Parityhealth-plan operations benchmark
Quality measure logic · QM-008 · core

Colonoscopy inside the ten-year window

Record written for Parity against synthetic measure QM-CRC. Baseline; the look-back reaches back to 2017.

Field mean
94.0
across 28 models
Models scoring 100
25
of 28
Models scoring 0
1
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 40201. Date of birth 1968-04-02, so 58 years old on 2026-12-31.
Enrolment: 2026-01-01 through 2026-12-31, continuous.
History:
  2018-06-12  Colonoscopy, complete to the caecum, no polyps.
  2026-03-30  Office visit, no screening ordered.
No colorectal cancer, no colectomy, no hospice.
Gold answer and grader
json{
  "kind": "fields",
  "fields": {
    "status": "compliant"
  }
}

Every model's answer

Sorted by score. Open a row for the response and, where the vendor exposes it, the reasoning behind it.

100Claude Fable 5.1 · Anthropic7.0s · 183 out | 4.0s · 162 out | 5.5s · 165 out
Attempt 1
Reasoning · 90 tokens
[omitted]
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year N5 window (2017-01-01 through 2026-12-31); member is age 58, continuously enrolled, with no exclusions."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 88 tokens
[omitted]
json{"status":"compliant","reason":"Colonoscopy on 2018-06-12 falls within the ten-year N5 window (2017-01-01 through 2026-12-31); no exclusions apply."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 80 tokens
[omitted]
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year N5 window (2017-2026); member is age 58, continuously enrolled, and meets no exclusion."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.7 Flash · Google3.5s · 281 out | 4.6s · 315 out | 5.6s · 373 out
Attempt 1
Reasoning · 221 tokens
**Calculating Eligibility**

I've confirmed the member's DOB and current age, placing them squarely within the target age range. All enrollment and exclusion criteria have also been evaluated and met. I'm now focusing on gathering the necessary data for the numerator.

json{
  "status": "compliant",
  "reason": "Colonoscopy performed on 2018-06-12 falls within the ten-year look-back window through 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 255 tokens
**Analyzing Member Eligibility**

I'm currently assessing a member's eligibility based on their date of birth and enrolment period, confirming they meet the age and continuity criteria. I'm also verifying exclusions and have begun examining their colonoscopy history for numerator requirements.

json{
  "status": "compliant",
  "reason": "Member completed a colonoscopy on 2018-06-12, which falls within the 10-year look-back window through 2026."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 320 tokens
**Confirming Eligibility Criteria**

I'm focusing on the QM-CRC measure for 2026. The member's DOB confirms their age falls within the eligible range of 46-75 by year-end 2026. Their continuous enrollment throughout the entire measurement year also satisfies the denominator requirements. Next, I'll review potential exclusions.

json{
  "status": "compliant",
  "reason": "The member had a colonoscopy on 2018-06-12, which satisfies the ten-year look-back window requirement."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.5 · OpenAI2.1s · 156 out | 2.2s · 149 out | 2.5s · 170 out
Attempt 1
json{
  "status": "compliant",
  "reason": "2018-06-12 colonoscopy is within the ten-year look-back window ending 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "2018-06-12 colonoscopy falls within the ten-year look-back window ending 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window ending 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Sol · OpenAI1.2s · 50 out | 1.6s · 43 out | 1.2s · 43 out
Attempt 1
json{
  "status": "compliant",
  "reason": "The 2018-06-12 colonoscopy falls within the ten-year look-back window ending 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.6 · xAI7.7s · 471 out | 5.4s · 393 out | 5.1s · 388 out
Attempt 1
Reasoning · 426 tokens
The member is 58 years old on 2026-12-31, which is between 46 and 75. Continuous enrollment for the full year. So they're in the denominator.
json{"status": "compliant", "reason": "Age 58 with continuous 2026 enrolment; 2018-06-12 colonoscopy meets N5 ten-year window; no exclusions apply."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 352 tokens
The member is 58 years old on 2026-12-31, which is between 46 and 75. Continuous enrolment for the full year. So they're in the denominator.
json{"status": "compliant", "reason": "Age 58 and continuously enrolled; 2018-06-12 colonoscopy meets N5 ten-year window; no exclusions."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 346 tokens
The member is 58 years old on 2026-12-31, which is between 46 and 75. Continuous enrolment for the full year. So they're in the denominator.
json{"status": "compliant", "reason": "Age 58 with continuous 2026 enrolment; colonoscopy on 2018-06-12 meets N5 ten-year window."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.5 · xAI3.2s · 180 out | 3.8s · 198 out | 6.3s · 386 out
Attempt 1
Reasoning · 141 tokens
The member is 58 years old on 2026-12-31, which is within 46-75. Continuous enrolment full year. So eligible for denominator.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year numerator window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 156 tokens
The member is 58 years old on 2026-12-31, which is within 46-75. Continuous enrolment full year. No exclusions.
json{"status": "compliant", "reason": "Colonoscopy on 2018-06-12 falls within the ten-year numerator window ending 2026-12-31."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 339 tokens
The member is 58 years old on 2026-12-31, which is within 46-75. Continuous enrolment full year. No exclusions.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year numerator window ending 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.1 Pro · Google10.9s · 973 out | 6.2s · 449 out | 8.9s · 784 out
Attempt 1
Reasoning · 914 tokens
**My Thought Process for Evaluating MEMBER 40201 against the QM-CRC Measure**

Alright, the core task here is to determine if MEMBER 40201 is compliant with the QM-CRC measure for the 2026 measurement year. I need to meticulously work through the eligibility criteria, potential exclusions, and finally, the numerator requirements.

First, I'll establish the foundational details for the measurement year: January 1, 2026, to December 31, 2026. For MEMBER 40201, their date of birth is April 2, 1968, which makes them 58 years old as of December 31, 2026. This age is crucial for determining denominator eligibility.

Now, let's tackle the **denominator** – who is even eligible for this measure? The criteria state the member must be between 46 and 75 years old on December 31, 2026. My member is 58, so they fit perfectly within that age range. The second part of the denominator is continuous enrollment for the entire measurement year, with allowances for very brief gaps (up to 45 days). My member was continuously enrolled from January 1, 2026, through December 31, 2026. Therefore, MEMBER 40201 is definitively within the denominator.

Next, I need to check for any **exclusions** that would remove the member from consideration, even if they are in the denominator. I'll go through each exclusion:
*   E1: Colorectal cancer – The provided information indicates "No."
*   E2: Total colectomy – Also noted as "No."
*   E3: Hospice – "No."
*   E4: Age 66+ with frailty and advanced illness – My member is 58, so this exclusion doesn't apply.
Since none of the exclusion criteria are met, the member is not excluded.

Now for the critical part: the **numerator** – what action or event signifies compliance? I need to see if any of the specified screening methods were performed within the relevant timeframe.
*   N1: FOBT/FIT in 2026 – The record shows "No."
*   N2: Stool DNA in 2024-2026 – Also "No."
*   N3: Flexible sigmoidoscopy in 2022-2026 – "No."
*   N4: CT colonography in 2022-2026 – "No."
*   N5: Colonoscopy – This is where I need to be careful. The criteria are for a colonoscopy during 2026 OR in the nine years prior, which creates a ten-year lookback window from 2017 to 2026. I see that MEMBER 40201 had a colonoscopy on June 12, 2018. Is 2018 within the 2017-2026 window? Yes, it is. This is the key to compliance.

So, based on this, the member is **compliant**.

Now, I need to articulate the **reason** for compliance precisely, adhering to the constraints of being under 30 words and naming the specific criterion or date. My initial thought is: "Member had a colonoscopy in 2018, satisfying the 10-year lookback window for the numerator." That's a good start, but I can be more specific. I'll refine it to: "The member is compliant due to a colonoscopy on 2018-06-12, which satisfies the ten-year look-back window for criterion N5." This is exactly 19 words and clearly states the decisive factor.

Finally, I need to ensure the output is in the correct JSON format, with only the required keys: "status" and "reason." The prompt also clarified that since this is QM-CRC, I don't need to include keys like `met_7_day` or `met_30_day` which are specific to QM-FUM. My check confirms the measurement year and the ten-year lookback window are correctly interpreted.

Thus, the resulting JSON structure will be:
```json
{
  "status": "compliant",
  "reason": "The member is compliant due to a colonoscopy on 2018-06-12, which satisfies the ten-year look-back window for criterion N5."
}
```
Everything looks solid and aligned with the requirements.

json{
  "status": "compliant",
  "reason": "The member is compliant due to a colonoscopy on 2018-06-12, which satisfies the ten-year look-back window for criterion N5."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 393 tokens
**My Internal Thought Process for Assessing Member Compliance**

Alright, let's break down this member's case. First and foremost, I need to establish their current standing concerning the relevant age criteria. I've noted their birthdate is April 2nd, 1968, which means by December 31st, 2026, they'll be 58 years old. The established age bracket for the denominator is 46 to 75 years as of that same date. My member's age, 58, comfortably falls within this eligible range.

Next, I'm verifying their continuous enrollment. The provided data shows they were continuously enrolled from January 1st, 2026, through December 31st, 2026. This aligns perfectly with the requirement, confirming they are indeed part of the denominator population we're evaluating.

