75 age range required for the denominator. So, **eligible based on age**.
*   **Enrolment**: The record shows enrolment from 2026-01-01 through 2026-12-31, which is continuous for the full measurement year. So, **eligible based on enrolment**.

Since both age and enrolment criteria are met, Member 40206 is in the eligible population for the denominator.

Next, and this is critical, I must evaluate the **Exclusions** before looking at the numerator.
*   **E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31.** The member's record indicates a diagnosis of **C18.7 (sigmoid colon cancer)** on **2019-02-28**. The ICD code C18.7 falls squarely within the specified range C18-C21. The diagnosis date (2019-02-28) is well before the end of the measurement year (2026-12-31). Therefore, **Member 40206 meets Exclusion E1.**

Since an exclusion criterion is met, I don't need to evaluate the numerator criteria (N1-N5). The instruction is clear: "A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'." This means that even if this member had a colonoscopy in 2025 (which would satisfy N5), they are still excluded due to their prior cancer diagnosis.

Let's briefly check the other exclusions just to be thorough, though meeting E1 is sufficient:
*   **E2: Total colectomy?** No information is provided, so I cannot confirm this.
*   **E3: Hospice?** The input explicitly states "No hospice."
*   **E4: Age 66+ AND frailty AND advanced illness?** The member is 66, but no record of frailty or advanced illness in 2026 is provided.

So, the definitive reason for exclusion is E1.

Therefore, my conclusion is:
*   **Status**: "excluded"
*   **Reason**: I need to provide a concise explanation for the exclusion. The most accurate and direct reason is their prior diagnosis of colorectal cancer. I will formulate this as a single sentence, aiming for clarity and adhering to any potential length constraints. The provided text suggests a format like "The member has a history of colorectal cancer (C18.7) diagnosed on 2019-02-28, which meets exclusion criterion E1." I've double-checked that C18.7 is indeed part of C18-C21. The number of words is 20, which is well within reasonable limits. I will use a very direct phrasing.

After a final review, including ensuring the ICD code range is correctly interpreted and the date logic for age is sound, and confirming that this is not a QM-FUM measure (so specific keys like `met_7_day` are not required), I am confident in my determination.

My final output structure will be:
*   "status": "excluded"
*   "reason": "The member is excluded because they have a history of colorectal cancer (C18.7) diagnosed on 2019-02-28." (18 words)

json{
  "status": "excluded",
  "reason": "The member is excluded because they have a history of colorectal cancer (C18.7) diagnosed on 2019-02-28, which meets exclusion criterion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 2,017 tokens
**My Thought Process for Evaluating Member 40206 for QM-CRC**

Alright, let's break down this member's status for the QM-CRC measure. I'm looking at member ID 40206, with a DOB of 1960-12-14. The measurement year is 2026.

First, I need to confirm eligibility for the denominator. The age requirement is 46 through 75 as of 2026-12-31. This member will be 66 on that date, so they fit the age criteria. They also have continuous enrollment for the full measurement year, so that's another check for the denominator.

Now, the crucial part: exclusions. I need to go through each exclusion criterion and see if this member meets any.

*   **Exclusion E1:** Colorectal cancer (codes C18-C21) any time on or before 2026-12-31. I see a diagnosis record from 2019-02-28: C18.7, which is sigmoid colon cancer. This code falls squarely within the C18-C21 range, and the date is well before the end of the measurement year. So, yes, this member meets exclusion E1.

Because exclusions are evaluated *before* the numerator, the fact that this member meets an exclusion means their status is "excluded," regardless of any services they might have received. The rule is explicit: a member meeting an exclusion is "excluded," not "compliant," even if they would otherwise meet the numerator criteria.

I need to provide a "status" and a "reason." My status is clearly "excluded." For the reason, it needs to be a concise, single sentence under 30 words, specifically stating the criterion or date that led to the exclusion.

I've identified that the diagnosis of colorectal cancer on 2019-02-28, satisfying exclusion E1, is the definitive factor. So, I'll craft a reason statement around that.

Let's refine the reason: "The member is excluded because they had a history of colorectal cancer (C18.7) on 2019-02-28." That's 15 words, a single sentence, and clearly states the deciding factor.

I've double-checked the ICD-10 code C18.7 falls within the C18-C21 range. I've also confirmed the date is prior to the end of the measurement year. The age and enrollment checks confirm they were eligible for the denominator *before* considering exclusions.

Finally, I'm aware that this is for QM-CRC, not QM-FUM, so I don't need to include the `met_7_day` or `met_30_day` keys.

Therefore, my final output will be:
```json
{
  "status": "excluded",
  "reason": "The member is excluded because they had a history of colorectal cancer (C18.7) on 2019-02-28."
}
```

json{
  "status": "excluded",
  "reason": "The member is excluded because they had a history of colorectal cancer (C18.7) on 2019-02-28, satisfying exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,219 tokens
**My Thought Process on Member 40206 for QM-CRC**

Alright, let's break down my assessment of Member 40206 for the Colorectal Cancer Screening (QM-CRC) measure. My primary objective here is to determine if this member qualifies as "compliant" or if they are "excluded" from the measure's population for the 2026 measurement year.

First, I need to establish the core parameters of the measure itself for the 2026 performance period. The measurement year is clearly defined as January 1, 2026, through December 31, 2026.

Next, I'll focus on the **eligible population**, which forms the denominator. To be included, a member must be between 46 and 75 years old as of December 31, 2026. Additionally, they must have been continuously enrolled for the entire measurement year, with the allowance of a single gap not exceeding 45 days.

Now, let's look at the **numerator**, which defines what constitutes compliance. A member is considered compliant if they have undergone one of the following screenings within specific timeframes:
*   FOBT/FIT in 2026 (N1)
*   sDNA test between 2024 and 2026 (N2)
*   Flexible sigmoidoscopy between 2022 and 2026 (N3)
*   CT colonography between 2022 and 2026 (N4)
*   Colonoscopy between 2017 and 2026 (N5)

Crucially, before I even consider the numerator, I must thoroughly evaluate the **exclusions**. These are critical to ensure I'm measuring the right population for the *intended* purpose of the measure. The exclusions are:
*   E1: Diagnosis of colorectal cancer (codes C18-C21) at any point on or before December 31, 2026.
*   E2: Undergone a total colectomy at any point on or before December 31, 2026.
*   E3: Received hospice care at any point during 2026.
*   E4: Members aged 66 and older who also experienced frailty and advanced illness during 2026.

Now, I'll apply these criteria to Member 40206.

**Member 40206 Specifics:**
*   Date of Birth: December 14, 1960.
*   Enrollment: January 1, 2026, through December 31, 2026. This is continuous for the full measurement year.
*   Historical Data:
    *   February 28, 2019: Diagnosis of C18.7 (sigmoid colon cancer).
    *   November 6, 2025: Colonoscopy.

**Evaluating Eligibility for the Denominator:**
1.  **Age:** As of December 31, 2026, the member will be 66 years old (1960 to 2026 is 66 years). This falls squarely within the 46-75 age range.
2.  **Continuous Enrollment:** The member was enrolled from January 1, 2026, to December 31, 2026, meeting the continuous enrollment requirement.

Therefore, Member 40206 *is* part of the eligible population (denominator).

**Evaluating Exclusions:**
Now, the critical step – checking the exclusions. I'll go through them systematically.

*   **E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31.**
    *   I see the member has a documented diagnosis of C18.7 (sigmoid colon cancer) on February 28, 2019.
    *   I confirm that C18.7 is indeed a type of colorectal cancer and falls within the C18-C21 range.
    *   The date of diagnosis (2019-02-28) is well before the cutoff date of 2026-12-31.
    *   This exclusion criterion is met.

*   **E2: Total colectomy.** No history of a total colectomy is noted for this member.

*   **E3: Hospice.** No history of hospice care during 2026 is noted.

*   **E4: Age 66+ AND (frailty + advanced illness).** The member is 66 years old. However, there is no information provided regarding "frailty" or "advanced illness." Since this exclusion requires *both* conditions to be present, and I don't have data for them, I cannot apply this exclusion based on the available information.

**Conclusion on Exclusion:**
The member unequivocally meets exclusion E1 due to their history of colorectal cancer. As per standard measure logic, exclusions are evaluated *before* numerator compliance. This means that even though the member had a colonoscopy in 2025 (which would satisfy numerator criterion N5), their prior diagnosis of colorectal cancer makes them ineligible for compliant status.

**Final Status and Reason Generation:**
Based on my analysis, the member's status is "excluded." The reason needs to be concise and clearly state the basis for exclusion.

I'll re-verify the code: C18.7 is a malignant neoplasm of the sigmoid colon, which is covered under the broader C18 category and thus C18-C21. The date is also confirmed.

The required JSON keys are "status" and "reason." The reason string needs to be under 30 words and a single sentence.

My refined thought process confirms the initial assessment:
*   The member is 66 and continuously enrolled, so they are in the denominator.
*   Exclusion E1 is met because they have a history of colorectal cancer (C18.7) diagnosed on 2019-02-28, which is prior to 2026-12-31.
*   This exclusion takes precedence over any potential numerator compliance.

Therefore, the final output should reflect an "excluded" status with a clear, brief reason.

Final output should be:
status: "excluded"
reason: "The member is excluded due to a diagnosis of colorectal cancer (C18.7) on 2019-02-28." (15 words)

json{
  "status": "excluded",
  "reason": "The member is excluded due to a diagnosis of colorectal cancer (C18.7) on 2019-02-28, satisfying exclusion criterion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K3 · Moonshot10.7s · 190 out | 9.9s · 196 out | 9.0s · 213 out
Attempt 1
Reasoning · 107 tokens
Member 40206. DOB 1960-12-14, age 66 on 2026-12-31 — within 46-75, eligible. Enrolment continuous full year. Exclusions: E1 — colorectal cancer C18.7 diagnosed 2019-02-28, on or before 2026-12-31. Excluded. Even though colonoscopy 2025-11-06 meets numerator N5, exclusion takes precedence → "excluded".
json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets exclusion E1 (colorectal cancer any time on or before 2026-12-31), removing member from the denominator despite the 2025 colonoscopy."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 117 tokens
Member 40206, DOB 1960-12-14, age 66 on 2026-12-31. Enrolled full year. History: C18.7 colorectal cancer diagnosis 2019-02-28 — exclusion E1 applies (colorectal cancer any time on or before 2026-12-31). Exclusions evaluated before numerator, so even though colonoscopy 2025-11-06 meets N5, status is "excluded".

Reason: under 30 words, naming criterion/date.
json{
  "status": "excluded",
  "reason": "Exclusion E1: colorectal cancer diagnosis C18.7 on 2019-02-28, on or before 2026-12-31, removes member from denominator despite 2025-11-06 colonoscopy."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 141 tokens
Member 40206, DOB 1960-12-14, age 66 on 2026-12-31. Eligible: age 46-75, continuous enrolment. Exclusions: E1 colorectal cancer C18-C21 any time on or before 2026-12-31 — C18.7 on 2019-02-28. Excluded, even though colonoscopy 2025-11-06 would meet N5.

Status: excluded. Reason: prior colorectal cancer diagnosis C18.7 on 2019-02-28 meets exclusion E1.

Not QM-FUM, so only status and reason.
json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets required exclusion E1, removing the member from the denominator despite the 2025 colonoscopy."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 2.5 Pro · Google14.7s · 1,258 out | 14.6s · 1,228 out | 14.5s · 1,175 out
Attempt 1
Reasoning · 1,210 tokens
Okay, so I need to evaluate Member 40206 against the QM-CRC quality measure for the 2026 measurement year and provide the output in a JSON format with "status" and "reason".

First, I'll break down the QM-CRC measure itself. The measurement year is January 1, 2026, through December 31, 2026. For a member to be considered eligible for the denominator, they need to be between 46 and 75 years old as of the end of the measurement year (2026-12-31) and have continuous enrollment throughout that entire year, with at most one gap of 45 days or less. To meet the numerator (meaning they are compliant), they must have had one of several specific colorectal cancer screenings within defined look-back periods ending on 2026-12-31. These include FOBT/FIT in 2026, Stool DNA in 2024-2026, flexible sigmoidoscopy in 2022-2026, CT colonography in 2022-2026, or colonoscopy in 2017-2026.

Now, I need to consider the exclusions. These are critical because even if a member meets the numerator, they can still be excluded. Exclusions apply if the member has a diagnosis of colorectal cancer (codes C18-C21) anytime on or before 2026-12-31, has had a total colectomy on or before 2026-12-31, is in hospice during the measurement year, or if they are 66 or older as of 2026-12-31 *and* have documented frailty and advanced illness in the measurement year.

Next, I'll look at the specific data for Member 40206.
Their date of birth is 1960-12-14. This means as of 2026-12-31, they will be exactly 66 years old (2026 - 1960 = 66). This age is within the 46-75 range specified for the denominator.
Their enrollment record shows they were continuously enrolled from 2026-01-01 to 2026-12-31, which meets the continuous enrollment requirement for the denominator. So, the member is definitely in the denominator.

Now for the crucial part: the member's history.
The member has a diagnosis of C18.7 (sigmoid colon cancer) recorded on 2019-02-28. This is significant.
They also had a surveillance colonoscopy on 2025-11-06, which was complete.
There's no record of hospice care.
Regarding exclusion E4, the member is 66, but there's no information provided about frailty or advanced illness.

So, I'll apply the measure logic step-by-step:
1.  **Denominator Eligibility:** As established, the member is 66 (within 46-75) and has continuous enrollment for 2026. They are in the denominator.
2.  **Exclusions:** I *must* check exclusions before the numerator.
    *   **E1 (Colorectal cancer):** The member has a diagnosis of C18.7 on 2019-02-28. The exclusion states "Colorectal cancer (C18-C21) any time on or before 2026-12-31". Their diagnosis code C18.7 is within the C18-C21 range, and the date 2019-02-28 is well before 2026-12-31. Therefore, they meet exclusion E1.
    *   **E2 (Total colectomy):** No information about this.
    *   **E3 (Hospice):** No hospice.
    *   **E4 (Age/Frailty/Advanced Illness):** While the member is 66, the frailty/advanced illness criteria aren't met or documented.

Because the member meets exclusion E1 (historical colorectal cancer diagnosis), they are automatically excluded from meeting the quality measure, regardless of whether they met any numerator criteria. The rule is that if a member meets an exclusion, they are "excluded," not "compliant." I don't need to evaluate their screening history for the numerator at all.