Now, onto the crucial exclusion criteria. I'm systematically running through each potential disqualifier.

*   **E1 (Colorectal Cancer):** No indication of a colorectal cancer diagnosis.
*   **E2 (Total Colectomy):** No history of a total colectomy.
*   **E3 (Hospice):** They are not currently in hospice care.
*   **E4 (Age 66+, Frailty + Advanced Illness):** They are not in the higher age bracket (66+) and exhibiting frailty combined with an advanced illness.

With no exclusions identified, I move to the numerator requirements. This is where we determine if they've met the screening criteria.

*   **N1 (FOBT or FIT in 2026):** No record of a FOBT or FIT test performed during 2026.
*   **N2 (sDNA in 2024-2026):** They haven't undergone an sDNA test within the specified 2024-2026 timeframe.
*   **N3 (Flexible Sigmoidoscopy in 2022-2026):** No flexible sigmoidoscopy documented for the period of 2022 to 2026.
*   **N4 (CT Colonography in 2022-2026):** Similarly, there's no CT colonography recorded within the 2022-2026 window.
*   **N5 (Colonoscopy in 2026 or prior nine years):** This is where it gets interesting. The requirement is for a colonoscopy within 2026 or the preceding nine years, creating a ten-year look-back window from 2017 to 2026. I've found a colonoscopy performed on June 12th, 2018. This date falls squarely within that crucial ten-year window.

Therefore, based on these checks, the member **is compliant**. The decisive factor here is the colonoscopy performed on June 12th, 2018, which successfully satisfies the ten-year look-back period for the numerator.

json{
  "status": "compliant",
  "reason": "The member had a colonoscopy on 2018-06-12, which meets the numerator requirement within the ten-year look-back window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 730 tokens
**My Thought Process for Evaluating MEMBER 40201 Against QM-CRC**

Alright, let's break down this member, 40201, and see if they tick the boxes for the QM-CRC quality measure. My goal here is to determine their status ("compliant" or "non-compliant") and provide a concise reason, ensuring I only include the "status" and "reason" keys, nothing extraneous like QM-FUM specific ones.

First, the **Denominator**. I need to check two things: age and continuous enrollment.
*   **Age:** The member's DOB is 1968-04-02. For the measurement year ending 2026-12-31, this puts them at 58 years old. The requirement is for individuals aged 46 through 75. So, yes, they meet the age criterion.
*   **Continuous Enrollment:** Their enrollment spans from 2026-01-01 through 2026-12-31, which is the full measurement year with no gaps exceeding 45 days. This criterion is also met.
*   **Conclusion on Denominator:** The member is definitely in the denominator for this measure.

Next, I'll move on to **Exclusions**. I'm looking for any conditions that would remove them from consideration for the quality measure.
*   **E1: Colorectal Cancer:** No indication of this.
*   **E2: Total Colectomy:** No indication of this.
*   **E3: Hospice:** No indication of this.
*   **E4: Age 66 or older + frailty + advanced illness:** Since they are 58, this exclusion doesn't apply.
*   **Conclusion on Exclusions:** The member is not excluded from this measure.

Now for the **Numerator**. This is where I check if they've met the screening requirements.
*   **N1: FOBT/FIT in 2026:** No records of this.
*   **N2: sDNA in 2024-2026:** No records of this.
*   **N3: Flex sig in 2022-2026:** No records of this.
*   **N4: CT colonography in 2022-2026:** No records of this.
*   **N5: Colonoscopy during 2026 or the nine years prior (a ten-year window from 2017-2026):** Ah, here's a hit. The member had a colonoscopy on 2018-06-12. Let's verify if this date falls within the specified ten-year window. The window is from January 1, 2017, to December 31, 2026. 2018-06-12 clearly falls within this period.
*   **Conclusion on Numerator:** Yes, the member meets the numerator criterion due to the colonoscopy in 2018.

**Final Determination and Output:**
Since the member is in the denominator and not excluded, and they meet a numerator criterion, they are **compliant**.

For the **Reason**, I need to be concise and directly state why they are compliant, keeping it under 30 words. The key piece of information is the colonoscopy date and how it satisfies the look-back period.
*   Initial thought: "The member had a colonoscopy on 2018-06-12, which satisfies the ten-year numerator window."
*   Refinement for clarity and conciseness: "The member is compliant because they had a colonoscopy on 2018-06-12, satisfying the ten-year look-back window." This is 17 words and captures the essence.

Finally, I'll construct the JSON output as requested, ensuring it's a single, fenced code block with only the required keys.

```json
{
  "status": "compliant",
  "reason": "The member is compliant because they had a colonoscopy on 2018-06-12, satisfying the ten-year look-back window."
}
```
This looks correct and adheres to all the specified constraints.

json{
  "status": "compliant",
  "reason": "The member had a colonoscopy on 2018-06-12, which falls within the ten-year numerator look-back window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 5 · Anthropic3.0s · 196 out | 3.1s · 204 out | 1011.4s · 183 out
Attempt 1
json{
  "status": "compliant",
  "reason": "N5 met: colonoscopy on 2018-06-12 falls within the ten-year look-back through 2026-12-31; no exclusions apply."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "N5 met: colonoscopy on 2018-06-12 falls within the ten-year look-back (2017-01-01 through 2026-12-31)."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status":"compliant","reason":"Colonoscopy on 2018-06-12 falls within the ten-year look-back (N5) ending 2026-12-31; no exclusions apply."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3 Flash · Google10.1s · 1,203 out | 16.5s · 1,945 out | 33.9s · 5,001 out
Attempt 1
Reasoning · 1,146 tokens
**My Thought Process for Determining CRC Screening Compliance**

My objective here is to meticulously evaluate a patient's compliance with the QM-CRC (Colorectal Cancer Screening) measure for the 2026 measurement year. I'm approaching this systematically, breaking down the criteria and comparing them against the available patient data.

First, I'm focusing on the **Denominator**. The measurement year is clearly defined as January 1, 2026, through December 31, 2026. For a patient to be included, they must be between 46 and 75 years old as of December 31, 2026, and have been continuously enrolled for the entire measurement year, allowing for a maximum of one gap of 45 days.

Now, I'm applying this to the specific patient. Their date of birth is April 2, 1968. To determine their age on December 31, 2026, I subtract their birth year from the end-of-year measurement: 2026 - 1968 = 58 years old. This age, 58, falls squarely within the 46-75 age range, so they meet that part of the denominator.

Next, I'm looking at their **Enrolment**. The records show they were enrolled from January 1, 2026, through December 31, 2026, which is continuous for the full measurement year. This also meets the denominator requirement.

Therefore, based on their age and continuous enrollment, this member **is in the denominator** for the QM-CRC measure.

Moving on to the **Numerator** criteria, the patient needs to meet at least one of the following conditions:
*   An FOBT/FIT test performed in 2026.
*   A Stool DNA test performed in 2024, 2025, or 2026 (a three-year window).
*   A Flexible Sigmoidoscopy performed between 2022 and 2026 (a five-year window).
*   A CT Colonography performed between 2022 and 2026 (a five-year window).
*   A Colonoscopy performed between 2017 and 2026 (a ten-year window).

I'm scanning the patient's clinical history for any of these services. I don't see any records for FOBT/FIT, Stool DNA, or Flexible Sigmoidoscopy within the specified periods. Similarly, there's no mention of a CT Colonography. However, I *do* find a **Colonoscopy performed on June 12, 2018**.

I need to check if this colonoscopy falls within the ten-year look-back window for numerator N5, which is 2017-2026. The end of the window is December 31, 2026. Subtracting nine years from this gives me January 1, 2017. Since June 12, 2018, falls between January 1, 2017, and December 31, 2026, this colonoscopy **meets the N5 numerator criterion**.

Now, I must consider the **Exclusions** to ensure the patient isn't incorrectly flagged as compliant. The exclusions are:
*   Having colorectal cancer (codes C18-C21) anytime on or before December 31, 2026.
*   Having undergone a total colectomy anytime on or before December 31, 2026.
*   Being in hospice during 2026.
*   Being aged 66 or older AND experiencing frailty or advanced illness during 2026.

I'm checking the patient's clinical history for any of these conditions. I see no record of colorectal cancer (C18-C21), no mention of a total colectomy, and no indication of hospice care in 2026. Regarding the fourth exclusion, the member is 58 years old, which is less than 66, so E4 does not apply to them.

Therefore, the member **is not excluded** from the measure.

Bringing it all together: the member is in the denominator, meets a numerator criterion (specifically N5, the colonoscopy in the 10-year window), and has no exclusions. This leads me to conclude that the member is **compliant** with the QM-CRC measure. The precise reason for compliance is that they underwent a colonoscopy on June 12, 2018, which falls within the required ten-year look-back window for numerator N5. This is a concise and accurate summary of their status.

json{
  "status": "compliant",
  "reason": "The member had a colonoscopy on 2018-06-12, which falls within the ten-year look-back window required for the numerator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,897 tokens
**My Thought Process for Assessing QM-CRC Compliance for Member 40201**

Alright, let's break down the evaluation for this member, 40201, against the QM-CRC measure for the 2026 measurement year. My primary goal is to determine if they are compliant and to articulate the precise reason why, in a concise manner suitable for JSON output.