Therefore, the final status for Member 40206 is "excluded." The reason is directly tied to the exclusion that applied.

The JSON output should reflect this:
Status: `excluded`
Reason: "The member is excluded due to a historical diagnosis of colorectal cancer (C18.7) on 2019-02-28." This reason is precise, includes the diagnosis code and date, and clearly explains why the member is not considered compliant for the measure.

```json
{
  "status": "excluded",
  "reason": "The member is excluded due to a historical diagnosis of colorectal cancer (C18.7) on 2019-02-28."
}
```
json{
  "status": "excluded",
  "reason": "The member is excluded due to a historical diagnosis of colorectal cancer (C18.7), which meets exclusion criterion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,187 tokens
Here's a summary of my thought process as I evaluated member 40206 against the QM-CRC quality measure:

My primary task is to determine this member's status relative to the QM-CRC colorectal cancer screening quality measure for the 2026 measurement year. This means I need to assign a status of either `compliant`, `non_compliant`, `excluded`, or `not_eligible`, and provide a clear `reason` for that determination.

To do this, I first need to thoroughly understand both the measure's specifications and the details of the member's record.

Let's break down the **Measure: QM-CRC - Colorectal Cancer Screening**:
The measurement year is clearly defined: January 1, 2026, through December 31, 2026.

Now, let's look at **Member Record: 40206**:
*   **Date of Birth:** December 14, 1960. This is crucial for age calculation.
*   **Age on 2026-12-31:** Calculating this, the member will be 66 years old.
*   **Enrolment:** The member was continuously enrolled from January 1, 2026, to December 31, 2026. This covers the entire measurement year without any significant gaps.
*   **History:** This section contains vital clinical information:
    *   February 28, 2019: A diagnosis of C18.7 (sigmoid colon cancer) was recorded, and it was noted as "Resected."
    *   November 6, 2025: A surveillance colonoscopy was performed, and it was noted as "complete."
*   **Hospice:** The record explicitly states "No hospice."

With the measure and member details in hand, I'll follow a logical evaluation sequence:

**Step 1: Check for Eligibility (Denominator)**
This is where I determine if the member is even part of the population the measure is intended to assess.

1.  **Age Criterion:** The measure requires members to be between 46 and 75 years old as of December 31, 2026. My calculation shows this member will be 66 on that date. This falls squarely within the 46-75 range, so they meet the age requirement.
2.  **Continuous Enrolment Criterion:** The measure necessitates continuous enrolment throughout the entire measurement year, with a very small allowance for gaps (up to 45 days). This member's enrolment is from January 1, 2026, to December 31, 2026, which is continuous. Therefore, they meet the enrolment requirement.

Since the member satisfies both age and enrolment criteria, they are considered part of the denominator. This means the status will *not* be `not_eligible`.

**Step 2: Check for Required Exclusions**
Exclusions are critical because they remove members from the denominator *before* assessing if they met the numerator (i.e., performed the screening).

*   **Exclusion E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31.**
    *   I see a diagnosis of C18.7 (sigmoid colon cancer) on February 28, 2019. The ICD-10 code C18 falls within the specified C18-C21 range. The diagnosis date (2019) is well before the end of the measurement year (2026-12-31).
    *   Therefore, this member *definitively meets* Exclusion E1.

*   **Exclusion E2: Total colectomy any time on or before 2026-12-31.**
    *   The record mentions "Resected" for the cancer, but it doesn't specify a *total* colectomy. However, since E1 is already met, this particular exclusion's specifics become less critical for the final outcome in this case.

*   **Exclusion E3: Hospice at any time during the measurement year.**
    *   The record clearly states "No hospice." This exclusion does not apply.

*   **Exclusion E4: Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year.**
    *   The member is 66, so the age part is met. However, there is *no documentation* of frailty or advanced illness in their record for the measurement year. This exclusion does not apply.

Because the member meets Exclusion E1 (history of colorectal cancer), their status is immediately determined.

**Step 3: Determine Final Status and Reason**
The presence of a met exclusion overrides any potential numerator compliance. The rule is clear: a member who meets an exclusion and the numerator is still categorized as `excluded`.

*   The member meets Exclusion E1 due to their history of colorectal cancer.
*   This means their status is `excluded`.
*   The reason for this exclusion is precisely that history of colorectal cancer.

Let me quickly re-verify:
*   Age (66) is within the [46, 75] range. Correct.
*   Enrolment is continuous for the full year. Correct.
*   So, they are in the denominator.
*   Exclusion E1 is for "Colorectal cancer (C18-C21) any time on or before 2026-12-31." The member has C18.7 (within C18-C21) on 2019-02-28, which is before the end of the measurement year. This exclusion is definitely met.
*   Therefore, the status *must* be `excluded`.
*   The reason needs to be concise and point to this specific exclusion. "The member has a history of colorectal cancer, which is a required exclusion." seems appropriate.

Based on this detailed evaluation, I'm confident in the following determination:

```json
{
  "status": "excluded",
  "reason": "The member is excluded due to a history of colorectal cancer from 2019, which meets an exclusion criterion."
}
```
json{
  "status": "excluded",
  "reason": "The member is excluded due to a history of colorectal cancer, which meets a required exclusion criterion."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,128 tokens
Okay, so I've been tasked with evaluating member 40206 against the QM-CRC quality measure for the 2026 measurement year. My thought process went something like this:

First, I needed to get a clear picture of the member's situation. I looked at their basic demographics and enrolment. They were born in December 1960, which means by the end of 2026 (December 31st, 2026), they'll be exactly 66 years old. Crucially, their enrolment for 2026 is continuous from January 1st all the way through December 31st. That's a solid block of coverage.

Then, I dove into their clinical history. The key piece here is a diagnosis of C18.7, which is sigmoid colon cancer, dating back to February 2019. They also had a surveillance colonoscopy in November 2025, which was noted as complete. Hospice isn't a factor, and there's no mention of frailty or advanced illness, at least not explicitly.

Now, the core of the task is to see if this member fits the definition of the *eligible population* for the QM-CRC measure. The measure specifies ages 46 through 75 on December 31st, 2026. Since this member will be 66, they fall squarely within that age range. Their continuous enrolment for the entire measurement year also satisfies that requirement. So, on the surface, they're in the denominator.

However, the real work comes with the exclusions. Quality measures often have specific criteria to remove members who, even if technically eligible, aren't the target of the measure.

The first exclusion I checked was E1: a diagnosis of colorectal cancer (C18-C21) anytime on or before December 31st, 2026. This is where it gets decisive for this member. They have that C18.7 diagnosis from 2019. Since 2019 is well before the end of 2026, they **absolutely meet exclusion E1**.

I also quickly scanned the other exclusions for completeness, even though E1 already sealed the deal. E2 (total colectomy) isn't documented. E3 (hospice) is explicitly stated as "No." E4 (age 66+ with documented frailty *and* advanced illness) would only apply if they had both conditions documented, which they don't.

So, the critical takeaway is that the member meets exclusion E1 due to their prior colorectal cancer diagnosis. The hierarchy of quality measure logic dictates that exclusions are applied *before* numerator compliance is even considered. Once an exclusion is met, the member's status is determined.

Therefore, my final determination is that this member is **"excluded"**. The specific reason for this exclusion is their history of colorectal cancer.

Just for thoroughness, I did mentally run through the numerator requirements. They didn't have a FOBT/FIT in 2026, no stool DNA test in the specified window, no flexible sigmoidoscopy. They *did* have a colonoscopy in November 2025, which falls within the ten-year look-back window for colonoscopies (2017-2026). So, had they *not* been excluded, they would have met the numerator criteria via that colonoscopy. But, of course, the exclusion takes precedence.

Finally, I translated this into the required JSON output: a `status` of "excluded" and a concise `reason` stating "The member is excluded due to a prior diagnosis of colorectal cancer." The other QM-FUM specific fields aren't relevant here. The logic is sound, and the process is complete.
json{
  "status": "excluded",
  "reason": "The member is excluded due to a prior diagnosis of colorectal cancer on 2019-02-28."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.2 · Z.ai2.2s · 233 out | 2.4s · 171 out | 4.4s · 415 out
Attempt 1
Reasoning · 180 tokens
Let me analyze this member against QM-CRC.

DOB: 1960-12-14, so age 66 on 2026-12-31. Age 46-75: yes, in denominator.
Continuous enrolment: yes, 2026-01-01 through 2026-12-31.

Exclusions:
- E1: Colorectal cancer C18-C21 any time on or before 2026-12-31. Member has C18.7 on 2019-02-28. Yes, E1 met.
- E2: Total colectomy — no mention.
- E3: Hospice — no.
- E4: Age 66+ AND frailty AND advanced illness during MY. Age 66 yes, but no frailty/advanced illness documented during 2026.

E1 is met. So excluded.
json{
  "status": "excluded",
  "reason": "E1 met: colorectal cancer diagnosis C18.7 on 2019-02-28, on or before 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 125 tokens
Member born 1960-12-14, age 66 on 2026-12-31. Eligible population: age 46-75, continuous enrollment. So in denominator.

Exclusions:
E1: Colorectal cancer C18-C21 any time on or before 2026-12-31. Member has C18.7 diagnosis 2019-02-28. This meets E1.

So excluded. Exclusions evaluated before numerator. Status "excluded".

Reason: Meets E1 due to colorectal cancer diagnosis C18.7 on 2019-02-28.
json{
  "status": "excluded",
  "reason": "Meets required exclusion E1: colorectal cancer diagnosis C18.7 documented on 2019-02-28."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 358 tokens
Let me work through this carefully.

Member 40206. DOB 1960-12-14. Age on 2026-12-31 = 66 years old.

Eligibility for denominator:
- Age 46-75 as of 2026-12-31: 66 ✓
- Continuous enrolment full year with no more than one gap up to 45 days: 2026-01-01 through 2026-12-31, continuous ✓

So member enters the denominator.

Now exclusions before numerator:
- E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31. Member has C18.7 sigmoid colon cancer diagnosed 2019-02-28. This is colorectal cancer C18.7 ✓

So E1 is met. Member is excluded regardless of numerator.

Let me also check the numerator just to be thorough — though it doesn't matter for status:
- N5. Colonoscopy during 2026 or the nine years prior (ten-year window). 2025-11-06 colonoscopy is within 2017-2026 window. ✓ Numerator would be met.

But exclusion trumps numerator. Status = "excluded".

Reason: name specific criterion/date. "E1: colorectal cancer C18.7 sigmoid colon cancer diagnosed 2019-02-28."

Under 30 words. Good.

No QM-FUM keys needed (this is QM-CRC).

Final:
status: "excluded"
reason: "Meets E1: colorectal cancer C18.7 sigmoid colon cancer diagnosed 2019-02-28, on or before 2026-12-31."
json{
  "status": "excluded",
  "reason": "Meets E1: colorectal cancer C18.7 sigmoid colon cancer diagnosed 2019-02-28, on or before 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 4.8 · Anthropic1.7s · 73 out | 1.7s · 68 out | 1.4s · 68 out
Attempt 1
json{"status": "excluded", "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets exclusion E1 (any time on or before 2026-12-31)."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{ "status": "excluded", "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets exclusion E1 before 2026-12-31." }
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{ "status": "excluded", "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets exclusion E1 before 2026-12-31." }
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 5 · Anthropic3.1s · 175 out | 2.4s · 124 out | 2.4s · 139 out
Attempt 1
json{
  "status": "excluded",
  "reason": "Member has a colorectal cancer diagnosis (C18.7) recorded 2019-02-28, meeting exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "excluded",
  "reason": "E1 applies: member diagnosed with C18.7 colorectal cancer in 2019, on or before 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "excluded",
  "reason": "E1 exclusion applies: colorectal cancer diagnosis C18.7 documented 2019-02-28, on or before 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 4.6 · Anthropic2.0s · 71 out | 56.5s · 66 out | 2.0s · 63 out
Attempt 1
json{
  "status": "excluded",
  "reason": "Diagnosis of C18.7 (sigmoid colon cancer) on 2019-02-28 meets exclusion E1 (colorectal cancer on or before 2026-12-31)."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "excluded",
  "reason": "Diagnosis C18.7 (colorectal cancer) documented on 2019-02-28 satisfies exclusion E1 on or before 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "excluded",
  "reason": "Diagnosis of C18.7 (colorectal cancer) on 2019-02-28 satisfies exclusion E1, removing the member from the denominator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.7 Max · Alibaba12.8s · 758 out | 10.9s · 963 out | 6.9s · 546 out
Attempt 1
Reasoning · 699 tokens
The member is 66 years old on 2026-12-31.
Eligible population: Age 46 through 75 years as of 2026-12-31. Continuous enrolment: full measurement year. Member meets these.
Numerator:
N5. Colonoscopy during 2026 or the nine years prior (ten-year window).
Member had a surveillance colonoscopy on 2025-11-06. This is within the 10-year window (2017-01-01 to 2026-12-31).
Wait, the member has a history of Colorectal cancer:
2019-02-28 Diagnosis C18.7, sigmoid colon cancer.
Exclusions:
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31.
The member has C18.7 on 2019-02-28. This meets exclusion E1.
Therefore, the member is excluded.

Status: excluded
Reason: Member has a history of colorectal cancer (C18.7), meeting exclusion E1.
Wait, let me double check the exact wording for reason. "one sentence, under 30 words, naming the specific criterion or date that decided it"
Reason: Excluded due to a history of colorectal cancer (diagnosis C18.7 on 2019-02-28), meeting exclusion E1.

Let's check the age and other things just in case.
DOB: 1960-12-14. Age on 2026-12-31 is 66.
Enrolment: continuous.
History: C18.7 on 2019-02-28.
Exclusion E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31.
Matches E1.

Output format:
```json
{
  "status": "excluded",
  "reason": "Excluded due to a history of colorectal cancer (diagnosis C18.7), meeting exclusion criterion E1."
}
```
Wait, the prompt says "Items drawn from measure QM-FUM require two further keys...". This is QM-CRC, so no met_7_day or met_30_day.

Let's refine the reason: "Member has a diagnosis of colorectal cancer (C18.7) on 2019-02-28, meeting exclusion E1." (13 words).

```json
{
  "status": "excluded",
  "reason": "Member has a diagnosis of colorectal cancer (C18.7) on 2019-02-28, meeting exclusion E1."
}
```
Is C18.7 within C18-C21? Yes, C18 is malignant neoplasm of colon.
So E1 applies.
No further analysis needed.
json{
  "status": "excluded",
  "reason": "Member has a diagnosis of colorectal cancer (C18.7) on 2019-02-28, meeting exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 908 tokens
The task is to evaluate a member against the QM-CRC (Colorectal Cancer Screening) measure.
Member 40206:
- DOB: 1960-12-14. Age on 2026-12-31 is 66.
- Enrolment: 2026-01-01 through 2026-12-31, continuous.
- History:
  - 2019-02-28: Diagnosis C18.7, sigmoid colon cancer. Resected.
  - 2025-11-06: Surveillance colonoscopy, complete.
  - No hospice.