First, I'm focusing on the **Denominator** criteria. This member needs to be between 46 and 75 years old as of December 31, 2026, and continuously enrolled for the entire measurement year, allowing for only one gap of up to 45 days.
*   The member's DOB is 1968-04-02. Calculating their age as of 2026-12-31: 2026 minus 1968 equals 58. This falls squarely within the 46-75 age range. So, age is good.
*   Their enrollment is stated as 2026-01-01 through 2026-12-31, which is continuous and covers the full measurement year. This also satisfies the enrollment requirement.
*   Therefore, the member *is* in the eligible population, the denominator.

Next, I need to check for any **Exclusions**. These are specific conditions that would remove an otherwise eligible member from the measure.
*   E1: Colorectal cancer (C18-C21) on or before 2026-12-31. The records indicate no history of cancer.
*   E2: Total colectomy on or before 2026-12-31. No history of colectomy is noted.
*   E3: Hospice during 2026. No hospice involvement is recorded.
*   E4: Age 66+ AND (frailty + advanced illness) during 2026. This member is 58, which is under 66, so this exclusion is not applicable regardless of their health status.
*   In summary, none of the exclusion criteria apply to this member. They are *not* excluded.

Now for the crucial part: the **Numerator**. This is where I determine if the member has met the screening requirement. They can satisfy this through *any one* of several options:
*   N1: FOBT/FIT in 2026. The records don't show this.
*   N2: Stool DNA test in 2024, 2025, or 2026. No record of this.
*   N3: Flexible sigmoidoscopy in 2022, 2023, 2024, 2025, or 2026 (five-year window). No record of this.
*   N4: CT colonography in 2022, 2023, 2024, 2025, or 2026 (five-year window). No record of this.
*   N5: Colonoscopy in 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, or 2026 (ten-year window). Aha! The member had a colonoscopy on 2018-06-12. I need to verify if this falls within the ten-year window for the 2026 measurement year. The window includes 2026 and the nine years prior: 2026, 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, and 2017. Yes, 2018-06-12 is within this established ten-year period.

So, the member *is compliant* because they met criterion N5.

Now, I need to formulate the JSON output. I'll need a "status" key and a "reason" key.
*   The "status" is clearly "compliant".
*   For the "reason", the prompt specifies "one sentence, under 30 words, naming the specific criterion or date that decided it." The decisive factor was the colonoscopy date and its relation to the look-back window. I considered a few options:
    *   "The member had a colonoscopy on 2018-06-12, which is within the 10-year look-back window." (15 words) - This is good.
    *   "Member had a colonoscopy on 2018-06-12, meeting the ten-year look-back criterion." (12 words) - This is even more concise and directly addresses the criterion. This feels like the best fit.

I also need to ensure I'm not including extraneous keys, like those for QM-FUM, based on the prompt's mention of a glossary. I've checked and confirmed that only "status" and "reason" are relevant here.

Finally, I'll assemble the JSON within a single fenced block.

```json
{
  "status": "compliant",
  "reason": "Colonoscopy performed on 2018-06-12 meets the ten-year look-back window criterion."
}
```
My self-correction phase was important: re-verifying the age calculation, confirming the exact years included in the ten-year window for the colonoscopy, and meticulously crafting the "reason" to be concise, accurate, and compliant with the output requirements. The final reason I selected is short, points to the specific date, and identifies the qualifying criterion.

json{
  "status": "compliant",
  "reason": "Colonoscopy performed on 2018-06-12 meets the ten-year look-back window criterion."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 4,944 tokens
**My Thought Process for Determining Compliance with QM-CRC Measure**

Okay, I need to figure out if Member 40201 is compliant with the QM-CRC (Colorectal Cancer Screening) measure for the measurement year 2026. I'll break this down systematically, checking eligibility, exclusions, and numerator criteria.

First, the **Measurement Year** is clearly defined as January 1, 2026, through December 31, 2026.

Next, I'll assess if this member falls into the **Eligible Population (Denominator)**.
*   **Age:** The requirement is for members aged 46-75 as of December 31, 2026. Member 40201 was born on April 2, 1968. Calculating their age on December 31, 2026: 2026 - 1968 = 58 years old. This falls squarely within the 46-75 age range. So, that criterion is met.
*   **Enrolment:** The member must have full year enrolment in 2026 with no more than one gap of 45 days. The record states their enrolment was from January 1, 2026, to December 31, 2026, which is continuous. This criterion is also met.
Therefore, Member 40201 is in the denominator.

Now, I need to check for any **Exclusions**. These would prevent a member from being counted even if they meet the numerator.
*   **E1 (Colorectal cancer):** The member must not have a diagnosis of colorectal cancer (ICD-10 codes C18-C21) on or before December 31, 2026. The provided history states "No cancer." So, this exclusion does not apply.
*   **E2 (Total colectomy):** The member must not have had a total colectomy on or before December 31, 2026. The history states "no colectomy." This exclusion does not apply.
*   **E3 (Hospice):** The member must not have been in hospice during 2026. The history states "no hospice mentioned." This exclusion does not apply.
*   **E4 (Age 66+ with frailty/advanced illness):** This exclusion is for members aged 66 and older. Since Member 40201 is 58, this exclusion is irrelevant.
None of the exclusions apply to this member.

Finally, I'll evaluate the **Numerator Criteria** to see if the member has undergone a qualifying screening. The criteria are assessed looking back from December 31, 2026:
*   **N1 (FOBT/FIT in 2026):** I need to check if there's a record of a FOBT or FIT test performed in 2026. My scan of the provided history reveals no such test.
*   **N2 (sDNA test in 2024, 2025, or 2026):** I'm looking for an sDNA test within this three-year window. Again, no such test is recorded.
*   **N3 (Flexible sigmoidoscopy in 2022, 2023, 2024, 2025, or 2026):** I'm checking for this procedure in the specified five-year period. No record is found.
*   **N4 (CT colonography in 2022, 2023, 2024, 2025, or 2026):** I'm looking for this imaging test in the same five-year window. No record is found.
*   **N5 (Colonoscopy in 2017 through 2026 - a ten-year window):** This is the key criterion. The measurement year ends on December 31, 2026. The "ten-year window" means I need to consider screenings performed from January 1, 2017, up to December 31, 2026. The member's history includes a colonoscopy performed on June 12, 2018. This date, 2018-06-12, falls within the 2017-01-01 to 2026-12-31 window. Therefore, this criterion is met.

**Other Considerations:**
I noticed mentions of "QM-FUM keys" and specific boolean values like 'met_7_day' and 'met_30_day'. However, the instructions explicitly state that these keys are *only* required for measures drawn from QM-FUM. Since this is QM-CRC, I do not need to include those keys. The required output is just "status" and "reason".

**Conclusion:**
Since the member is in the denominator, not excluded, and meets one of the numerator criteria (N5 - colonoscopy within the ten-year window), their status is **compliant**.

The specific reason for compliance is the qualifying colonoscopy. I need to articulate this concisely, naming the specific criterion and date. The colonoscopy on 2018-06-12 is the determining factor, as it falls within the required ten-year look-back period ending on December 31, 2026.

Therefore, the output should be:
```json
{
  "status": "compliant",
  "reason": "The member is compliant due to a colonoscopy performed on 2018-06-12, which is within the ten-year look-back window."
}
```
I've checked the word count for the reason: 18 words, which is well under the 30-word limit, and it clearly states the 'who' (the member), the 'what' (colonoscopy), the 'when' (2018-06-12), and the 'why' (within the ten-year look-back window). This seems to satisfy all requirements.

json{
  "status": "compliant",
  "reason": "The member is compliant due to a colonoscopy performed on 2018-06-12, which falls within the ten-year look-back window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K3 · Moonshot8.5s · 199 out | 18.5s · 159 out | 9.4s · 249 out
Attempt 1
Reasoning · 122 tokens
Member: age 58 on 2026-12-31 — eligible (46-75). Continuous enrolment full year — eligible.

Exclusions: none apply.

Numerator: N5 colonoscopy within 10 years prior (2026 or nine years prior). Colonoscopy 2018-06-12. Ten-year window from 2026-12-31 back to 2017-01-01 (i.e., during 2026 or the nine years prior: 2017-2026). 2018-06-12 falls within. So compliant.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the N5 ten-year look-back window (2017-01-01 through 2026-12-31); age 58 and continuous enrolment place member in denominator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 0 tokens
The member is 58 years old on 2026-12-31, within 46-75 age range. Continuous enrolment for the full year. No exclusions. Numerator: colonoscopy 2018-06-12, which is within the nine years prior to 2026-12-31 (ten-year window: 2017-01-01 through 2026-12-31). So compliant via N5.
json{
  "status": "compliant",
  "reason": "Age 58 and continuously enrolled; colonoscopy on 2018-06-12 falls within the ten-year look-back window ending 2026-12-31 (N5)."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 178 tokens
The member: DOB 1968-04-02, age 58 on 2026-12-31 — within 46-75, eligible. Continuous enrollment full year, no gaps. No exclusions (no CRC, no colectomy, no hospice; age 58 so E4 irrelevant).

Numerator: N5 — colonoscopy during 2026 or nine years prior (ten-year window). Colonoscopy on 2018-06-12. Window: measured back from 2026-12-31, ten years back = 2016-12-31. 2018-06-12 is within 2016-12-31 to 2026-12-31. So numerator met via N5.

Status: compliant. Reason: colonoscopy 2018-06-12 within ten-year look-back window (N5).
json{
  "status": "compliant",
  "reason": "Age 58, continuously enrolled; colonoscopy on 2018-06-12 falls within the ten-year N5 look-back window ending 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 2.5 Pro · Google13.3s · 1,121 out | 12.2s · 1,024 out | 11.4s · 842 out
Attempt 1
Reasoning · 1,068 tokens
Alright, let's break down how I'm approaching this evaluation for the QM-CRC quality measure. My goal is to meticulously assess this member's record and arrive at a clear, actionable status.

First and foremost, I need to establish if the member is even *eligible* to be considered for this measure. This involves two key checks: their age and their continuous enrollment status. I'll be looking at their date of birth and comparing it to the measurement period's end date to calculate their age. Simultaneously, I'll verify that their enrollment spans the entire measurement year without any breaks. If they don't meet these fundamental criteria, they're immediately categorized as "not_eligible," and my process stops there for them.

Assuming they *are* eligible and fall into the denominator, my next critical step is to identify any potential *exclusions*. The quality measure outlines specific conditions that would remove a member from further consideration, even if they are eligible. I'll be systematically checking for records indicating colorectal cancer, a total colectomy, hospice care, or frailty and advanced illness. For the last point, I'm particularly mindful of age-related criteria that might apply to certain exclusions. If any of these exclusion criteria are met, the member will be flagged as "excluded."

If a member passes both the eligibility and exclusion checks – meaning they are in the denominator and not excluded – then it's time to determine *numerator compliance*. This is where I'll dive into the specifics of the quality measure's requirements. I need to examine the member's medical history for evidence of any of the enumerated screening services within the defined timeframes. This will involve checking for different types of tests – like fecal occult blood tests, stool DNA tests, flexible sigmoidoscopies, CT colonographies, and crucially, colonoscopies – and their corresponding look-back periods. The challenge here is ensuring I'm applying the correct look-back window for each specific screening modality.

Based on whether the member has met *any* of the numerator criteria, I'll assign their *final status*. This will be one of four possibilities: "compliant" if they've met a numerator requirement, "non_compliant" if they're eligible and not excluded but haven't met any numerator criteria, "excluded" as previously discussed, or "not_eligible."

Once the status is determined, I'll articulate a concise *reason* that clearly explains *why* that status was assigned. This needs to be specific enough to be informative without being overly verbose. For example, if a colonoscopy met the criteria, I'll state that and mention the date and its relevance to the look-back window.

Finally, all this information needs to be packaged into a structured *JSON output*. This involves creating the necessary keys – at a minimum, `status` and `reason` – and populating them with the determined values. I'll ensure the JSON adheres to the expected schema, making sure it's clean, correct, and ready for consumption.

In this particular instance, after running through these steps:

*   **Eligibility:** The member's age (58 as of end of measurement year) is within the 46-75 range, and their enrollment is continuous for the full year. So, they are in the denominator.
*   **Exclusions:** I've confirmed no presence of colorectal cancer, total colectomy, hospice, or frailty/advanced illness that would exclude them. They are not excluded.
*   **Numerator Compliance:** The member had a colonoscopy on 2018-06-12. This date falls squarely within the ten-year look-back window for colonoscopies (2017-01-01 to 2026-12-31). Therefore, they meet numerator criterion N5.
*   **Final Status:** This leads me to determine the status as **compliant**.
*   **Reason:** The clear reason for this compliance is that colonoscopy in 2018, which is within the ten-year look-back window. I'll phrase it as: "The member is compliant due to a colonoscopy in 2018, which is within the ten-year look-back window."
*   **JSON Output:** I will then construct the JSON with `"status": "compliant"` and the aforementioned reason. I've noted that keys like `met_7_day` or `met_30_day` aren't requested for this specific QM-FUM context, so I'll stick to the required `status` and `reason` fields.
json{
  "status": "compliant",
  "reason": "The member is compliant due to a colonoscopy in 2018, which is within the measure's ten-year look-back window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 968 tokens
Alright, let's break down this member's record against the QM-CRC quality measure. I need to confirm their status, and the process is pretty straightforward once you lay out the criteria.

First, I'll take a look at the member's demographic and enrollment information. For Member ID 40201, born in 1968, I can quickly calculate their age as of the end of the measurement year, 2026. That puts them at 58 years old. Then, I'll verify their enrollment period. The record shows continuous enrollment for the entire measurement year, 2026, from January 1st to December 31st. This is crucial for meeting the continuous enrollment requirement. I'll also check their medical history for any relevant procedures or conditions, noting the colonoscopy in 2018 and the office visit in 2026. Finally, I'll scan for any explicit exclusions like a history of colorectal cancer, colectomy, or hospice, which I don't see here.

Now, I'll systematically evaluate this information against the QM-CRC specification.

**For the Eligible Population (Denominator):**
*   **Age:** The measure requires members to be between 46 and 75 years old on December 31, 2026. Since this member is 58, they fall squarely within this range (46 <= 58 <= 75). That's good.
*   **Continuous Enrolment:** The measure demands continuous enrollment for the entire 2026 calendar year, with a maximum of one gap of up to 45 days. This member's record shows full continuous enrollment from January 1st to December 31st, 2026. So, they meet this requirement too.
*   **Conclusion for Denominator:** Based on age and continuous enrollment, this member is indeed part of the eligible population, meaning they belong in the denominator.

**Next, the Required Exclusions:**
*   **Colorectal Cancer (ICD-10 codes C18-C21):** I've reviewed the medical history, and there's no indication of this diagnosis.
*   **Total Colectomy:** Again, no mention of this procedure in their history.
*   **Hospice:** This isn't indicated either.
*   **Age >= 66 AND Frailty AND Advanced Illness:** The member is 58, which is less than 66. Therefore, this exclusion doesn't apply to them.
*   **Conclusion for Exclusions:** This member does not meet any of the exclusion criteria. They are not excluded from the measure.

**Finally, the Numerator (Checking for Screening Compliance):**
*   The look-back window for screening is measured backward from the end of the measurement year, December 31, 2026.
*   **Fecal Occult Blood Test (FOBT) or Faecal Immunochemical Test (FIT):** I don't see any record of these tests being performed in 2026.
*   **Stool DNA Test:** No record of this test in 2026 or the two years prior (2024-2026).
*   **Flexible Sigmoidoscopy:** No record of this screening in 2026 or the four years prior (2022-2026).
*   **CT Colonography:** Similarly, no record of this in 2026 or the four years prior (2022-2026).
*   **Colonoscopy:** This is where things get interesting. The look-back period for a colonoscopy is the ten years prior to the end of the measurement year. So, I'm looking between January 1, 2017, and December 31, 2026. The member had a colonoscopy on June 12, 2018. Since 2018 falls within this ten-year window (2017-2026), this counts as a compliant screening.
*   **Conclusion for Numerator:** The member meets the numerator criterion through their colonoscopy in 2018.

**Determining the Final Status:**
Putting it all together:
*   The member is in the denominator (eligible).
*   They are not excluded.
*   They meet at least one numerator criterion (the colonoscopy).
Therefore, the final status for this member against the QM-CRC measure is **compliant**.

**Formulating the Reason:**
The straightforward reason is that they had a valid colonoscopy within the required ten-year look-back period. I'll articulate this clearly: "The member had a compliant colonoscopy on 2018-06-12, which is within the ten-year look-back window." This is precise and directly addresses the qualifying factor.

**Constructing the JSON Output:**
Based on this analysis, the JSON output should reflect this:
*   `status`: "compliant"
*   `reason`: "The member had a compliant colonoscopy on 2018-06-12, which is within the ten-year look-back window."
json{
  "status": "compliant",
  "reason": "The member is compliant due to a colonoscopy on 2018-06-12, which falls within the ten-year look-back window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 792 tokens
Alright, let's break down this member's record against the QM-CRC quality measure. I need to conduct a thorough evaluation, so I've mapped out a clear, step-by-step approach.

First, I'll determine if this individual is even part of the eligible population – that's the **denominator eligibility**. I need to check two key things here: their age and their continuous enrollment throughout the measurement year.

*   **Age Check:** The member was born on April 2nd, 1968. The measurement year is 2026. So, by the end of 2026, they'll be 58 years old (2026 - 1968 = 58). The QM-CRC measure specifies an eligible age range of 46 to 75. My assessment is that 58 falls squarely within this range. So, age-wise, they're good to go.
*   **Continuous Enrollment:** I've reviewed their enrollment data, and they were continuously enrolled from January 1st, 2026, through December 31st, 2026. This means they were covered for the entire measurement period without any gaps. This criterion is also met.