ELIGIBLE POPULATION:
- Age 46-75 as of 2026-12-31. (66 is in range).
- Continuous enrolment: full year. (Met).

EXCLUSIONS:
- E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31.
  Member has C18.7 on 2019-02-28. This meets E1.
- E2: Total colectomy. (Not mentioned, resected but not total colectomy).
- E3: Hospice. (No).
- E4: Age 66+ and frailty + advanced illness. (Not applicable).

Since the member has a history of colorectal cancer (C18.7), they meet exclusion E1.
Therefore, status is "excluded".
Reason: Member has a history of colorectal cancer (C18.7) diagnosed on 2019-02-28.

Wait, the prompt says "Resected" but C18.7 is colorectal cancer. Exclusion E1 is "Colorectal cancer (C18-C21) any time on or before 2026-12-31."
So the member is excluded.

Let's check the age: 66.
Status: "excluded"
Reason: "Member has a history of colorectal cancer (C18.7) diagnosed on 2019-02-28, meeting exclusion E1." 
Wait, reason must be under 30 words.
"Member has a history of colorectal cancer (C18.7) diagnosed on 2019-02-28, meeting exclusion E1." -> 14 words.

Let's double check.
Numerator: 2025-11-06 colonoscopy (within 10 years). But exclusions are evaluated before numerator.
"A member who meets both an exclusion and the numerator is "excluded", not "compliant"."

So status: "excluded"
reason: "Member has a history of colorectal cancer (C18.7) diagnosed on 2019-02-28, meeting exclusion E1."
No QM-FUM keys needed.

Let's refine reason: "Excluded due to history of colorectal cancer (C18.7) diagnosed on 2019-02-28, meeting exclusion E1." (15 words).

```json
{
  "status": "excluded",
  "reason": "Excluded due to history of colorectal cancer (C18.7) diagnosed on 2019-02-28, meeting exclusion E1."
}
```
Wait, the reason should name the specific criterion or date that decided it.
"History of colorectal cancer (C18.7) on 2019-02-28 meets exclusion E1." (11 words).

Perfect.
Status: excluded
Reason: History of colorectal cancer (C18.7) on 2019-02-28 meets exclusion E1.
Check word count: 11 words. Under 30 words.
Check JSON format.
No other keys required.
Done.
json{
  "status": "excluded",
  "reason": "History of colorectal cancer (C18.7) on 2019-02-28 meets exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 485 tokens
The member is 66 years old on 2026-12-31 (born 1960-12-14).
Enrolment is continuous for 2026.
History:
- 2019-02-28: Diagnosis C18.7 (sigmoid colon cancer).
- 2025-11-06: Surveillance colonoscopy.
- No hospice.

Check exclusions first:
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31.
The member has a diagnosis of C18.7 on 2019-02-28. This meets exclusion E1.

Since the member meets exclusion E1, the status is "excluded".
Reason: Excluded due to history of colorectal cancer (C18.7) diagnosed in 2019.
Met_7_day and met_30_day are not required for QM-CRC, only for QM-FUM.

Status: "excluded"
Reason: "Excluded due to a history of colorectal cancer (C18.7) diagnosed prior to the measurement year." 
Let me refine the reason to be under 30 words and specific.
"Excluded due to a diagnosis of colorectal cancer (C18.7) on 2019-02-28, meeting exclusion E1." (15 words).

Check keys required:
"status"
"reason"

No QM-FUM keys needed.

```json
{
  "status": "excluded",
  "reason": "Excluded due to a diagnosis of colorectal cancer (C18.7) on 2019-02-28, meeting exclusion E1."
}
```
Wait, let me double check the exact wording of E1: "Colorectal cancer (C18-C21) any time on or before 2026-12-31."
Yes, C18.7 is in C18-C21.
The member is excluded.
Everything looks correct.
json{
  "status": "excluded",
  "reason": "Excluded due to a diagnosis of colorectal cancer (C18.7) on 2019-02-28, meeting exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 · Z.ai2.1s · 521 out | 4.3s · 883 out | 6.4s · 588 out
Attempt 1
Reasoning · 456 tokens
Let me work through this measure.

Member 40206. DOB 1960-12-14. Age as of 2026-12-31: 66 years old (born 1960-12-14, so on 2026-12-31 they turn 66 on 2026-12-14; yes, 66).

Eligible population: Age 46 through 75 as of 2026-12-31. 66 qualifies. Continuous enrolment: full year 2026, continuous. So in the denominator.

Exclusions:
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31. Member has diagnosis C18.7 (sigmoid colon cancer) on 2019-02-28. That's colorectal cancer C18-C21, any time on or before 2026-12-31. So E1 is met.

E2. Total colectomy — not documented (resected, but not total colectomy).
E3. Hospice — none.
E4. Age 66+ AND frailty and advanced illness — frailty not documented, advanced illness... colorectal cancer? But frailty is not documented, so E4 not met. Doesn't matter; E1 already met.

Exclusions evaluated before numerator. Member meets exclusion E1, so status is "excluded".

Reason: C18.7 colorectal cancer diagnosis on 2019-02-28 meets exclusion E1 (cancer any time on or before 2026-12-31), removed from denominator.

The extra keys met_7_day and met_30_day are only for QM-FUM items. This is QM-CRC, so not required. The task says "Items drawn from measure QM-FUM require two further keys". This is QM-CRC, so only status and reason.

Reason under 30 words: "C18.7 sigmoid colon cancer diagnosed 2019-02-28 meets exclusion E1 (colorectal cancer any time on or before 2026-12-31); removed from denominator." That's under 30 words.

Output JSON only.
json{
  "status": "excluded",
  "reason": "C18.7 sigmoid colon cancer diagnosed 2019-02-28 meets exclusion E1 (colorectal cancer any time on or before 2026-12-31), removing the member from the denominator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 704 tokens
Let me work through this member record against the QM-CRC measure.

Member 40206. DOB 1960-12-14. Age as of 2026-12-31: 1960-12-14 to 2026-12-31 is 66 years (birthday Dec 14, so 66 years old as of Dec 31, 2026). The prompt confirms: 66 years old on 2026-12-31.

Denominator eligibility:
- Age 46 through 75 as of 2026-12-31: 66 qualifies.
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. Qualifies.

So member enters the denominator.

Exclusions, evaluated before the numerator:
- E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. Member has C18.7 (sigmoid colon cancer) diagnosed 2019-02-28. That is on or before 2026-12-31. E1 is met.

E1 alone is sufficient — the member is excluded. E2: total colectomy — record says "resected" which is not necessarily total colectomy; doesn't matter since E1 already applies. E3: no hospice. E4: age 66+, but frailty and advanced illness are not documented in the record — the history of colorectal cancer doesn't count as documented frailty + advanced illness in the measurement year; anyway E1 already excludes.

Status: "excluded".

Reason: one sentence, under 30 words, naming the specific criterion or date that decided it. Something like: "Excluded under E1 — colorectal cancer C18.7 (sigmoid colon) diagnosed 2019-02-28, on or before 2026-12-31."

Let me count words: "Excluded under E1: colorectal cancer C18.7 (sigmoid colon cancer) diagnosed 2019-02-28, which is on or before 2026-12-31." That's under 30 words.

Wait — is this member "not_eligible" instead? No, they're in the eligible population (age 66 is within 46–75, continuous enrolment). The cancer diagnosis is an exclusion, removing them from the denominator. So "excluded" is correct.

Note also: the 2025-11-06 surveillance colonoscopy would fall within the ten-year look-back window (N5: colonoscopy during 2026 or nine years prior, so 2017-2026; 2025-11-06 qualifies). But exclusions are evaluated before the numerator, so the member is "excluded", not "compliant". The instructions explicitly say: "A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'."

Do I need the QM-FUM keys? "Items drawn from measure QM-FUM require two further keys." This is QM-CRC, so no met_7_day/met_30_day keys.

Required keys: "status" and "reason". Only those.

Output:
```json
{
  "status": "excluded",
  "reason": "..."
}
```

Reason: "Colorectal cancer C18.7 (sigmoid colon) diagnosed 2019-02-28 meets required exclusion E1, which is evaluated before the numerator."

Word count: Colorectal(1) cancer(2) C18.7(3) sigmoid(4) colon(5) diagnosed(6) 2019-02-28(7) meets(8) required(9) exclusion(10) E1(11), which(12) is(13) evaluated(14) before(15) the(16) numerator(17). Under 30 words. Good.
json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis C18.7 (sigmoid colon) on 2019-02-28 satisfies exclusion E1; exclusions are evaluated before the numerator, despite the 2025-11-06 colonoscopy."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 522 tokens
Let me work through this.

Member 40206:
- DOB 1960-12-14, age 66 on 2026-12-31.
- Enrolment continuous 2026-01-01 through 2026-12-31. Meets continuous enrolment (full year, no gap).
- Age 46-75: 66, so in denominator age range.
- History: Diagnosis C18.7 sigmoid colon cancer on 2019-02-28. That's colorectal cancer (C18-C21) any time on or before 2026-12-31 → E1 exclusion met.
- Also has surveillance colonoscopy 2025-11-06, complete — within ten-year window (2026 or nine years prior: 2017-203... wait, look-back: colonoscopy during 2026 or the nine years prior — 2017 through 2026). 2025-11-06 is within that window, so N5 numerator met.

But exclusions are evaluated before the numerator. A member who meets both an exclusion and the numerator is "excluded", not "compliant".

So status = "excluded".

Reason: colorectal cancer diagnosis C18.7 in 2019 (E1), documented any time on or before 2026-12-31.

Check E2: total colectomy — no, only resection (resected sigmoid). Not total colectomy. So E2 not met, but E1 is sufficient.

E3: no hospice.

E4: age 66, but need both frailty and advanced illness documented during measurement year. History doesn't mention frailty or advanced illness during 2026. Advanced illness — colorectal cancer diagnosis was 2019, not during measurement year. So E4 not met. But E1 is enough.

This is QM-CRC, not QM-FUM, so no met_7_day/met_30_day keys needed.

Reason sentence under 30 words: "Colorectal cancer diagnosis C18.7 (2019) meets exclusion E1, which is evaluated before the numerator, despite the 2025 surveillance colonoscopy satisfying N5."

Let me count words: "Colorectal cancer diagnosis C18.7 (2019) meets exclusion E1, which is evaluated before the numerator, despite the 2025 surveillance colonoscopy satisfying N5." — roughly 22 words. Under 30. Good.

Status: "excluded".
json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis C18.7 (sigmoid, 2019) meets exclusion E1; exclusions are evaluated before the numerator, so the 2025 surveillance colonoscopy does not make the member compliant."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Max · Alibaba8.6s · 379 out | 8.2s · 422 out | 7.6s · 319 out
Attempt 1
Reasoning · 326 tokens
We need answer user with JSON only. Need analyze task. We have measure QM-CRC. Member 40206 DOB 1960-12-14, age on 2026-12-31: 66. Enrolled continuous full year. History: 2019-02-28 diagnosis C18.7 sigmoid colon cancer, resected. 2025-11-06 surveillance colonoscopy complete. No hospice.

Need status among compliant/non_compliant/excluded/not_eligible. Exclusions evaluated before numerator. Denominator age 46-75 as of 2026-12-31: yes 66. Continuous enrollment yes. Exclusion E1 colorectal cancer C18-C21 any time on or before 2026-12-31. Member had C18.7 on 2019-02-28. Thus excluded. Even though colonoscopy 2025 within 10-year window would meet numerator N5, exclusion precedence. Status excluded. Reason under 30 words naming criterion/date. Need one sentence. E.g. "Meets exclusion E1 for colorectal cancer C18.7 diagnosed 2019-02-28." Count maybe 9 words. Need only required keys: status, reason. Since not QM-FUM no met keys. Output fenced JSON only. Ensure no extra.
json{
  "status": "excluded",
  "reason": "Meets exclusion E1 for colorectal cancer C18.7 diagnosed 2019-02-28."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 363 tokens
We need answer JSON only. Need analyze measure. Member 40206 DOB 1960-12-14, age on 2026-12-31: born 1960, 2026-12-31 age 66? yes. Enrolled continuous full year. Denominator age 46-75 and continuous enrollment. So eligible unless excluded. Exclusions evaluated before numerator. E1 colorectal cancer C18-C21 any time on or before 2026-12-31. History 2019-02-28 diagnosis C18.7 sigmoid colon cancer. That meets E1. So status excluded. Reason one sentence under 30 words naming criterion/date. Need only required keys for QM-CRC? Task family says required JSON keys status reason. Items drawn from QM-FUM require extra, not relevant. So output {"status":"excluded","reason":"..."}. Ensure no extra keys? It says required keys. Could include only status reason. Reason under 30 words. E.g. "Exclusion E1 applies: colorectal cancer diagnosis C18.7 on 2019-02-28 before end of measurement year." Count words? Exclusion(1) E1(2) applies(3): colorectal(4) cancer(5) diagnosis(6) C18.7(7) on(8) 2019-02-28(9) before(10) end(11) of(12) measurement(13) year(14). Good. Need JSON fenced only.
json{
  "status": "excluded",
  "reason": "Exclusion E1 applies: colorectal cancer diagnosis C18.7 on 2019-02-28 before end of measurement year."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 266 tokens
We need answer JSON only. Need analyze measure. Member 40206 DOB 1960-12-14 => age on 2026-12-31: 66? Born Dec 14 1960, Dec 31 2026 = 66 yes. Enrolled continuous full year. Denominator age 46-75 and continuous enrollment yes. Exclusions evaluated before numerator. E1 colorectal cancer C18-C21 any time on/before 2026-12-31. History 2019-02-28 diagnosis C18.7 sigmoid colon cancer. That meets E1. So status excluded. Reason under 30 words naming criterion/date. Need maybe "Excluded under E1 due to colorectal cancer C18.7 diagnosed 2019-02-28." Count? Excluded under E1 due to colorectal cancer C18.7 diagnosed 2019-02-28. 9? fine. Since QM-CRC no extra keys. Need exactly fenced JSON. Ensure no additional keys. status excluded. reason. Could mention exclusion. Final.
json{
  "status": "excluded",
  "reason": "Meets exclusion E1 for colorectal cancer C18.7 diagnosed 2019-02-28."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Terra · OpenAI1.1s · 41 out | 1.2s · 38 out | 1.1s · 44 out
Attempt 1
json{"status":"excluded","reason":"Colorectal cancer diagnosis C18.7 was documented on 2019-02-28, meeting exclusion E1."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status":"excluded","reason":"Colorectal cancer diagnosis C18.7 on 2019-02-28 meets exclusion E1."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 Flash · Z.ai11.2s · 489 out | 12.5s · 482 out | 16.0s · 702 out
Attempt 1
Reasoning · 424 tokens
Let me work through this.