**Conclusion on Denominator:** Based on these checks, this member is indeed within the denominator.

Next, I need to see if they qualify for any **required exclusions**. If any of these apply, they'll be removed from the numerator consideration, even if they might otherwise meet the criteria. I'm looking for specific conditions that would disqualify them from the measure's intent.

*   **Exclusion E1 (Colorectal Cancer):** The record explicitly states "No colorectal cancer." So, this exclusion doesn't apply.
*   **Exclusion E2 (Total Colectomy):** Similarly, the record indicates "No colectomy." This exclusion is also not applicable.
*   **Exclusion E3 (Hospice):** The member is not on hospice care, as indicated by "No hospice." This exclusion is out.
*   **Exclusion E4 (Frailty and Advanced Illness):** This exclusion is age-specific. It only applies to members aged 66 and older. Since this member is only 58, this exclusion is irrelevant to their case.

**Conclusion on Exclusions:** I've determined that this member is not subject to any of the specified exclusions.

Now, the core of the evaluation: **numerator compliance**. I need to ascertain if they've had the required screening within the relevant look-back periods. The look-back window is anchored to December 31st, 2026.

*   **N1 (FOBT/FIT):** I've scanned the records for 2026, and there's no evidence of a FOBT or FIT test being performed.
*   **N2 (Stool DNA):** Similarly, I've checked for Stool DNA tests in the years 2024, 2025, and 2026. None are present in the record.
*   **N3 (Flex Sig):** For Flexible Sigmoidoscopy, the look-back period is five years (2022-2026). My review shows no Flexible Sigmoidoscopy during this timeframe.
*   **N4 (CT Colonography):** The same five-year look-back (2022-2026) applies to CT Colonography. I don't see any records of this procedure either.
*   **N5 (Colonoscopy):** This is where things change. I've found a record of a colonoscopy performed on June 12th, 2018. The look-back period for a colonoscopy under this measure is ten years, specifically from January 1st, 2017, through December 31st, 2026. The date of this colonoscopy, June 12th, 2018, falls well within this ten-year window.

**Conclusion on Numerator:** Yes, this member meets the numerator criteria, specifically through the colonoscopy performed in 2018.

Finally, I can establish the **final status and reason**.

*   **Status:** Since the member is in the denominator, is not excluded, and meets the numerator criteria, their status is unequivocally **"compliant"**.
*   **Reason:** The reason for compliance is straightforward: the member had a colonoscopy in 2018, and this procedure is within the established ten-year look-back period required by the QM-CRC measure.

So, to summarize the output for the JSON:
*   `status`: "compliant"
*   `reason`: "The member had a colonoscopy in 2018, which is within the ten-year look-back window."

This thought process confirms that the member meets the quality measure.
json{
  "status": "compliant",
  "reason": "The member had a colonoscopy in 2018, which falls within the ten-year look-back window for that screening."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.2 · Z.ai2.5s · 313 out | 8.9s · 806 out | 7.6s · 807 out
Attempt 1
Reasoning · 198 tokens
The member is 58 years old on 2026-12-31, so in the eligible age range (46-75). Continuously enrolled for the full measurement year. No exclusions.

Check numerator: Colonoscopy on 2018-06-12. N5 requires colonoscopy during 2026 or the nine years prior (ten-year window). The look-back from 2026-12-31 is ten years. 2018-06-12 is more than 9 years prior to 2026-12-31. Let me check: the window is 2026 and the nine years prior, so 2017 through 2026. 2018-06-12 falls within 2017-2026. Wait, let me re-read.

"N5. Colonoscopy during 2026 or the nine years prior (ten-year window)."

So the window is 2026 plus the nine years prior: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026. That's a ten-year window. 2018-06-12 falls within this window.

So the member is compliant.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window (2017–2026) for numerator criterion N5."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 758 tokens
Let me analyze this member against the QM-CRC measure specification.

**Eligible Population (Denominator):**
- Age: DOB 1968-04-02, so on 2026-12-31, age is 58. 58 is between 46 and 75. ✓
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. ✓ (no gaps)

Member is in the denominator.

**Exclusions (evaluated before numerator):**
- E1. Colorectal cancer (C18-C21): No. Not excluded.
- E2. Total colectomy: No. Not excluded.
- E3. Hospice during measurement year: No. Not excluded.
- E4. Age 66+ as of 2026-12-31: Age is 58, so no. Not excluded.

No exclusions apply.

**Numerator:**
Looking at the history:
- 2018-06-12 Colonoscopy
- 2026-03-30 Office visit, no screening ordered

N5. Colonoscopy during 2026 or the nine years prior (ten-year window). The look-back window is measured back from 2026-12-31. The ten-year window would be from 2017-01-01 (2026 minus 9 years) through 2026-12-31. Wait, let me think about this more carefully.

"Colonoscopy during 2026 or the nine years prior (ten-year window)."

So the window is 2026 plus the nine years prior. Nine years prior to 2026 would be 2017. So the window is 2017-01-01 through 2026-12-31.

The colonoscopy was on 2018-06-12, which falls within 2017-01-01 to 2026-12-31. ✓

So the member meets the numerator via N5 (colonoscopy during the ten-year window).

The member is compliant.

Let me double-check the colonoscopy date: 2018-06-12. The measurement year ends 2026-12-31. The ten-year window means from 2017-01-01 to 2026-12-31. 2018-06-12 is within this window. Yes.

Status: compliant
Reason: Colonoscopy on 2018-06-12 falls within the ten-year look-back window for N5.

Wait, let me reconsider. The colonoscopy was on 2018-06-12. The measurement year is 2026. The ten-year window measured back from 2026-12-31 would cover 2017-01-01 through 2026-12-31. 2018-06-12 is within this window.

Actually, let me be more precise. "Colonoscopy during 2026 or the nine years prior" - this means during 2026, 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017. That's 2026 plus 9 years prior = 2017-2016. Wait, 2026 minus 9 = 2017. So the window is 2017-01-01 through 2026-12-31.

2018-06-12 is within this window. The member meets N5.

Status: compliant
Reason: Colonoscopy on 2018-06-12 falls within the ten-year look-back window for N5.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window (N5), satisfying the numerator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 759 tokens
Let me analyze this member against the QM-CRC measure specification.

**Eligible Population (Denominator):**
- Age: Member born 1968-04-02, so on 2026-12-31, they are 58 years old. This falls within the 46-75 age range. ✓
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous with no gaps. ✓

So the member is in the denominator.

**Exclusions:**
- E1: Colorectal cancer (C18-C21) — No colorectal cancer. ✗
- E2: Total colectomy — No colectomy. ✗
- E3: Hospice during measurement year — No hospice. ✗
- E4: Age 66+ AND frailty AND advanced illness — Member is 58, not 66+. ✗

No exclusions apply.

**Numerator:**
- N1: FOBT/FIT during 2026 — No record of this. ✗
- N2: Stool DNA test during 2026 or two years prior (2024-2026) — No record. ✗
- N3: Flexible sigmoidoscopy during 2026 or four years prior (2022-2026) — No record. ✗
- N4: CT colonography during 2026 or four years prior (2022-2026) — No record. ✗
- N5: Colonoscopy during 2026 or nine years prior (2017-2026) — Colonoscopy on 2018-06-12.

Wait, let me check this. N5 says "Colonoscopy during 2026 or the nine years prior (ten-year window)." The look-back window is measured back from 2026-12-31. So the ten-year window would be 2017-01-01 through 2026-12-31 (or more precisely, 2017-12-31 through 2026-12-31, going back 9 years from 2026-12-31).

The colonoscopy was on 2018-06-12, which falls within this ten-year window. So N5 is satisfied.

Wait, but let me think more carefully. The colonoscopy was in 2018. The look-back is "during 2026 or the nine years prior." Nine years prior to 2026 would be 2017 through 2025. So the window is 2017 through 2026, i.e., 2017-01-01 through 2026-12-31. The colonoscopy on 2018-06-12 falls within this window.

So the member meets the numerator via N5.

Therefore, the member is "compliant" — in the denominator, not excluded, and meets the numerator.

Let me double-check the look-back window. The measure says "by the look-back window measured back from 2026-12-31." For N5, "Colonoscopy during 2026 or the nine years prior (ten-year window)." Measuring back from 2026-12-31, nine years back would be 2017-12-31 (or 2017-01-01 to be inclusive of the full year). The colonoscopy on 2018-06-12 is within this window.

So the member is compliant.

Status: "compliant"
Reason: The member had a colonoscopy on 2018-06-12, which falls within the ten-year look-back window for N5.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window for N5, satisfying the numerator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 5 · Anthropic2.8s · 160 out | 2.8s · 159 out | 2.9s · 169 out
Attempt 1
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the 10-year look-back window ending 2026-12-31, satisfying N5.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the 10-year look-back window ending 2026-12-31, satisfying N5."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the 10-year look-back window (2017-2026), satisfying N5."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 4.6 · Anthropic2.0s · 66 out | 2.1s · 66 out | 2.0s · 66 out
Attempt 1
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window ending 2026-12-31, satisfying numerator criterion N5."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window ending 2026-12-31, satisfying numerator criterion N5."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window ending 2026-12-31, satisfying numerator criterion N5."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.7 Max · Alibaba10.4s · 650 out | 309.3s · 661 out | 12.8s · 1,068 out
Attempt 1
Reasoning · 588 tokens
Let me evaluate this member against the QM-CRC measure specification.

**ELIGIBLE POPULATION (denominator)**
- Age: 46 through 75 years as of 2026-12-31. Member is 58 years old on 2026-12-31. ✓
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. ✓

So the member is in the denominator.

**REQUIRED EXCLUSIONS**
- E1. No colorectal cancer. ✓ (not excluded)
- E2. No colectomy. ✓ (not excluded)
- E3. No hospice. ✓ (not excluded)
- E4. Age 66 or older? Member is 58, so no. ✓ (not excluded)

No exclusions apply.

**NUMERATOR**
Check each criterion, with look-back windows measured back from 2026-12-31:

- N1. FOBT or FIT during 2026. None in record. ✗
- N2. Stool DNA test during 2026 or the two years prior (2024-01-01 to 2026-12-31). None. ✗
- N3. Flexible sigmoidoscopy during 2026 or the four years prior (2022-01-01 to 2026-12-31). None. ✗
- N4. CT colonography during 2026 or the four years prior (2022-01-01 to 2026-12-31). None. ✗
- N5. Colonoscopy during 2026 or the nine years prior (2017-01-01 to 2026-12-31). 
  - Colonoscopy on 2018-06-12. Is 2018-06-12 within the ten-year window (2017-01-01 to 2026-12-31)? Yes! 2018-06-12 is after 2017-01-01. ✓

So N5 is met. The member is compliant.

Status: compliant
Reason: Colonoscopy on 2018-06-12 falls within the ten-year look-back window (2017-01-01 to 2026-12-31).
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window ending 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 606 tokens
Let me evaluate this member against the QM-CRC measure specification.

**Denominator (Eligible Population):**
- Age: 46 through 75 as of 2026-12-31. Member is 58 years old on 2026-12-31. ✓
- Continuous enrolment: Full measurement year (2026-01-01 through 2026-12-31), continuous. ✓

So the member is in the denominator.

**Exclusions:**
- E1: No colorectal cancer. ✓ (not excluded)
- E2: No colectomy. ✓ (not excluded)
- E3: No hospice. ✓ (not excluded)
- E4: Age 66 or older AND frailty and advanced illness. Member is 58, so not 66 or older. ✓ (not excluded)

No exclusions apply.

**Numerator:**
- N1: FOBT or FIT during 2026. No record of this.
- N2: Stool DNA test during 2026 or two years prior (2024-2026). No record.
- N3: Flexible sigmoidoscopy during 2026 or four years prior (2022-2026). No record.
- N4: CT colonography during 2026 or four years prior (2022-2026). No record.
- N5: Colonoscopy during 2026 or nine years prior (2017-2026). 
  - Member had colonoscopy on 2018-06-12. 
  - 2026-12-31 minus 9 years = 2017-01-01 (roughly). Let me think about this more carefully.
  - The look-back window is "during 2026 or the nine years prior" measured back from 2026-12-31.
  - So the window is from 2017-01-01 through 2026-12-31.
  - 2018-06-12 falls within this window. ✓

So N5 is met. The member had a colonoscopy on 2018-06-12, which is within the 10-year window (2017-01-01 through 2026-12-31).

**Status:** compliant
**Reason:** Colonoscopy on 2018-06-12 falls within the ten-year look-back window for N5.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window satisfying numerator criterion N5."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,016 tokens
The task is to evaluate Member 40201 against Measure QM-CRC (Colorectal Cancer Screening).
Measurement year: 2026-01-01 through 2026-12-31.

Member details:
- DOB: 1968-04-02. Age on 2026-12-31: 58 years old.
- Enrolment: 2026-01-01 through 2026-12-31, continuous.
- History:
  - 2018-06-12: Colonoscopy, complete to the caecum, no polyps.
  - 2026-03-30: Office visit.
- No CRC, no colectomy, no hospice.

Evaluate Denominator (Eligible Population):
- Age: 46 through 75 as of 2026-12-31. Member is 58. (Eligible)
- Continuous enrolment: full measurement year. (Eligible)

Evaluate Exclusions:
- E1: CRC? No.
- E2: Total colectomy? No.
- E3: Hospice? No.
- E4: Age >= 66 AND frailty + advanced illness? Age is 58. No.

Evaluate Numerator:
- N1: FOBT/FIT during 2026? No.
- N2: Stool DNA during 2026 or 2 prior years? No.
- N3: Flex sig during 2026 or 4 prior years? No.
- N4: CT colonography during 2026 or 4 prior years? No.
- N5: Colonoscopy during 2026 or the nine years prior (ten-year window).
  - Ten-year window from 2026-12-31 goes back to 2017-01-01.
  - Member had a colonoscopy on 2018-06-12.
  - 2018-06-12 is within the ten-year window (2017-01-01 to 2026-12-31).
  - So N5 is met.

Status: compliant.
Reason: Colonoscopy on 2018-06-12 falls within the ten-year look-back window.

Let's double check the ten-year window.
Measurement year ends 2026-12-31. Nine years prior is 2017-01-01.
2018-06-12 is between 2017-01-01 and 2026-12-31.
So it is compliant.

Reason string: "Colonoscopy on 2018-06-12 satisfies the ten-year look-back window for the numerator." 
Wait, the prompt says "Reason: string — one sentence, under 30 words, naming the specific criterion or date that decided it".
"Colonoscopy on 2018-06-12 satisfies the ten-year look-back window for the numerator." is 13 words.

Let's refine reason: "Member had a colonoscopy on 2018-06-12, which meets the ten-year look-back window for the numerator." (17 words).

Check keys required:
"status"
"reason"

Is it QM-FUM? No, QM-CRC. So no met_7_day / met_30_day.

```json
{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 satisfies the ten-year look-back window for the numerator."
}
```
Wait, the prompt says "nine years prior (ten-year window)".
2026 minus 9 years = 2017. So 2017-01-01 to 2026-12-31.
2018-06-12 is in this window.

Everything looks correct.
Status: compliant
Reason: Colonoscopy on 2018-06-12 satisfies the ten-year look-back window for the numerator.
Length of reason: 12 words. Under 30 words. One sentence.
No other keys needed.
Done.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 satisfies the ten-year look-back window for the numerator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 · Z.ai2.5s · 573 out | 7.9s · 1,595 out | 8.5s · 825 out
Attempt 1
Reasoning · 515 tokens
Let me work through this.

Member 40201, DOB 1968-04-02, so age on 2026-12-31: born April 1968, on 2026-12-31 they are 58 years old (turned 58 on 2026-04-02). Age 58, which is between 46 and 75 — eligible age.

Continuous enrolment: 2026-01-01 through 2026-12-31, continuous — eligible.

So member is in the denominator.

Exclusions: no colorectal cancer, no colectomy, no hospice, and age 58 < 66 so E4 doesn't apply. Not excluded.

Numerator:
N1: FOBT/FIT during 2026 — none.
N2: Stool DNA test during 2026 or two years prior (2024-2026) — none.
N3: Flexible sigmoidoscopy during 2026 or four years prior (2022-2026) — none.
N4: CT colonography during 2026 or four years prior (2022-2026) — none.
N5: Colonoscopy during 2026 or nine years prior (ten-year window: 2017-2026). Colonoscopy on 2018-06-12 — within the ten-year window (2017 through 2026). So N5 is met.

Wait — the ten-year window measured back from 2026-12-31: 2026 and the nine years prior = 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026. Colonoscopy 2018-06-12 falls within that window. So the member meets the numerator.

Status: compliant.

Reason: "Colonoscopy on 2018-06-12 falls within the ten-year look-back window (N5), and the member is age-eligible with continuous enrolment."

Under 30 words. Let me count: "Colonoscopy on 2018-06-12 falls within the ten-year look-back window (N5); member is age 58 with continuous 2026 enrolment and no exclusions." That's about 25 words. Fine.

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

Output JSON with "status" and "reason".
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window (N5); member is age 58, continuously enrolled, with no exclusions."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,205 tokens
Let me work through this measure.

Member 40201, DOB 1968-04-02. Age on 2026-12-31: born April 1968, so as of Dec 31, 2026, they are 58 (birthday April 2, 2026 → turned 58). Age 58 is within 46–75, so eligible by age.

Continuous enrolment: full year 2026, no gaps. Meets continuous enrolment.

So in the denominator.

Exclusions: No CRC, no colectomy, no hospice. Age 58, so E4 doesn't apply (age 66+ requirement). No exclusions.

Numerator: Colonoscopy 2018-06-12. N5: Colonoscopy during 2026 or the nine years prior (ten-year window). Window measured back from 2026-12-31: nine years prior to 2026 means years 2017 through 2026. Let me compute: 2026-12-31 minus nine years = 2017-12-31. So the ten-year window is 2017-12-31 through 2026-12-31 (or effectively 2017 through 2026). The colonoscopy on 2018-06-12 falls within 2018, which is within the window (2017-12-31 to 2026-12-31). So yes, N5 is met.