Member: DOB 1960-12-14, so age on 2026-12-31: 2026 - 1960 = 66 years (birthday 2026-12-14, so 66). Age 66 → within 46-75. Eligible age.

Enrolment: continuous full year. Eligible.

Exclusions evaluated before numerator:
- E1: Colorectal cancer C18-C21 any time on or before 2026-12-31. Member has C18.7 diagnosis 2019-02-28. That's colorectal cancer (C18 is colon cancer). On or before 2026-12-31 — yes. So exclusion E1 applies.

History also shows colonoscopy 2025-11-06, which would meet numerator N5 (colonoscopy within ten-year window: 2025 is within 2026 back to 2017). But exclusion takes precedence: "A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'."

E4: age 66+, needs frailty AND advanced illness; not documented. Irrelevant.

So status: "excluded". Reason: colorectal cancer diagnosis C18.7 on 2019-02-28 meets exclusion E1, despite qualifying colonoscopy.

Not QM-FUM, so no met_7_day/met_30_day keys required. Only status and reason.

Reason must be one sentence, under 30 words, naming the specific criterion or date that decided it.

Something like: "Exclusion E1 applies: colorectal cancer diagnosis C18.7 on 2019-02-19..." wait, 2019-02-28. Under 30 words.

"Meets exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28, on or before 2026-12-31; excluded despite qualifying 2025 colonoscopy." That's about 20 words. Good.
json{
  "status": "excluded",
  "reason": "Exclusion E1 applies: colorectal cancer C18.7 diagnosed 2019-02-28, on or before 2026-12-31; excluded despite the qualifying 2025 colonoscopy."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 419 tokens
Let me work through this.

Member: DOB 1960-12-14, so on 2026-12-31 they are 66 years old.

Eligible population: Age 46 through 75 as of 2026-12-31. 66 is within range. Enrolment: continuous full year. So in denominator, unless excluded.

Exclusions:
- E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. Member had C18.7 (sigmoid colon cancer) diagnosed 2019-02-28. That's colorectal cancer (C18). So E1 applies.
- E4: age 66+ AND both frailty and advanced illness — frailty not documented, so not applicable anyway.

Exclusions evaluated before numerator. So status is "excluded" regardless of the colonoscopy (which would have met N5 anyway — colonoscopy 2025-11-06 is within ten-year window back from 2026-12-31, i.e., 2026 or nine years prior = 2017-01-01? Let's check: window is 2026 or the nine years prior, so 2017-2026; 2025-11-06 falls in it. But exclusion takes precedence).

Reason: must be one sentence, under 30 words, naming specific criterion or date that decided it. Something like: "Colorectal cancer C18.7 documented 2019-02-28 meets exclusion E1 (C18–C21 any time on or before 2026-12-31), so removed from denominator."

Word count: let me draft: "Exclusion E1: colorectal cancer (C18.7, sigmoid) diagnosed 2019-02-28, on or before 2026-12-31." That's about 14 words. Good.

Keys required: status, reason. Not QM-FUM so no met_7_day keys.
json{
  "status": "excluded",
  "reason": "Exclusion E1 applies: colorectal cancer (C18.7, sigmoid) diagnosed 2019-02-28, on or before 2026-12-31, removing member from denominator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 631 tokens
Let me work through this.

Member 40206:
- DOB 1960-12-14, so age on 2026-12-31: birthday 2026-12-14, so 66 years old. In range 46-75. ✓
- Enrolment: continuous full year. ✓ In denominator.

Exclusions:
- E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. The record shows 2019-02-28 diagnosis C18.7, sigmoid colon cancer. That's colorectal cancer (C18 = colon cancer). Diagnosis on 2019-02-28 is on or before 2026-12-31. So E1 exclusion applies.

Note the exclusion is "any time on or before 2026-12-31" — no look-back limit. So the 2019 diagnosis counts.

- Numerator: colonoscopy 2025-11-06 within 10-year window (2026 or nine years prior = 2017-2026). So would meet N5. But exclusions are evaluated before the numerator, and a member who meets both an exclusion and the numerator is "excluded".

- E3 hospice: no. E4: age 66+, but no frailty/advanced illness documented; irrelevant anyway.

Status: "excluded".
Reason: one sentence, under 30 words, naming specific criterion or date. E.g., "Excluded under E1: colorectal cancer diagnosis C18.7 on 2019-02-28, before 2026-12-31; exclusions outrank the 2025 colonoscopy numerator."

Keep under 30 words. "Excluded by E1 — colorectal cancer (C18.7) diagnosed 2019-02-28, within the any-time-on-or-before 2026-12-31 window; exclusion overrides the 2025-11-06 colonoscopy."

Word count: let's count. "Excluded by E1 — colorectal cancer (C18.7) diagnosed 2019-02-28, within the any-time-on-or-before 2026-12-31 window; exclusion overrides the 2025-11-06 colonoscopy." Roughly: Excluded(1) by(2) E1(3) colorectal(4) cancer(5) (C18.7)(6) diagnosed(7) 2019-02-28(8) within(9) the(10) any-time-on-or-before(11) 2026-12-31(12) window(13) exclusion(14) overrides(15) the(16) 2025-11-06(17) colonoscopy(18). Fine, under 30.

QM-CRC doesn't require met_7_day/met_30_day (those are only for QM-FUM).

Output: exactly one fenced JSON code block with keys "status" and "reason".
json{
  "status": "excluded",
  "reason": "Meets exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28, on or before 2026-12-31; the exclusion overrides the 2025-11-06 colonoscopy."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Hunyuan 4 · Tencent29.2s · 1,682 out | 48.8s · 2,585 out | 109.4s · 5,473 out
Attempt 1
Reasoning · 1,621 tokens
We need answer JSON for quality measure QM-CRC for member 40206. Need determine status, reason. Also measure QM-CRC does not require met_7_day/met_30_day (that's QM-FUM). So only status and reason.

Let's parse measure and member.

Measurement year 2026-01-01 to 2026-12-31.
Denominator: Age 46 through 75 as of 2026-12-31. DOB 1960-12-14 -> on 2026-12-31 age = 66 (since birthday Dec 14, 1960; in 2026 turns 66 on Dec 14, 2026; as of Dec 31, is 66). So within 46-75. Eligible.
Continuous enrolment: full year no gap >45. Record: 2026-01-01 through 2026-12-31 continuous. Meets.

Now required exclusions evaluated before numerator. Need check any exclusion met.
E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31.
History: 2019-02-28 Diagnosis C18.7, sigmoid colon cancer. Resected. C18.7 is colon cancer? ICD-10 C18.7 is malignant neoplasm of sigmoid colon. C18-C21 includes colon (C18), rectosigmoid junction (C19), rectum (C20), anus/anal canal (C21). C18 is malignant neoplasm of colon, includes C18.7 sigmoid colon. So yes E1 met: colorectal cancer any time on or before 2026-12-31. It says any time on or before, so prior history qualifies. So member is excluded. Because exclusions evaluated before numerator. Therefore status = "excluded". Not compliant, not non-compliant. Status excluded.

Need reason: one sentence, under 30 words, naming specific criterion or date that decided it. Need mention E1 and diagnosis C18.7 on 2019-02-28? Let's craft: "Excluded under E1: colorectal cancer diagnosis C18.7 (sigmoid colon) documented 2019-02-28, before the measurement year end." Word count: Excluded(1) under(2) E1:(3) colorectal(4) cancer(5) diagnosis(6) C18.7(7) (sigmoid(8) colon)(9) documented(10) 2019-02-28,(11) before(12) the(13) measurement(14) year(15) end.(16) Under 30. Good. Need maybe "any time on or before 2026-12-31" but date decided. Criterion is E1. Could also mention "History of colorectal cancer (C18.7) on 2019-02-28 meets required exclusion E1." That's clear.

Need ensure no met_7_day/met_30_day keys unless QM-FUM. Task says Items drawn from measure QM-FUM require two further keys. This is QM-CRC, so no such keys. Required JSON keys: status, reason. Must not add keys. So JSON object with only those two.

Need output exactly one fenced JSON code block. No preamble. Use null? Not needed.

Check date: DOB 1960-12-14 => age 66 on 2026-12-31, yes. Enrolment continuous. Age eligibility yes, but exclusion trumps. Since excluded, removed from denominator. Status excluded. Reason: "Meets exclusion E1: colorectal cancer (C18.7 sigmoid colon) diagnosed 2019-02-28, on or before 2026-12-31." Word count maybe 17. Good.

Double-check nuance: C18.7 is within C18-C21? C18 is malignant neoplasm of colon. C18.7 is sigmoid colon, yes. Resected means had cancer, but still history of colorectal cancer. E1 says "Colorectal cancer (C18-C21) any time on or before 2026-12-31." Past diagnosis qualifies even if resected. Yes.

Is there any possibility of not_eligible due to age? Age 66 as of 2026-12-31, range 46 through 75 inclusive. 66 eligible. E4 also about 66+, but requires frailty and advanced illness documented during measurement year; none documented. But E1 already excludes. So excluded.

Reason should be one sentence, under 30 words, naming specific criterion or date that decided it. Let's make sure it's a sentence with period. "Excluded under E1 for colorectal cancer: C18.7 sigmoid colon diagnosed 2019-02-28, on or before 2026-12-31." Count: Excluded(1) under(2) E1(3) for(4) colorectal(5) cancer:(6) C18.7(7) sigmoid(8) colon(9) diagnosed(10) 2019-02-28,(11) on(12) or(13) before(14) 2026-12-31.(15) Good. It names criterion E1 and date. Maybe "C18.7 (sigmoid colon) cancer diagnosed 2019-02-28 meets required exclusion E1." That's 12 words. But must name criterion or date. It names both. Let's use: "Member meets required exclusion E1: colorectal cancer (C18.7, sigmoid colon) diagnosed 2019-02-28, on or before 2026-12-31." That's 18 words? Let's count: Member(1) meets(2) required(3) exclusion(4) E1:(5) colorectal(6) cancer(7) (C18.7,(8) sigmoid(9) colon)(10) diagnosed(11) 2019-02-28,(12) on(13) or(14) before(15) 2026-12-31.(16). Good.

Need output fenced JSON:

```json
{
  "status": "excluded",
  "reason": "Member meets required exclusion E1: colorectal cancer (C18.7, sigmoid colon) diagnosed 2019-02-28, on or before 2026-12-31."
}
```

Check JSON escaping: parentheses fine. Comma inside string fine. Period at end. Ensure no trailing comma. Good.

But wait: Does colonoscopy in 2025 meet numerator? N5 colonoscopy during 2026 or nine years prior (ten-year window). 2025-11-06 colonoscopy complete. That would meet numerator if not excluded. However exclusions evaluated before numerator, and member meets E1, so excluded. Status excluded despite numerator met. That matches instruction: "A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'." Yes.

Double-check continuous enrolment: 2026-01-01 through 2026-12-31, continuous. Good. Age: 66. Yes.

One nuance: E1 says "Colorectal cancer (C18-C21) any time on or before 2026-12-31." The diagnosis is C18.7 in 2019. It says "Resected." Does that mean no longer present/cancer free? The measure says "any time on or before" not "active". So history counts. Excluded.

Need not include met_7_day etc. Final answer exactly one fenced code block nothing else.

Let's prepare final.
json{
  "status": "excluded",
  "reason": "Member meets required exclusion E1: colorectal cancer (C18.7, sigmoid colon) diagnosed 2019-02-28, on or before 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 2,526 tokens
We need answer with JSON only. Need evaluate QM-CRC for member 40206. Let's parse carefully.

Measure QM-CRC. Measurement year 2026-01-01 through 2026-12-31.

Denominator eligibility:
- Age: 46 through 75 years as of 2026-12-31. DOB 1960-12-14. On 2026-12-31, age? Need compute. DOB Dec 14, 1960. As of Dec 31, 2026, they have had birthday Dec 14, 2026 -> 66 years old. Yes 66. Within 46-75. Eligible age.
- Continuous enrolment: full measurement year with no more than one gap up to 45 days. Enrolment 2026-01-01 through 2026-12-31 continuous. OK.

So enters denominator.

Exclusions evaluated before numerator.
Required exclusions:
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31.
E2. Total colectomy any time on or before 2026-12-31.
E3. Hospice any time during measurement year.
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Frailty alone does not exclude, advanced illness alone does not exclude.

History:
2019-02-28 Diagnosis C18.7, sigmoid colon cancer. Resected. C18.7 is code? C18 is malignant neoplasm of colon. C18.7 is sigmoid colon. C18-C21 range includes C18 (colon), C19 (rectosigmoid junction), C20 (rectum), C21 (anus and anal canal). C18.7 is within C18, thus colorectal cancer. Diagnosed 2019-02-28, which is before 2026-12-31. So E1 is met. Excluded.

Wait, E1 says "Colorectal cancer (C18-C21) any time on or before 2026-12-31." Does a history of colorectal cancer resected count as meeting exclusion? Yes, diagnosis any time on or before. History includes Diagnosis C18.7. So exclusion E1 met. Therefore status "excluded".

Need reason: one sentence, under 30 words, naming specific criterion or date that decided it. Should mention E1 colorectal cancer C18.7 diagnosed 2019-02-28 on or before 2026-12-31. E.g., "Excluded by E1: diagnosis of colorectal cancer C18.7 (sigmoid colon) on 2019-02-28, on or before 2026-12-31." Count words: Excluded(1) by(2) E1:(3) diagnosis(4) of(5) colorectal(6) cancer(7) C18.7(8) ((sigmoid(9) colon)(10)) on(11) 2019-02-28,(12) on(13) or(14) before(15) 2026-12-31.(16) Under 30. Fine.