Wait — colonoscopies are typically valid for 10 years. The window here: "during 2026 or the nine years prior" — nine years prior to 2026 would be 2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010, 2009? Hmm, let me think. "During 2026 or the nine years prior" — the nine years prior to 2026 are 2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010, 2009. That would make a 10-year window covering 2009–2026? That seems too long — that would be 18 years. No wait.

Actually, "during 2026 or the nine years prior (ten-year window)" — the ten-year window is 2026 plus nine prior years = ten years total. But that would be 2017 through 2026, which is only... 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026 = ten years. Yes. So the window is calendar years 2017–2026 (or measured back from 2026-12-31: 2017-12-31 through 2026-12-31).

The colonoscopy was 2018-06-12, within 2017–2026. So N5 is met.

Hmm, but wait — real-world NCQA HEDIS CRC measure: colonoscopy during the measurement year or the nine years prior (i.e., 2017-2026 for MY 2026... actually the HEDIS window is typically "during 2017 through 2026" for a 10-year lookback). But real HEDIS also requires colonoscopies in the outpatient/ambulatory setting, etc. Here, the spec given is simpler. The colonoscopy on 2018-06-12, complete to the caecum, no polyps — within the ten-year window.

So status: compliant. Reason: colonoscopy on 2018-06-12 within the ten-year N5 look-back window.

Wait, but the March 30, 2026 office visit with no screening ordered — that doesn't matter; the 2018 colonoscopy already satisfies the numerator.

Is this QM-FUM? No, it's QM-CRC, so no met_7_day/met_30_day keys needed. The task says "Items drawn from measure QM-FUM require two further keys" — this is QM-CRC, so just status and reason.

Reason under 30 words, one sentence: "Colonoscopy on 2018-06-12 falls within the ten-year N5 look-back window (2017–2026), satisfying the numerator; member is in the denominator with no exclusions."

Let me count words: Colonoscopy(1) on(2) 2018-06-12(3) falls(4) within(5) the(6) ten-year(7) N5(8) look-back(9) window(10) (2017–2026)(11), satisfying(12) the(13) numerator(14); member(15) is(16) in(17) the(18) denominator(19) with(20) no(21) exclusions(22). That's 22 words. Good, under 30.

Actually, let me double check the window interpretation once more. "N5. Colonoscopy during 2026 or the nine years prior (ten-year window)." The nine years prior to 2026: 2017, 2016, ..., down to? Nine years: 2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010, 2009 — that's nine years. Plus 2026 = ten years total but spanning 2009–2026 which is 18 calendar years. That doesn't make sense as a "ten-year window."

The parenthetical "(ten-year window)" clarifies: the window is ten years total. Measured back from 2026-12-31, ten years back is 2017-12-31 (or 2016-12-31? 2026-12-31 minus 10 years = 2016-12-31). Hmm.

Actually "during 2026 or the nine years prior" — if we interpret "the nine years prior" as the nine calendar years immediately preceding 2026, that's 2017–2025. Plus 2026 = ten calendar years: 2017, 2018, ..., 2025, 2026. That's exactly ten years. Yes! 2017 through 2026 inclusive is 10 calendar years. So "nine years prior" = 2017–2025, plus the measurement year 2026. Total window: 2017-01-01 through 2026-12-31 (or measured from 2026-12-31 back ten years = 2017-12-31... but the calendar-year interpretation gives 2017-01-01).

Either way, 2018-06-12 is comfortably within the window. Good.

Status: compliant.

The JSON output:

```json
{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the N5 ten-year look-back window (2017–2026), satisfying the numerator; member is in the denominator with no exclusions."
}
```

Reason should name the specific criterion/date. Good.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the N5 ten-year look-back window (2017 through 2026), satisfying the numerator; no exclusions apply."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 595 tokens
Let me work through this.

Member 40201, DOB 1968-04-02, so 58 years old as of 2026-12-31. That's between 46 and 75, so age-eligible.

Continuous enrolment: 2026-01-01 through 2026-12-31, continuous — meets continuous enrolment requirement.

So member is in the denominator.

Exclusions: E1 colorectal cancer — no. E2 total colectomy — no. E3 hospice — no. E4 age 66+ — no, member is 58. So no exclusions.

Numerator: Check the options.
N1. FOBT/FIT during 2026 — none.
N2. Stool DNA during 2026 or two years prior (2024-2026) — none.
N3. Flexible sigmoidoscopy during 2026 or four years prior (2022-2026) — none.
N4. CT colonography during 2026 or four years prior (2022-2026) — none.
N5. Colonoscopy during 2026 or nine years prior — the ten-year window measured back from 2026-12-31. Nine years prior to 2026 is 2017 through 2026. So the window is 2017-01-01 through 2026-12-31? Let me think. "Colonoscopy during 2026 or the nine years prior" — that's 2026, 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017. The member had a colonoscopy on 2018-06-12, which is within the ten-year window (2017-2026).

So N5 is met. Colonoscopy 2018-06-12 falls within the ten-year look-back.

Therefore the member is compliant.

Wait — let me double-check the window. Measured back from 2026-12-31, nine years prior would be back to 2017-12-31. 2018-06-12 is after 2017-12-31, so it's within the window. Even by a year-based reading, 2018 is within 2017–2026. Either way, yes.

Status: "compliant".

Reason: Colonoscopy on 2018-06-12 falls within the ten-year look-back window (2017–2026) for N5, and member is age 46–75, continuously enrolled, no exclusions. Under 30 words.

The extra keys met_7_day and met_30_day apply only to QM-FUM items. This is QM-CRC, so those keys are not required. "Items drawn from measure QM-FUM require two further keys" — this is QM-CRC, so I should not add those keys.

Reason sentence: "Age 58 and continuously enrolled in 2026; colonoscopy on 2018-06-12 falls within the ten-year look-back window, meeting numerator N5." That's under 30 words. Let me count: Age(1) 58(2) and(3) continuously(4) enrolled(5) in(6) 2026(7); colonoscopy(8) on(9) 2018-06-12(10) falls(11) within(12) the(13) ten-year(14) look-back(15) window(16), meeting(17) numerator(18) N5(19). 19 words. Good.
json{
  "status": "compliant",
  "reason": "Age 58 and continuously enrolled in 2026; colonoscopy on 2018-06-12 falls within the ten-year look-back window, satisfying numerator N5."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Max · Alibaba17.9s · 815 out | 9.6s · 503 out | 10.6s · 462 out
Attempt 1
Reasoning · 756 tokens
We need answer JSON only. Need analyze measure QM-CRC. Member 40201 DOB 1968-04-02 age on 2026-12-31: 58 (given). Eligible age 46-75 yes. Continuous enrollment full year yes. Denominator. Exclusions: no colorectal cancer, no colectomy, no hospice, age 58 not E4. Numerator: colonoscopy during 2026 or nine years prior (ten-year window measured back from 2026-12-31). Colonoscopy 2018-06-12. Window: during 2026 or nine years prior. Nine years prior from 2026-12-31 is 2017-01-01? Need interpret: look-back window measured back from 2026-12-31: ten-year window likely 2017-01-01 through 2026-12-31? If nine years prior from date = 2017-12-31? Let's think. For colonoscopy during 2026 or nine years prior (ten-year window). Measurement year 2026. If looking back 10 years includes 2017-01-01 to 2026-12-31 (10 calendar years?) Or nine years prior means dates from 2017-01-01? Common HEDIS Colorectal Cancer Screening: colonoscopy during measurement year or nine years prior (10-year window), i.e., 2016-01-01? Wait measurement year 2026, ten-year lookback maybe 2017-01-01 through 2026-12-31? Actually HEDIS: colonoscopy during measurement year or the 9 years prior to measurement year (10 years total). For MY 2026, would be 2017-01-01 through 2026-12-31. But prompt says "by the look-back window measured back from 2026-12-31: N5. Colonoscopy during 2026 or the nine years prior (ten-year window)." Measured back from 2026-12-31 nine years prior could be 2017-12-31? If exact 9 years prior date: 2017-12-31 to 2026-12-31 inclusive? That's nine years plus one day? But either way 2018-06-12 is within. So numerator met. Status compliant. Reason under 30 words naming specific criterion/date. Need maybe "Colonoscopy on 2018-06-12 falls within the ten-year N5 window for a continuously enrolled 58-year-old." Count words? Colonoscopy(1) on2 2018-06-12(3) falls4 within5 the6 ten-year7 N5 8 window9 for10 a11 continuously12 enrolled13 58-year-old14. Good. Need only required keys status reason. No extra. JSON fenced. Ensure no currency. Final only code block.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year N5 window for a continuously enrolled 58-year-old."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 453 tokens
We need answer user's task. Need produce final JSON only. Need analyze measure QM-CRC. Member 40201 DOB 1968-04-02, age on 2026-12-31: 58 (they say). Eligible age 46-75 yes. Continuous enrollment full year yes. Denominator. Exclusions: no CRC, no colectomy, no hospice, age not >=66 frailty advanced illness. Not excluded. Numerator: colonoscopy during 2026 or nine years prior (ten-year window measured back from 2026-12-31). Colonoscopy date 2018-06-12. Window ten years prior from 2026-12-31: likely on or after 2017-01-01? Let's parse: "during 2026 or the nine years prior (ten-year window)" measured back from 2026-12-31. Ten-year window includes 2017-01-01 through 2026-12-31? If nine years prior to measurement year? Usually CRC screening colonoscopy within past 10 years: measurement period 2026, lookback 10 years means 2017-01-01 to 2026-12-31. 2018-06-12 within. Thus compliant. Reason under 30 words naming criterion/date. Need JSON with status, reason. No met keys because QM-CRC not QM-FUM. Ensure no extra keys. "reason": "Colonoscopy on 2018-06-12 falls within the ten-year N5 window." Count words? Colonoscopy(1) on2 2018-06-12 3 falls4 within5 the6 ten-year7 N5 8 window9. good. Status compliant. Need final fenced JSON only. Ensure no preamble.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year N5 window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 398 tokens
We need answer user's request. Need produce final JSON only. Need analyze measure QM-CRC. Member 40201 DOB 1968-04-02 age 58 on 2026-12-31. Enrolled continuous full measurement year. Denominator eligible. Exclusions: no CRC, no colectomy, no hospice, age <66 so E4 no. Numerator: colonoscopy 2018-06-12. Window for colonoscopy: during 2026 or nine years prior from 2026-12-31 = 2017-01-01? Let's compute: ten-year window measured back from 2026-12-31. During 2026 or nine years prior. Likely dates on or after 2017-01-01 through 2026-12-31? 2018-06-12 within 10-year window. So numerator met N5. Status compliant. Reason under 30 words naming criterion/date. e.g. "Colonoscopy on 2018-06-12 is within the ten-year N5 window; member is 58, continuously enrolled, and has no exclusion." Count words maybe 21? Let's count: Colonoscopy(1) on2 2018-06-12 3 is4 within5 the6 ten-year7 N5 8 window;9 member10 is11 58,12 continuously13 enrolled,14 and15 has16 no17 exclusion18. Good. Need only required keys status reason. Since not QM-FUM no met_7_day etc. Ensure JSON fenced.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 is within the ten-year N5 window; member is 58, continuously enrolled, and has no exclusion."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Terra · OpenAI1.2s · 45 out | 1.4s · 45 out | 2.0s · 78 out
Attempt 1
json{"status":"compliant","reason":"Colonoscopy on 2018-06-12 falls within the ten-year look-back window ending 2026-12-31."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status":"compliant","reason":"Colonoscopy on 2018-06-12 is within the ten-year look-back window, and the member is eligible without exclusions."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 31 tokens
**Formatting JSON requirements**