Wait, need check other keys for QM-FUM? The task says "Items drawn from measure QM-FUM require two further keys: met_7_day, met_30_day." This is QM-CRC, not QM-FUM. It says required JSON keys: status, reason. "Items drawn from measure QM-FUM require two further keys ..." Since measure is QM-CRC, do we need met_7_day and met_30_day? It says "Items drawn from measure QM-FUM require two further keys" — this item is drawn from QM-CRC, not QM-FUM. So only status and reason? The required JSON keys given by the task: "status", "reason". The QM-FUM note says items drawn from measure QM-FUM require two further keys. This item is QM-CRC. Thus output only status and reason? Let's re-read instructions:

"Required JSON keys:

  "status"  string — exactly one of: ...
  "reason"  string — ...

Exclusions are evaluated before the numerator...

Items drawn from measure QM-FUM require two further keys:
  "met_7_day"   boolean
  "met_30_day"  boolean
For a member who is "excluded" or "not_eligible" under QM-FUM, report both as false."

So yes, for QM-CRC no met_7_day/met_30_day keys. Adding them would be adding keys not asked for? Actually the QM-FUM note says items drawn from measure QM-FUM require them. Since this item is from QM-CRC, it does not require them. And "Do not add keys that were not asked for." So do NOT include met_7_day/met_30_day. Good.

But wait: Could there be any trick? The member is 66 years old, and denominator age 46-75, so eligible. But E1 excludes due to colorectal cancer. There is also E4: age 66 or older AND both frailty and advanced illness. History does not mention frailty/advanced illness. Not relevant. E2 total colectomy? It says "Resected" after sigmoid colon cancer. Does "Resected" mean total colectomy? No, resection of sigmoid colon cancer could be partial colectomy/sigmoid resection, not total colectomy. E2 is total colectomy. Not stated. But E1 is enough.

Check numerator? Exclusion evaluated before numerator. Member had surveillance colonoscopy 2025-11-06, which is within ten-year window for colonoscopy (N5: during 2026 or nine years prior = 2017-2026). That would meet numerator, but because E1 exclusion applies, status is "excluded", not compliant. The instruction: "A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'." So yes.

Now reason under 30 words. Need naming specific criterion or date that decided it. We can say "Excluded under E1: colorectal cancer C18.7 diagnosed 2019-02-28, on or before 2026-12-31." Let's count: Excluded(1) under(2) E1:(3) colorectal(4) cancer(5) C18.7(6) diagnosed(7) 2019-02-28,(8) on(9) or(10) before(11) 2026-12-31.(12) Good. Maybe include "sigmoid colon"? Not necessary. "C18.7" is specific. Should we say " colorectal cancer (C18-C21) diagnosis C18.7 on 2019-02-28"? The criterion is E1. The date decided it? Actually the diagnosis date 2019-02-28 is on or before 2026-12-31. The criterion is E1. The specific code is C18.7. We must name specific criterion or date that decided it. The reason must be one sentence. Something like: "Excluded by E1 due to C18.7 sigmoid colon cancer diagnosed 2019-02-28, which is on or before 2026-12-31." Count: Excluded(1) by(2) E1(3) due(4) to(5) C18.7(6) sigmoid(7) colon(8) cancer(9) diagnosed(10) 2019-02-28,(11) which(12) is(13) on(14) or(15) before(16) 2026-12-31.(17) Good.

One more check: The age as of 2026-12-31: born 1960-12-14. Let's compute exact: 2026 - 1960 = 66. Birthday Dec 14. As of Dec 31, birthday passed, so 66. Yes. So age eligible. Enrollment continuous. So denominator entered. Then exclusion E1. No hospice. E3 no. E4 not met (no frailty/advanced illness). But E1 yes.

Wait, is a history of "Diagnosis C18.7, sigmoid colon cancer. Resected." considered "Colorectal cancer (C18-C21) any time on or before 2026-12-31."? C18.7 is a diagnosis code presumably ICD-10. In ICD-10, C18.7 is malignant neoplasm of sigmoid colon. It is in C18. The measure says C18-C21. Yes. It's colorectal cancer. It was diagnosed in 2019. On or before 2026-12-31. So E1.

Now JSON. Only status and reason. Use exactly one fenced JSON code block. No other text. Ensure reason string uses double quotes, no unescaped quotes inside. No newline? We can have one line. The JSON object:

{
  "status": "excluded",
  "reason": "Excluded by E1 due to C18.7 sigmoid colon cancer diagnosed 2019-02-28, which is on or before 2026-12-31."
}

Check status values: "excluded". Yes lowercase with underscore? The spec says exactly one of: "compliant", "non_compliant", "excluded", "not_eligible". Yes.

Should reason be under 30 words. Counted 17. Good.

Let's ensure no met_7_day keys: The task family says Items drawn from measure QM-FUM require two further keys. This is QM-CRC. So not required. Do not add keys not asked for. The required keys are status and reason. I will output only those.

But let's double-check if maybe "Items drawn from measure QM-FUM require two further keys" means that if the item is drawn from QM-FUM; this item is drawn from measure QM-CRC, so no. Yes.

Could there be any nuance with "Colorectal cancer (C18-C21) any time on or before 2026-12-31." Should the exclusion be E1 if the member had cancer resected and is now surveillance? The measure says any time on or before. Yes, history of colorectal cancer excludes. This is standard in CRC screening measures: exclude members with a history of colorectal cancer or total colectomy. So yes, excluded.

One more nuance: The numerator colonoscopy in 2025-11-06 is a surveillance colonoscopy. The measure numerator N5 colonoscopy during 2026 or nine years prior (ten-year window). That's met. But excluded due to E1. The instruction emphasises: "A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'." So indeed.

Now final answer with fenced code block. Must be exactly one fenced JSON code block and nothing else. So:

```json
{
  "status": "excluded",
  "reason": "Excluded by E1 due to C18.7 sigmoid colon cancer diagnosed 2019-02-28, which is on or before 2026-12-31."
}
```

Wait, need check JSON formatting: The example shows:
```json
{ ... }
```
I should output exactly that. My object with newline is fine. No trailing comma. Use two spaces? Not required. It says reply with exactly one fenced JSON code block and nothing else. The content inside is JSON.

Let's ensure the reason names the specific criterion or date that decided it. It names E1 and the diagnosis date 2019-02-28 and code. Good.

Let's also verify if "C18.7" includes a period that is okay in string. Yes.

Now final.
json{
  "status": "excluded",
  "reason": "Excluded by E1 due to C18.7 sigmoid colon cancer diagnosed 2019-02-28, which is on or before 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 5,417 tokens
We need answer JSON only, one fenced code block. Task: QM-CRC colorectal cancer screening? Wait the task family includes QM-FUM maybe but specific measure is QM-CRC. Required keys: status, reason. Items drawn from measure QM-FUM require two further keys; this is QM-CRC, not QM-FUM. So only status and reason? Let's read task.

Task family — QUALITY MEASURE LOGIC. Required JSON keys:
"status" string exactly one of: compliant, non_compliant, excluded, not_eligible.
"reason" string one sentence <30 words naming specific criterion or date that decided it.
Then: "Items drawn from measure QM-FUM require two further keys: met_7_day, met_30_day. For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." This measure is QM-CRC, not QM-FUM, so do we include met_7_day/met_30_day? It says items drawn from measure QM-FUM require two further keys. This item is QM-CRC, not drawn from QM-FUM. So no further keys. Could there be a trap? The prompt says "MEASURE QM-CRC — COLORECTAL CANCER SCREENING". The further keys only for QM-FUM. So answer keys status and reason only. Do not add keys not asked. The earlier output contract says "The keys required in that object are given by the task. Include every required key. Do not add keys that were not asked for." The task gives status and reason. It also says items drawn from QM-FUM require two further keys; this is not QM-FUM, so don't add them. Wait "Items drawn from measure QM-FUM require two further keys" might mean in this task family, if the measure is QM-FUM (maybe some tasks are QM-FUM), include met_7_day and met_30_day. Since this is QM-CRC, no. Good.

Now evaluate member against QM-CRC.

Member 40206. DOB 1960-12-14, age on 2026-12-31? 2026 minus 1960 = 66, and birthday Dec 14, so on Dec 31 2026 he is 66 (turned 66 on Dec 14 2026). So age 66 as of 2026-12-31. Eligible population age 46 through 75 inclusive. Age 66 is within 46-75. So age eligible.

Continuous enrolment: full measurement year 2026-01-01 through 2026-12-31, continuous. Yes meets denominator.

Now numerator? Need evaluate numerator but exclusions evaluated before numerator. Required exclusions:
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31.
History: 2019-02-28 Diagnosis C18.7, sigmoid colon cancer. Resected.
C18.7 is malignant neoplasm of sigmoid colon? Actually ICD-10 C18 is malignant neoplasm of colon; C18.7 is sigmoid colon. Yes within C18-C21 (colon, rectosigmoid junction, rectum, anus/anal canal). So E1 present: colorectal cancer any time on or before 2026-12-31 (2019). So meets exclusion E1. Thus excluded, removed from denominator. Status should be "excluded" (not compliant even though had colonoscopy in 2025 etc). Exclusions evaluated before numerator; member meets exclusion. So status = "excluded".

Need reason: one sentence, under 30 words, naming the specific criterion or date that decided it. Since exclusion E1 due to diagnosis C18.7 on 2019-02-28. Need name specific criterion/date. Example: "Excluded under E1 for colorectal cancer (C18.7, sigmoid colon) diagnosed 2019-02-28, before 2026-12-31." Count words: Excluded(1) under(2) E1(3) for(4) colorectal(5) cancer(6) (C18.7,(7) sigmoid(8) colon)(9) diagnosed(10) 2019-02-28,(11) before(12) 2026-12-31.(13) That's 13 words. Under 30. Good. Or "Meets exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28." Need be specific criterion or date that decided it. Maybe "Meets required exclusion E1: colorectal cancer diagnosed 2019-02-28 (C18.7, sigmoid colon)." Word count: Meets(1) required(2) exclusion(3) E1:(4) colorectal(5) cancer(6) diagnosed(7) 2019-02-28(8) (C18.7,(9) sigmoid(10) colon).(11) That's 11. It names criterion E1 and date. But does it state before 2026-12-31? The criterion is "any time on or before 2026-12-31". Date 2019-02-28 is before. Maybe include "on or before" or "prior to". "Meets exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28, on or before 2026-12-31." Word count: Meets1 required? Let's do: "Meets exclusion E1: colorectal cancer (C18.7, sigmoid colon) diagnosed 2019-02-28, before 2026-12-31." Words: Meets(1) exclusion(2) E1:(3) colorectal(4) cancer(5) (C18.7,(6) sigmoid(7) colon)(8) diagnosed(9) 2019-02-28,(10) before(11) 2026-12-31.(12) Under 30. Good.

Need ensure status string exactly "excluded". Reason sentence: one sentence, under 30 words. Check if we need period inside string? It's fine. No extra keys.

Wait let's double-check other exclusions? E4: Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Member is 66, but no frailty/advanced illness documented. So E4 not met. E2 total colectomy? Not indicated. E3 hospice? No.

Thus E1 is decisive. The numerator: 2025-11-06 surveillance colonoscopy complete. That would be N5 colonoscopy during 2026 or nine years prior (ten-year window). Measurement year is 2026, look back from 2026-12-31 nine years prior = 2017-12-31? Actually ten-year window includes 2026 + nine prior years: 2017-01-01 through 2026-12-31? Wait "during 2026 or the nine years prior (ten-year window)" means services in 2026 or 2017-2025? Let's compute: If in 2026 or the nine years prior (i.e., 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025) = ten years total. 2025-11-06 is within nine years prior (2017-2025). So numerator met via N5. But exclusion E1 triggers before numerator. So excluded.

Potential nuance: The member had colon cancer resected in 2019. He had surveillance colonoscopy in 2025. Required exclusion E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. Yes, any history of colorectal cancer excludes, regardless of resection or surveillance. So excluded.

But wait, does a history of colorectal cancer remove from denominator? Yes E1 required exclusion. So status excluded. Good.

Now let's consider whether member is "not_eligible" due to age? Age 66 is eligible. Continuous enrolment yes. So not not_eligible.

Now consider if because he had colorectal cancer, maybe he is not in eligible population? No, eligible population age and enrolment. Exclusions remove from denominator after entering. The spec: "REQUIRED EXCLUSIONS ... E1. Colorectal cancer any time on or before 2026-12-31." So excluded.

Now check reason wording. We need "one sentence, under 30 words, naming the specific criterion or date that decided it". Should we say "Meets required exclusion E1 for colorectal cancer (C18.7) diagnosed 2019-02-28." That names criterion and date (diagnosis date). Does not mention before 2026-12-31, but C18.7 is in C18-C21 and date 2019 is before. The decided criterion is E1. The date that decided it is 2019-02-28. Could also mention "before 2026-12-31". Let's craft: "Meets required exclusion E1: colorectal cancer (C18.7, sigmoid colon) diagnosed 2019-02-28, before 2026-12-31." Word count: Meets(1) required(2) exclusion(3) E1:(4) colorectal(5) cancer(6) (C18.7,(7) sigmoid(8) colon)(9) diagnosed(10) 2019-02-28,(11) before(12) 2026-12-31.(13) Good. It's one sentence. Under 30 words. It names criterion "required exclusion E1" and date "2019-02-28". It also says before 2026-12-31. That's fine.

Check if "C18.7, sigmoid colon" inside parentheses includes comma; word count maybe C18.7(6) comma? We count tokens? Usually words separated by spaces. "(C18.7," is one token maybe. Let's not overthink; definitely under 30.

Now, JSON output: exactly one fenced JSON code block and nothing else. No preamble, no commentary before or after. Use JSON null? Not needed. Need ensure valid JSON. The reason string with parentheses and comma: "Meets required exclusion E1: colorectal cancer (C18.7, sigmoid colon) diagnosed 2019-02-28, before 2026-12-31." In JSON, double quotes outside, internal quotes none. Commas inside string are fine. Parentheses fine. Period at end inside string. That's okay.

Let's double-check scoring: They compare fields against gold answer. The status field: "excluded". The reason is prose; they likely check for inclusion of key elements? But scoring mechanical: parse JSON and compare fields. For reason string maybe exact match? Wait "A grader parses the JSON block and compares fields against a gold answer. Nothing outside the JSON block is read, and no credit is given for reasoning that is correct on the way to a field that is wrong." For strings like reason, they might do some matching? Usually exact match or contains? The instruction: "reason string — one sentence, under 30 words, naming the specific criterion or date that decided it". It doesn't say exact match required? But grader compares fields against a gold answer. For free-text reason, maybe gold has a canonical answer and they check exact? But more likely they have some fuzzy or check key tokens? The harness says mechanical compare fields. If exact string compare, we need guess the gold answer's wording? That seems impossible. But typically in these tasks, the reason is evaluated by exact match or maybe substring? Let's examine similar? It says "Where a task asks which rules drove a decision, the set of rules you cite is scored, not just the decision." That suggests for rule citations, it's a set. For reason, it's a string. There is a gold answer string. We need try to match likely gold phrasing. How would a health plan analyst phrase? Let's think.

The task family: Required JSON keys status, reason. "reason string — one sentence, under 30 words, naming the specific criterion or date that decided it". Gold answer probably: "Excluded: meets E1 (colorectal cancer C18.7 diagnosed 2019-02-28)." Or "Meets exclusion E1: colorectal cancer diagnosed 2019-02-28." We need produce something. If exact match, we can't be sure. But maybe they compare normalized or check for keywords? The scoring description: "A grader parses the JSON block and compares fields against a gold answer." For strings, if not exact, might be marked wrong. But we must choose best. Let's attempt to write a concise reason that hits the criterion and date exactly as in measure: E1 and 2019-02-28. The measure says: "E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31." The member history: "2019-02-28 Diagnosis C18.7, sigmoid colon cancer. Resected."

Gold reason might be: "Meets exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28." Or "Excluded for E1 colorectal cancer (C18.7) diagnosed 2019-02-28." Let's count words.

Maybe they want status "excluded" and reason "Meets required exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28." Wait, the instructions say: "reason string — one sentence, under 30 words, naming the specific criterion or date that decided it". It doesn't require writing "Meets". It should name criterion (E1) or date (2019-02-28). So a sentence naming both is good.

Let's consider if they expect "Excluded under E1 for colorectal cancer (C18.7) diagnosed 2019-02-28." That names criterion E1 and date. Let's check words: Excluded(1) under(2) E1(3) for(4) colorectal(5) cancer(6) (C18.7)(7) diagnosed(8) 2019-02-28.(9) That's 9. Very concise. Does it mention "before 2026-12-31"? Not necessary; the criterion is E1. But date decided it is 2019-02-28. I think either is fine. To be safe, include both: "Excluded under E1 for colorectal cancer (C18.7) diagnosed 2019-02-28, before 2026-12-31." Words: Excluded1 under2 E1(3) for4 colorectal5 cancer6 (C18.7)7 diagnosed8 2019-02-28,9 before10 2026-12-31.11 That's 11. Good.

But maybe the grader expects reason to state "E1" not "exclusion E1"? The exclusion IDs are E1, E2, E3, E4. The required exclusions section says "E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31." So criterion is E1. Good.

Let's double-check member age on 2026-12-31: DOB 1960-12-14. On 2026-12-14 turns 66. On 2026-12-31 is 66. Yes. Eligible population age 46-75. So age eligible. If someone is 66, E4 requires age 66 or older AND both frailty and advanced illness. Not met. So no E4.

But wait: The numerator N5 colonoscopy during 2026 or the nine years prior (ten-year window). The member had surveillance colonoscopy 2025-11-06. But he had colon cancer resected in 2019. Does a surveillance colonoscopy after cancer count as a screening? The numerator for CRC screening usually excludes surveillance? But the measure spec as supplied says: N5. Colonoscopy during 2026 or the nine years prior (ten-year window). It doesn't say "screening" colonoscopy vs surveillance. It says colonoscopy. So it would meet N5. However, because of exclusion E1, excluded. We don't need to evaluate numerator. But if the grader expects denominator? Wait: In some measures, members with a history of colorectal cancer or total colectomy are excluded from the denominator because they are not due for screening; the numerator is irrelevant. Yes.

One nuance: The record says "2019-02-28 Diagnosis C18.7, sigmoid colon cancer. Resected." C18.7 is colon cancer. Exclusion E1 says "Colorectal cancer (C18-C21) any time on or before 2026-12-31." Resected doesn't matter.

Now ensure output only JSON code block. Use ```json ... ```.

Let's draft final:

```json
{
  "status": "excluded",
  "reason": "Excluded under E1 for colorectal cancer (C18.7) diagnosed 2019-02-28, before 2026-12-31."
}
```

Check status values: "excluded" is in list: "excluded" meets a required exclusion, so removed from the denominator. Yes.

Wait: The status list says:
"compliant" in the denominator, not excluded, and meets the numerator
"non_compliant" in the denominator, not excluded, does not meet the numerator
"excluded" meets a required exclusion, so removed from the denominator
"not_eligible" never enters the denominator (age, event, or enrolment)

Our member meets a required exclusion, removed from denominator. Status "excluded". Correct.

Now check reason length: Under 30 words. Let's count precisely tokens by spaces:
"Excluded under E1 for colorectal cancer (C18.7) diagnosed 2019-02-28, before 2026-12-31."
Split by spaces:
1 Excluded
2 under
3 E1
4 for
5 colorectal
6 cancer
7 (C18.7)
8 diagnosed
9 2019-02-28,
10 before
11 2026-12-31.
That's 11 tokens. Good. One sentence ending with period. No internal period. Good.

Wait, the date 2019-02-28 has a comma after it inside the string; JSON allows comma. The period at end is inside string. It's fine.

Do we need to include "sigmoid colon"? The diagnosis is C18.7, sigmoid colon cancer. The exclusion is C18-C21. C18.7 is enough. Maybe the gold reason says "sigmoid colon cancer" but we can state C18.7. The record: "Diagnosis C18.7, sigmoid colon cancer." Maybe reason: "Excluded under E1 for colorectal cancer (C18.7, sigmoid colon) diagnosed 2019-02-28, before 2026-12-31." Let's count: Excluded1 under2 E1(3) for4 colorectal5 cancer6 (C18.7,7 sigmoid8 colon)9 diagnosed10 2019-02-28,11 before12 2026-12-31.13 Still under 30. But "(C18.7, sigmoid colon)" has a comma inside parentheses. That's okay. It names C18.7 and sigmoid colon. Which is better? The criterion is C18-C21; C18.7 is a code. The record says "Diagnosis C18.7, sigmoid colon cancer." The specific criterion is E1; the date is 2019-02-28. They ask naming the specific criterion or date that decided it. C18.7 is not required but helpful. Keep it simple: "Excluded under E1 for colorectal cancer (C18.7) diagnosed 2019-02-28, before 2026-12-31." This names E1 and date. Good.

But maybe they want "Meets exclusion E1" rather than "Excluded under E1". Both indicate. The status already says excluded; reason can say "Meets required exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28, before 2026-12-31." Let's decide. The instruction: "reason string — one sentence, under 30 words, naming the specific criterion or date that decided it". It doesn't require starting with "Excluded". Since status field conveys excluded, the reason should explain why. "Meets required exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28, before 2026-12-31." That is a sentence. It names criterion E1. It might be more precise: "required exclusion E1". The term "required exclusion" is in spec. Let's use: "Meets required exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28, before 2026-12-31." Count: Meets1 required2 exclusion3 E1:4 colorectal5 cancer6 (C18.7)7 diagnosed8 2019-02-28,9 before10 2026-12-31.11 11 words. Good. It doesn't repeat excluded, but status is excluded. This seems like a strong reason.

However, if the gold answer's reason is "Excluded under E1..." and the grader does exact match, both are not exact. But I cannot know. Usually these tasks accept any string that meets constraints? The scoring says mechanical compare fields against a gold answer. If string compare exact, free text is impossible. So maybe they use a fuzzy matcher or check for key values. In prior similar prompts (not shown), reasons are likely evaluated by exact match? Wait, the instruction: "Where a task asks which rules drove a decision, the set of rules you cite is scored, not just the decision." For reason string, maybe the gold answer is a specific sentence and they check if it's "close enough"? But they said mechanical. Could be that the reason field is not strictly compared for exact text but maybe they check that it contains the criterion/date? The prompt says "naming the specific criterion or date that decided it". So as long as the criterion and date appear, it's fine. So include both E1 and 2019-02-28. My sentence includes both. Good.

Let's verify no other keys needed. The task says: "Items drawn from measure QM-FUM require two further keys: 'met_7_day' boolean 'met_30_day' boolean. For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." Our measure is QM-CRC, not QM-FUM. The task header says "MEASURE QM-CRC — COLORECTAL CANCER SCREENING". So we should NOT add met_7_day/met_30_day. Adding them would be adding keys not asked for, which is penalized. So only status and reason.

Let's ensure JSON validity: Use curly braces, double quotes, no trailing comma. The code block fencing: exactly one fenced JSON code block and nothing else. So:

```json
{
  "status": "excluded",
  "reason": "Meets required exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28, before 2026-12-31."
}
```

Wait, check date format: dates ISO 8601. The reason contains 2019-02-28 and 2026-12-31, ISO. Good.

One more nuance: The member had "Surveillance colonoscopy, complete" on 2025-11-06. Does that affect numerator and maybe make them compliant, but exclusion overrides. The rule: "Exclusions are evaluated before the numerator. A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'." So yes, excluded.

Now final answer. Ensure no text outside. Use exactly fenced block. Should I include a newline after? It says exactly one fenced JSON code block and nothing else. So just the block. I'll output.

```json
{
  "status": "excluded",
  "reason": "Meets required exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28, before 2026-12-31."
}
```

Wait, is "before 2026-12-31" needed? The exclusion says "any time on or before 2026-12-31." The date 2019-02-28 is before. It's fine. If I want to be precise: "on or before 2026-12-31" instead of "before". Since 2019 is before, "before" is accurate but not quoting the criterion. Maybe say "any time on or before 2026-12-31" is long. The phrase "before 2026-12-31" is true. The criterion is E1, no need to restate full criterion. Good.

Let's finalize.
json{
  "status": "excluded",
  "reason": "Meets required exclusion E1: colorectal cancer (C18.7) diagnosed 2019-02-28, before 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Flash · Alibaba9.6s · 548 out | 6.5s · 327 out | 13.1s · 416 out
Attempt 1
Reasoning · 479 tokens
We need answer JSON only. Need evaluate QM-CRC member 40206. Need place member. Measure 2026. Age 46 through 75 as of 2026-12-31. DOB 1960-12-14 -> age 66 (actually born Dec 14 1960, on Dec 31 2026 age 66). In age. Continuous enrolment full year. Denominator eligible. Numerator: surveillance colonoscopy 2025-11-06 within 10-year look-back (2026 or nine years prior). That meets N5. But required exclusions evaluated before numerator. E1: Colorectal cancer C18-C21 any time on or before 2026-12-31. History: 2019-02-28 Diagnosis C18.7, sigmoid colon cancer. Resected. This qualifies exclusion. E4 age 66+ and both frailty and advanced illness documented during measurement year. Not documented, so no. So status excluded. reason one sentence under 30 words naming criterion/date. Items QM-FUM not relevant; don't include met_7_day/met_30_day unless QM-FUM. Need JSON block exactly. Ensure reason concise: "Excluded under E1 because colorectal cancer diagnosis C18.7 on 2019-02-28 occurred on or before 2026-12-31." Word count? Excluded1 under2 E13 because4 colorectal5 cancer6 diagnosis7 C18.7? maybe 8 on9 2019-02-28? 10 occurred11 on12 or13 before14 2026-12-31?15. OK. Could mention numerator irrelevant because exclusions before numerator. But reason naming criterion/date enough. Need not say not eligible. Output:
```json
{"status":"excluded","reason":"..."}
```
Double-check: Colorectal cancer any time on or before. Does resection matter? No. Excluded.
json{
  "status": "excluded",
  "reason": "Excluded under E1 because colorectal cancer diagnosis C18.7 on 2019-02-28 occurred on or before 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 255 tokens
We need answer JSON only. Need assess QM-CRC. Member DOB 1960-12-14, age as of 2026-12-31 = 66. Denominator age 46-75, continuous enrolment full year yes. Exclusions: E1 colorectal cancer C18-C21 any time on or before 2026-12-31. History diagnosis C18.7 2019-02-28. So excluded. Numerator not considered. reason one sentence under 30 words. Need JSON keys status reason only? It says items drawn from QM-FUM require two further keys, but this is QM-CRC, so no met_7_day/met_30_day. Return exactly one fenced JSON block no extra. Ensure reason under 30 words. "Excluded under E1 because member has a diagnosis of colorectal cancer C18.7 on 2019-02-28, prior to measurement year end." Count words? Excluded1 under2 E1? maybe punctuation? 15? fine. status excluded. Could reason concise.
json{
  "status": "excluded",
  "reason": "Excluded under E1 because the member has a colorectal cancer diagnosis C18.7 on 2019-02-28, prior to 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 348 tokens
We need answer JSON. Need analyze task. Member 40206 DOB 1960-12-14, age 66 on 2026-12-31. Measurement year 2026. Enrolment continuous full year. Eligible age 46-75 yes. Numerator: colonoscopy during 2026 or nine years prior (ten-year window) by look-back from 2026-12-31. Colonoscopy 2025-11-06 is within 2017-2026? Ten-year window measured back from 2026-12-31 includes 2026 and nine years prior likely 2017-01-01 through 2026-12-31. Yes 2025-11-06 meets N5. But exclusions: E1 Colorectal cancer C18-C21 any time on or before 2026-12-31. Diagnosis C18.7 2019-02-28. So excluded. Exclusions before numerator. Status excluded. Reason cite E1. Need no met keys (QM-FUM only). Must output exactly one fenced JSON block. Ensure reason under 30 words: "E1 colorectal cancer diagnosis C18.7 on 2019-02-28 occurred on or before 2026-12-31, excluding member." Count under 30. Good.
json{
  "status": "excluded",
  "reason": "E1 colorectal cancer diagnosis C18.7 on 2019-02-28 occurred on or before 2026-12-31, excluding member."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K2.6 · Moonshot4.3s · 755 out | 18.9s · 1,164 out | 34.8s · 1,812 out
Attempt 1
Reasoning · 627 tokens
 We need to parse the member record against measure QM-CRC.

Measure: QM-CRC — Colorectal Cancer Screening.
Measurement year: 2026-01-01 through 2026-12-31.

Denominator:
- Age 46 through 75 as of 2026-12-31.
- Continuous enrollment full measurement year with no more than one gap of up to 45 days.

Member 40206:
- DOB 1960-12-14. Age on 2026-12-31: 2026-12-31 minus 1960-12-14 = 66 years old. Meets age (46-75).
- Enrollment: 2026-01-01 through 2026-12-31, continuous. So meets continuous enrollment.

So denominator is satisfied.

Exclusions evaluated before numerator.

Required exclusions:
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31.
Member has diagnosis C18.7 on 2019-02-28. C18.7 is malignant neoplasm of sigmoid colon, which falls under C18-C20 (colon cancer). So E1 is met.

E2. Total colectomy any time on or before 2026-12-31.
No total colectomy documented. Not met.

E3. Hospice at any time during measurement year.
No hospice. Not met.

E4. Age 66+ as of 2026-12-31 AND both frailty and advanced illness documented during measurement year.
Member is 66 years old. No mention of frailty or advanced illness. So not met.

Since E1 is met, member is excluded.

Therefore status: "excluded".
Reason: one sentence, under 30 words, naming specific criterion or date that decided it.
"Diagnosis C18.7 on 2019-02-28 meets exclusion E1." Let's count words: Diagnosis C18.7 on 2019-02-28 meets exclusion E1. (9 words). Good.

Note: no need for "met_7_day" or "met_30_day" because this is not QM-FUM.

The task says: Items drawn from measure QM-FUM require two further keys. Since this is QM-CRC, we only need status and reason.

Check if there's any nuance: The member had a surveillance colonoscopy in 2025-11-06. Could this be numerator? N5: Colonoscopy during 2026 or the nine years prior (ten-year window). Look-back from 2026-12-31: 2016-12-31 to 2026-12-31. 2025-11-06 is within that window. However, exclusions are evaluated before numerator. Since E1 is met, member is excluded regardless of numerator.

So answer is JSON with status: "excluded", reason: "Diagnosis C18.7 on 2019-02-28 meets exclusion E1."

Double-check format: Exactly one fenced JSON code block. No extra commentary. Keys: "status", "reason". No extra keys.

Check reason length: under 30 words. Fine.

Let's construct JSON.

```json
{
  "status": "excluded",
  "reason": "Diagnosis C18.7 on 2019-02-28 meets exclusion E1."
}
```

That's it.
json{
  "status": "excluded",
  "reason": "Diagnosis C18.7 on 2019-02-28 meets exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,118 tokens
We need to determine status for measure QM-CRC (Colorectal Cancer Screening) for member 40206.

Let's parse the member record:

- DOB: 1960-12-14. Age as of 2026-12-31: 2026-12-31 minus 1960-12-14 = 66 years old. Actually, they turn 66 on 2026-12-14, so as of 2026-12-31 they are 66. Yes, 66.
- Enrolment: 2026-01-01 through 2026-12-31, continuous. So continuous enrolment for the full measurement year, no gaps. So denominator eligible based on age and enrollment.
- History:
  - 2019-02-28 Diagnosis C18.7, sigmoid colon cancer. Resected.
  - 2025-11-06 Surveillance colonoscopy, complete.
- No hospice.

Now apply measure spec:

Denominator: Age 46 through 75 as of 2026-12-31. Member is 66, so in denominator.
Continuous enrollment: full measurement year with no more than one gap up to 45 days. Enrolled 2026-01-01 through 2026-12-31 continuous. So meets.

Required Exclusions evaluated before numerator:

E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31.
Member has diagnosis C18.7 on 2019-02-28. C18 is colon cancer. So this meets E1. Therefore excluded.

Wait, but is there any nuance? The spec says E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. Yes, C18.7 qualifies. So excluded.

But we must also check other exclusions just in case? Actually, status is excluded if meets any required exclusion. We already have E1. So status = "excluded".

We should check if the colonoscopy in 2025 counts for numerator? Exclusions are evaluated before numerator, so even if they had a numerator event, they are excluded. But let's verify: N5: Colonoscopy during 2026 or the nine years prior (ten-year window). 2025-11-06 is within 2026-12-31 lookback (2026-12-31 minus 9 years = 2017-12-31). So 2025-11-06 is within the window. So they would be compliant if not excluded. But because of E1, they are excluded.

Reason: Must be one sentence, under 30 words, naming the specific criterion or date that decided it.

We need to mention E1 and the diagnosis date or code. For example: "Diagnosis C18.7 on 2019-02-28 meets exclusion E1 for colorectal cancer." Let's count words: Diagnosis(1) C18.7(2) on(3) 2019-02-28(4) meets(5) exclusion(6) E1(7) for(8) colorectal(9) cancer(10). That's 10 words. Good.

Make sure no extra keys. Required keys: "status", "reason". No "met_7_day" or "met_30_day" because this is not QM-FUM. Wait, the prompt says "Items drawn from measure QM-FUM require two further keys". Since this is QM-CRC, we do not include those. So only status and reason.

Double-check: Could the resected cancer be considered history that doesn't count? The measure spec says "Colorectal cancer (C18-C21) any time on or before 2026-12-31." It doesn't say "active" or "current". History counts. So E1 applies.

Also check E4: Age 66 or older AND both frailty and advanced illness. Member is 66 but no mention of frailty or advanced illness. So E4 not met.

E2: Total colectomy any time. No evidence.
E3: Hospice any time during measurement year. No hospice.

So final answer: status "excluded", reason "Diagnosis C18.7 on 2019-02-28 meets exclusion E1 for colorectal cancer."

Wait, under 30 words: yes.

Make sure JSON formatting is correct. Exactly one fenced JSON code block and nothing else.

```json
{
  "status": "excluded",
  "reason": "Diagnosis C18.7 on 2019-02-28 meets exclusion E1 for colorectal cancer."
}
```

That seems correct.

Wait, let's re-read the instruction: "Answer only from the material in the prompt." The member record gives "Diagnosis C18.7, sigmoid colon cancer." So we can cite that.

Also check if the spec requires the reason to name the specific criterion or date that decided it. So naming E1 is correct.

One nuance: The member is exactly 66 as of 2026-12-31. Age 66 is "66 or older" for E4. But E4 requires both frailty and advanced illness. Not present. So irrelevant.

Everything looks good.
json{
  "status": "excluded",
  "reason": "Diagnosis C18.7 on 2019-02-28 meets exclusion E1 for colorectal cancer."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,499 tokens
The user wants me to evaluate a member against the QM-CRC (Colorectal Cancer Screening) measure specification.

 Let me analyze the member record:
 - Member ID: 40206
 - DOB: 1960-12-14
 - Age on 2026-12-31: 66 years old (born Dec 14, 1960, so turns 66 on Dec 14, 2026). Wait, the prompt says "so 66 years old on 2026-12-31". Let me verify: 2026 - 1960 = 66. Yes, 66 years old.
 - Enrolment: 2026-01-01 through 2026-12-31, continuous. No gaps mentioned, so meets continuous enrolment requirement.
 - History:
   - 2019-02-28: Diagnosis C18.7 (sigmoid colon cancer). This is colorectal cancer (C18-C21).
   - 2025-11-06: Surveillance colonoscopy, complete.
   - No hospice.

 Denominator eligibility:
 - Age: 46 through 75 years as of 2026-12-31. Member is 66. Eligible.
 - Continuous enrolment: full measurement year with no more than one gap of up to 45 days. Enrolment is 2026-01-01 through 2026-12-31, continuous. So eligible.

 Exclusions:
 - E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. Member has diagnosis C18.7 on 2019-02-28. C18.7 is malignant neoplasm of sigmoid colon, which falls under C18 (malignant neoplasm of colon). So this meets E1.
 - E2: Total colectomy any time on or before 2026-12-31. History mentions "Resected" but doesn't specify total colectomy. However, E1 already applies.
 - E3: Hospice at any time during measurement year. No hospice. Not met.
 - E4: Age 66+ AND both frailty and advanced illness documented during measurement year. Member is 66, but no mention of frailty or advanced illness. Not met.

 Since E1 is met, the member is excluded.

 Important note: "Exclusions are evaluated before the numerator." And "A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'."

 So status = "excluded".
 Reason: Need one sentence under 30 words naming the specific criterion or date that decided it.
 - "History of colorectal cancer C18.7 diagnosed 2019-02-28." or "Colorectal cancer diagnosis C18.7 on 2019-02-28." 
 - Let me count words: "Colorectal cancer diagnosis C18.7 on 2019-02-28." = 7 words. Good.
 - Or "Diagnosis C18.7 on 2019-02-28 meets exclusion E1." = 8 words.

 Since this is not QM-FUM, I don't need met_7_day or met_30_day keys.

 Required JSON keys:
 - status: "excluded"
 - reason: string (one sentence, under 30 words)

 Let me double-check the age calculation:
 DOB: 1960-12-14
 As of 2026-12-31: 2026-12-31 minus 1960-12-14 = 66 years, 17 days. So yes, 66 years old. The prompt explicitly says "so 66 years old on 2026-12-31." So they are in the denominator age range (46-75).

 Wait, is C18.7 specifically colorectal cancer? C18 is malignant neoplasm of colon. C18.7 is sigmoid colon. Yes, that's colorectal cancer. The exclusion says "Colorectal cancer (C18-C21) any time on or before 2026-12-31." So the member meets this exclusion.

 Therefore:
 status: "excluded"
 reason: "Colorectal cancer diagnosis C18.7 on 2019-02-28."

 Or maybe just: "History of colon cancer C18.7 diagnosed 2019-02-28." 
 Actually, the measure says "Colorectal cancer (C18-C21)". So I should reference that it's colorectal cancer.

 "Diagnosis C18.7 on 2019-02-28 qualifies for exclusion E1." = 9 words.
 "Member has history of colorectal cancer C18.7." = 7 words.

 Let me keep it factual and specific. "Colorectal cancer diagnosis C18.7 on 2019-02-28." That's 6 words and names the criterion.

 Wait, the prompt says "naming the specific criterion or date that decided it". So I should mention E1 or the content of E1.

 "Exclusion E1: colorectal cancer diagnosis C18.7 on 2019-02-28." = 9 words. Good.

 Actually, looking at the output contract, it says "The keys required in that object are given by the task. Include every required key. Do not add keys that were not asked for."

 For QM-CRC, only status and reason are required. (QM-FUM requires the extra two keys, but this is QM-CRC).

 So final JSON:
 {
   "status": "excluded",
   "reason": "Exclusion E1: colorectal cancer diagnosis C18.7 on 2019-02-28."
 }

 Let me check word count: Exclusion(1) E1:(2) colorectal(3) cancer(4) diagnosis(5) C18.7(6) on(7) 2019-02-28.(8) = 8 words. Under 30.

 Alternative: "Diagnosis code C18.7 on 2019-02-28 meets exclusion E1." = 9 words. Also good.

 I'll go with: "Colorectal cancer diagnosis C18.7 on 2019-02-28 meets exclusion E1." = 9 words.

 Or simpler: "History of colorectal cancer (C18.7) diagnosed 2019-02-28." = 7 words.

 But the glossary says "reason: string — one sentence, under 30 words, naming the specific criterion or date that decided it". Mentioning the exclusion criterion explicitly seems safest.

 "E1 colorectal cancer diagnosis C18.7 on 2019-02-28." That's 7 words.

 I think: "E1: colorectal cancer diagnosis C18.7 on 2019-02-28." is clear and short.

 Let me verify once more if there's any ambiguity about "C18-C21" range. C18.7 is definitely in C18. So yes.

 Also, should I consider whether the 2025-11-06 colonoscopy puts them in the numerator? The instruction says: "Exclusions are evaluated before the numerator. A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'." So even if the colonoscopy counts for N5 (colonoscopy during 2026 or nine years prior), the member is excluded because of E1.

 The colonoscopy was 2025-11-06. The lookback window from 2026-12-31 for N5 is during 2026 or the nine years prior (ten-year window). 2017-01-01 to 2026-12-31. 2025-11-06 falls in that window. So yes, the member would also meet the numerator, but exclusion takes precedence.

 Status is definitely "excluded".

 Final check: The member is 66 as of 2026-12-31. Age range is 46-75. So denominator eligible. Continuous enrollment met. So enters denominator, then excluded.

 JSON output only, no preamble.

 ```json
 {
   "status": "excluded",
   "reason": "E1: colorectal cancer diagnosis C18.7 on 2019-02-28."
 }
 ```

 I think that's solid.
json{
  "status": "excluded",
  "reason": "E1: colorectal cancer diagnosis C18.7 on 2019-02-28."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V4 Pro · DeepSeek5.9s · 517 out | 6.8s · 433 out | 6.3s · 399 out
Attempt 1
Reasoning · 469 tokens
We are asked to apply measure QM-CRC. Member DOB 1960-12-14, so on 2026-12-31, they are 66 years old (turns 66 on 2026-12-14). So age is within 46-75 range, meets age criterion. Continuous enrolment: they have full year 2026, no gap, so meets. So they are initially in denominator.

Now exclusions:

E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. Member has diagnosis C18.7 in 2019, which is C18.7 - malignant neoplasm of sigmoid colon. That is colorectal cancer. So they meet exclusion E1.

E2: Total colectomy - not mentioned, so no.

E3: Hospice - none.

E4: Age 66+ as of 2026-12-31, they are 66, so that's met. Need both frailty and advanced illness documented during measurement year. No mention of frailty or advanced illness diagnoses in 2026. They had a colonoscopy in 2025 but that's not measurement year. No evidence of frailty or advanced illness. So E4 not met.

Since they meet E1, they are excluded. So status = "excluded".

Reason: "Met exclusion E1: history of colorectal cancer (C18.7 diagnosed 2019-02-28)."

For QM-FUM keys, the task says "Items drawn from measure QM-FUM require...", but this is QM-CRC, not QM-FUM. So we don't need those keys. The required JSON keys are status and reason. No mention of met_7_day/met_30_day for this measure. So output only status and reason.

Thus, answer:

{
  "status": "excluded",
  "reason": "Excluded due to colorectal cancer diagnosis C18.7 on 2019-02-28 (exclusion E1)."
}

Shorten to under 30 words. "Excluded due to colorectal cancer diagnosis C18.7 on 2019-02-28 (exclusion E1)." That's 10 words. Good.
json{
  "status": "excluded",
  "reason": "Excluded due to colorectal cancer diagnosis C18.7 on 2019-02-28 (exclusion E1)."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 391 tokens
We are asked to evaluate member 40206 against measure QM-CRC for measurement year 2026. The member is 66 on 2026-12-31 (DOB 1960-12-14, so age 66 exactly on that date). Continuous enrolment all year.

First, check eligible population: age 46-75, continuous enrolment. Yes, age 66, enrolled all year. So initially eligible.

Now check required exclusions. The measure has exclusions E1 to E4.

E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. Member has diagnosis C18.7 on 2019-02-28, which is a colon cancer code within C18-C21. That is colorectal cancer. So E1 applies. Exclusions are evaluated before numerator. The member meets exclusion E1, so they are "excluded", not "compliant" or "non_compliant". Reason: "Diagnosis C18.7 on 2019-02-28 (colorectal cancer) per exclusion E1."

Note: E4 also requires age 66+ and both frailty and advanced illness. There's no mention of frailty or advanced illness in the record. So E4 does not apply. But E1 is sufficient.

Thus status: excluded. Reason: a sentence naming the specific criterion or date. I'll say "Colorectal cancer diagnosis C18.7 on 2019-02-28 triggers exclusion E1."

The task is only QM-CRC, not QM-FUM, so no additional keys required. The required keys are "status" and "reason". So final JSON:

```json
{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 triggers exclusion E1."
}
```
json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis C18.7 on 2019-02-28 triggers exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 354 tokens
We are given member 40206, DOB 1960-12-14, so as of 2026-12-31, age 66. Enrolment continuous full year. Diagnosis C18.7 on 2019-02-28 (colorectal cancer). Colonoscopy on 2025-11-06.

Measure QM-CRC: eligible population: age 46-75, continuous enrolment. This member meets denominator criteria: age 66, enrolled full year with no gaps. So they are in denominator.

Exclusions: E1: colorectal cancer any time on or before 2026-12-31. Yes, diagnosis C18.7 in 2019. So exclusion applies. Thus member is excluded.

E2: total colectomy? Not mentioned. E3: hospice? No. E4: age 66+ AND both frailty and advanced illness. Not mentioned, so not relevant.

Since E1 is met, member is excluded. Status: "excluded". Reason: "Colorectal cancer diagnosis (C18.7) on 2019-02-28, meets exclusion E1." Under 30 words.

The task also says: "Items drawn from measure QM-FUM require two further keys..." but this is QM-CRC, not QM-FUM. So no need for those keys. The output keys are just "status" and "reason". The prompt says "Reply with exactly one fenced JSON code block and nothing else." So output JSON with status and reason.

Thus: {"status": "excluded", "reason": "Colorectal cancer diagnosis (C18.7) on 2019-02-28, meets exclusion E1."}
json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis (C18.7) on 2019-02-28, meets exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Luna · OpenAI3.3s · 88 out | 2.2s · 102 out | 1.6s · 109 out
Attempt 1
Reasoning · 47 tokens
**Clarifying QM-CRC Output Requirements**

I need to ensure my output includes the keys required for the QM-CRC status reason. The age eligibility is for those between 46-75, and they must be continuous. If there’s a cancer diagnosis at any time, that person should be excluded. I have to be specific while keeping the reason under 30 words and also include the relevant date. Finally, I’ll ensure the output is in exact JSON format.
json{"status":"excluded","reason":"Excluded under E1 because colorectal cancer diagnosis C18.7 was documented on 2019-02-28."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status":"excluded","reason":"Excluded under E1 because colorectal cancer diagnosis C18.7 was documented on 2019-02-28."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status":"excluded","reason":"Excluded for colorectal cancer (C18.7) documented on 2019-02-28."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V4 Flash · DeepSeek2.0s · 267 out | 3.9s · 565 out | 5.7s · 325 out
Attempt 1
Reasoning · 220 tokens
We need answer JSON. Need determine status for QM-CRC. Member DOB 1960-12-14, as of 2026-12-31 age 66. Enrolment continuous. History: 2019-02-28 Diagnosis C18.7 sigmoid colon cancer. Exclusion E1 colorectal cancer (C18-C21) any time on or before 2026-12-31. Yes, C18.7 is colorectal cancer. So excluded, removed from denominator. Even though colonoscopy in 2025 (within 10-year window) numerator might be met, exclusion evaluated before numerator => excluded. Need status "excluded", reason under 30 words naming specific criterion/date. Need not include QM-FUM keys because task family QM-CRC doesn't require met_7_day/met_30_day. So JSON with status, reason. Reason: "Diagnosis C18.7 sigmoid colon cancer on 2019-02-28 meets exclusion E1 (colorectal cancer)." Under 30 words. Ensure no extra keys.
json{"status": "excluded", "reason": "Diagnosis C18.7 sigmoid colon cancer on 2019-02-28 meets exclusion E1 (colorectal cancer)."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 450 tokens
We need answer JSON exactly. Need evaluate QM-CRC. Need member 40206 DOB 1960-12-14, age 66 on 2026-12-31. Continuous enrollment. History: 2019-02-28 Diagnosis C18.7 sigmoid colon cancer, resected. 2025-11-06 surveillance colonoscopy complete. No hospice.

Measure QM-CRC. Eligible population age 46-75 as of 2026-12-31, full enrollment. Member age 66 yes enrollment continuous. Numerator any one: colonoscopy during 2026 or nine years prior (ten-year window). back from 2026-12-31 => 2017-01-01? Actually "during 2026 or the nine years prior (ten-year window)" from 2026-12-31 nine years prior: 2017-12-31? Wait need determine look-back ten-year window measured back from 2026-12-31. For colonoscopy during 2026 or nine years prior (ten-year window). Nine years prior to 2026 would be 2017-2025 inclusive? "during 2026 or the nine years prior" = 2026 plus previous 9 calendar years: 2017-2025, total 10 years. So colonoscopy 2025-11-06 is within window, numerator met.

Exclusions: E1 colorectal cancer (C18-C21) any time on or before 2026-12-31. Member has C18.7 diagnosis 2019, so exclusion. E2 total colectomy no. E3 hospice no. E4 age>=66 AND both frailty and advanced illness during 2026? No info, likely no. Since exclusion E1 met, status "excluded"; numerator met but excluded wins. Reason must name specific criterion/date: colorectal cancer (C18.7) diagnosed 2019, before threshold; so excluded. Need JSON keys for QM-CRC? Task family says Items drawn from QM-FUM require two further keys. This is QM-CRC not QM-FUM, so no met_7_day etc. Need status, reason. Exactly one fenced JSON code block. No extra. Reason under 30 words. Could mention "History of sigmoid colon cancer (C18.7) on 2019-02-28 meets exclusion E1; excluded despite screening." Need ensure one sentence under 30 words.
json{"status": "excluded", "reason": "Diagnosis of sigmoid colon cancer (C18.7) on 2019-02-28 meets exclusion E1, so excluded despite screening."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 248 tokens
We need to evaluate member against QM-CRC. Measure year 2026. Member DOB 1960-12-14, age on 2026-12-31: 66 years old (since birthday Dec 14, 2026). So age 66, in range 46-75. Continuous enrolment full year, no gaps. So denominator eligible.

Now exclusions: E1 colorectal cancer C18-C21 any time on or before 2026-12-31. They have C18.7 sigmoid colon cancer on 2019-02-28. That is colorectal cancer (C18). So meets E1. Therefore excluded from denominator. Status = "excluded". Reason: has diagnosis of colorectal cancer (C18.7) prior to measurement year.

Check other exclusions: total colectomy? Not mentioned. Hospice? No. Age 66+ with frailty and advanced illness? No documentation. So only E1.

Thus status excluded. For QM-CRC, no extra keys required (only QM-FUM requires met_7_day and met_30_day). So just status and reason.

Reason: one sentence under 30 words. "Diagnosis of C18.7 sigmoid colon cancer on 2019-02-28 meets exclusion E1." That's under 30 words.

Output JSON.
json{
  "status": "excluded",
  "reason": "Diagnosis of C18.7 sigmoid colon cancer on 2019-02-28 meets exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Haiku 4.5 · Anthropic15.9s · 1,515 out | 11.6s · 749 out | 16.4s · 1,262 out
Attempt 1
Reasoning · 1,475 tokens
Let me work through this quality measure step by step.

MEASURE: QM-CRC — COLORECTAL CANCER SCREENING
Measurement year: 2026-01-01 through 2026-12-31

MEMBER 40206:
- Date of birth: 1960-12-14
- Age on 2026-12-31: 66 years old
- Enrolment: 2026-01-01 through 2026-12-31, continuous (meets continuous enrolment requirement)
- History:
  - 2019-02-28: Diagnosis C18.7 (sigmoid colon cancer), resected
  - 2025-11-06: Surveillance colonoscopy, complete
  - No hospice

STEP 1: DETERMINE IF MEMBER IS IN DENOMINATOR

Eligible population (denominator) requirements:
1. Age: 46 through 75 years as of 2026-12-31
   - Member is 66 years old on 2026-12-31 ✓ (within range)

2. Continuous enrolment: the full measurement year with no more than one gap of up to 45 days
   - Member enrolled 2026-01-01 through 2026-12-31, continuous ✓

Member IS in the denominator.

STEP 2: EVALUATE EXCLUSIONS (evaluated before numerator)

E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31
   - Member has C18.7 (sigmoid colon cancer) diagnosed 2019-02-28
   - This is colorectal cancer (C18 is within the C18-C21 range)
   - This was before 2026-12-31
   - MEMBER MEETS E1 EXCLUSION ✓

E2. Total colectomy any time on or before 2026-12-31
   - Not documented in the record, so E2 not met.

E3. Hospice at any time during the measurement year
   - Record explicitly states no hospice, so E3 not met.

E4. Age 66+ as of 2026-12-31 AND both frailty and advanced illness documented in 2026
   - Age qualifies (66), but neither frailty nor advanced illness appears anywhere in the record, so this combined criterion fails.

Since E1 alone is sufficient, the member qualifies for exclusion from the measure.

Status: excluded

Reason: colorectal cancer diagnosis (C18.7, from 2019) satisfies exclusion E1, no need to evaluate further once one exclusion is met. Checking word count on the draft reason keeps it comfortably under the 30-word limit.

Trying to tighten the phrasing to something like "Colorectal cancer history meets exclusion criterion E1" — concise enough at 7 words while still naming the deciding criterion, which is what the format calls for.

```json
{
  "status": "excluded",
  "reason": "Colorectal cancer history meets exclusion criterion E1."
}
```

This checks out: the sigmoid colon cancer diagnosis (C18.7) from 2019 falls before the cutoff date, satisfying E1, so the member is excluded from the denominator.

json{
  "status": "excluded",
  "reason": "Colorectal cancer history meets exclusion criterion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 695 tokens
Let me analyze this member against the QM-CRC measure specification.

STEP 1: Check if the member is in the eligible population (denominator)

Age check: Member born 1960-12-14, so on 2026-12-31 they are 66 years old. The requirement is "Age: 46 through 75 years as of 2026-12-31." 66 is within 46-75, so age eligibility is met. ✓

Continuous enrollment: "Continuous enrolment: the full measurement year with no more than one gap of up to 45 days."
Member enrollment is 2026-01-01 through 2026-12-31, continuous. This meets the requirement. ✓

The member enters the denominator.

STEP 2: Check for required exclusions

E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31.
The member has a history of "2019-02-28 Diagnosis C18.7, sigmoid colon cancer. Resected."
C18.7 is definitely within the range C18-C21 (colorectal cancer codes).
This exclusion applies. The member is excluded.

E2. Total colectomy any time on or before 2026-12-31.
Not documented in the record. Does not apply.

E3. Hospice at any time during the measurement year.
"No hospice" is explicitly stated. Does not apply.

E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year.
Member is 66 years old on 2026-12-31, so the age condition is met.
However, neither frailty nor advanced illness is documented in the record. This exclusion requires BOTH conditions to be present. Does not apply.

STEP 3: Determine status
Since E1 applies, the exclusion is met. Per the rules, exclusions take priority over the numerator - a member meeting both is "excluded", not "compliant". So this member's status is "excluded".

Reason: colorectal cancer diagnosis (C18.7, 2019-02-28) satisfies exclusion E1.

json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis (C18.7) on 2019-02-28 meets exclusion E1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,206 tokens
Let me work through this QM-CRC (Colorectal Cancer Screening) measure logic step by step.

**MEMBER DETAILS:**
- DOB: 1960-12-14
- Age as of 2026-12-31: 66 years old
- Enrollment: 2026-01-01 through 2026-12-31, continuous (no gaps)
- No hospice during measurement year

**STEP 1: CHECK ELIGIBILITY (DENOMINATOR)**

Age requirement: 46 through 75 years as of 2026-12-31
- Member is 66 years old on 2026-12-31 ��

Continuous enrollment: full measurement year with no more than one gap of up to 45 days
- 2026-01-01 through 2026-12-31, continuous enrollment ✓

**The member is eligible for the denominator.**

**STEP 2: CHECK EXCLUSIONS (evaluated before numerator)**

E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31
- 2019-02-28: Diagnosis C18.7, sigmoid colon cancer. Resected.
- C18.7 is within the range C18-C21 (colorectal cancer)
- This occurred on or before 2026-12-31
- **E1 IS MET - MEMBER IS EXCLUDED**

E2. Total colectomy any time on or before 2026-12-31
- No documentation of total colectomy
- E2 is NOT met

E3. Hospice at any time during the measurement year
- "No hospice"
- E3 is NOT met

E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year
- Member qualifies on age, but there's no record of frailty or advanced illness
- E4 is NOT met since both conditions are required together

**EXCLUSION DECISION:**
E1 alone is sufficient - the prior colorectal cancer diagnosis triggers exclusion. Per the guidance, a member meeting both an exclusion and the numerator is still classified as excluded, not compliant.

**STATUS: EXCLUDED**

**REASON:**
The documented C18.7 sigmoid colon cancer diagnosis from 2019 predates the 2026-12-31 measurement year end, satisfying the E1 exclusion criterion.

Drafting the response, I need the reason under 30 words, specific and dated: "Colorectal cancer (C18.7) diagnosed 2019, met E1 exclusion criterion" — checking word count, this lands around 9 words, concise enough.

Confirming C18.7 falls within the C18-C21 range (colon through anal cancers), sigmoid colon cancer qualifies under C18. This confirms E1 exclusion applies to the member.

json{
  "status": "excluded",
  "reason": "Colorectal cancer (C18.7) documented 2019-02-28 satisfies E1 exclusion."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V3.2 · DeepSeek2.8s · 60 out | 1.5s · 39 out | 1.3s · 53 out
Attempt 1
json{
  "status": "excluded",
  "reason": "History of colorectal cancer (C18) before 2026-12-31, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
    "status": "excluded",
    "reason": "History of colorectal cancer (C18.7) before 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "excluded",
  "reason": "Colorectal cancer diagnosis on or before 2026-12-31.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}