I need to ensure that I’m using the exact JSON format for an eligible age group, and I should include a colonoscopy date within the 2017-2026 window. It sounds like compliance is necessary here, so every detail has to be precise. Also, I have to keep the sentences concise, under 30 words. It’s all about meeting those specifications accurately!
json{"status":"compliant","reason":"Colonoscopy completed on 2018-06-12 falls within the ten-year screening window ending 2026-12-31."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 Flash · Z.ai8.5s · 378 out | 9.1s · 251 out | 10.1s · 664 out
Attempt 1
Reasoning · 324 tokens
Let me work through this.

Member 40201, DOB 1968-04-02, age 58 as of 2026-12-31. Age 46–75 requirement: 58 is in range. Eligible on age.

Continuous enrolment 2026-01-01 through 2026-12-31, no gaps. Eligible.

Numerator: colonoscopy during 2026 or nine years prior (ten-year window). Look-back from 2026-12-31: ten-year window would be 2017-01-01 through 2026-12-31 (or roughly 2026-12-31 back ten years). The colonoscopy was 2018-06-12. Ten years back from 2026-12-31 is 2016-12-31. So 2018-06-12 is within the ten-year window. Yes, N5 met.

Check other windows: FOBT during 2026 — no. Stool DNA three-year — no. Flex sig — no. CT colonography — no. Colonoscopy — yes, 2018 within ten-year window.

Exclusions: no cancer, no colectomy, no hospice, age 58 < 66 so E4 not applicable. No exclusions.

Status: compliant. Reason: colonoscopy 2018-06-12 within ten-year look-back window; no exclusions apply.

Under 30 words, one sentence.

No QM-FUM keys needed since this is QM-CRC.
json{
  "status": "compliant",
  "reason": "Age 58 and continuously enrolled; colonoscopy 2018-06-12 falls within the ten-year look-back (N5), and no exclusion applies."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 142 tokens
Check QM-CRC eligibility.

Age: 58 as of 2026-12-31 (DOB 1968-04-02). In range 46–75. Continuous enrolment full year. So in denominator.

Exclusions: no CRC, no colectomy, no hospice. Age <66 so E4 not applicable. Not excluded.

Numerator: colonoscopy 2018-06-12. Look-back from 2026-12-31, ten-year window: 2026 back nine years prior = 2017 through 2026. 2018-06-12 is within window (nine years prior to 2026 is 2017; window covers 2017–2026). Colonoscopy during 2026 or nine years prior (ten-year window): 2026 - 9 = 2017. So 2018 is within. Compliant.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year colonoscopy look-back from 2026-12-31; age 58, continuous enrolment, no exclusions."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 607 tokens
Let me work through this.

Member 40201, DOB 1968-04-02, age 58 on 2026-12-31. Age 46-75 → in eligible age range.

Enrolment: continuous full year, no gaps → meets continuous enrolment.

Exclusions:
- E1: no colorectal cancer
- E2: no colectomy
- E3: no hospice
- E4: age 66+ required; member is 58, so not applicable.

So not excluded.

Numerator:
- N1: FOBT/FIT during 2026 — none.
- N2: stool DNA during 2026 or two years prior (2024-2026) — none.
- N3: flex sig during 2026 or four years prior (2022-2026) — none.
- N4: CT colonography 2022-2026 — none.
- N5: colonoscopy during 2026 or nine years prior (ten-year window). Look back from 2026-12-31, ten-year window: 2017-01-01? Let's compute: "during 2026 or the nine years prior" — nine years prior to 2026 are 2017 through 2025. So window is 2017-01-01 through 2026-12-31. Colonoscopy 2018-06-12 falls within that window.

Wait — but is the window inclusive? "Colonoscopy during 2026 or the nine years prior (ten-year window)". 2026 + 9 prior years = 2017-2026, ten years. 2018-06-12 is within. So meets numerator N5.

Hmm, but note: in the real HEDIS measure, colonoscopy look-back is 10 years, and a colonoscopy in 2018 would be 8 years prior to 2026 — within window. Yes.

Actually wait, let me double check: 2026-12-31 minus 10 years = 2016-12-31? The spec says "ten-year window" and "during 2026 or the nine years prior". Nine years prior to 2026: 2025, 2024, ..., 2017. That's 9 years. Plus 2026 = 10 years total window. 2018-06-12 is in 2018, which is within 2017-2026. So yes, meets numerator.

Status: compliant.

Reason: under 30 words, naming the specific criterion. E.g., "Age 58, continuous enrolment, no exclusions; colonoscopy 2018-06-12 falls within the ten-year numerator window."

Keys: status, reason. QM-CRC doesn't require met_7_day/met_30_day (those are QM-FUM only).
json{
  "status": "compliant",
  "reason": "Age 58 and continuously enrolled, no exclusions apply; the 2018-06-12 colonoscopy falls within the ten-year numerator window (N5)."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Hunyuan 4 · Tencent88.1s · 5,232 out | 98.9s · 5,472 out | 57.7s · 3,201 out
Attempt 1
Reasoning · 5,179 tokens
We need answer JSON. Need analyze measure QM-CRC. Member 40201 DOB 1968-04-02, age 58 on 2026-12-31. Enrollment 2026-01-01 through 2026-12-31 continuous. History: colonoscopy 2018-06-12 complete to caecum no polyps. 2026-03-30 office visit, no screening ordered. No CRC, no colectomy, no hospice.

Measure year 2026. Denominator: age 46-75 as of 2026-12-31. Age is 58 (turns 58 on 2026-04-02? Wait DOB 1968-04-02, as of 2026-12-31, 58 years old because birthday passed in April 2026, age = 2026-1968=58). Yes eligible age. Continuous enrollment full year with no gap >45? It says continuous 2026-01-01 through 2026-12-31, continuous. So in denominator.

Exclusions evaluated before numerator: E1 CRC no; E2 total colectomy no; E3 hospice no; E4 Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Member age 58, not >=66, so E4 not met. No exclusions. Not excluded.

Numerator: N1 FOBT/FIT during 2026: none.
N2 Stool DNA during 2026 or two years prior (3-year window): none.
N3 Flexible sigmoidoscopy during 2026 or four years prior (2016? Wait measurement year 2026, four years prior = 2022? Need look-back window measured back from 2026-12-31. "during 2026 or the four years prior (five-year window)." Means services in years 2022-2026? Let's parse: "during 2026 or the four years prior" means calendar years 2026, 2025, 2024, 2023, 2022 -> five-year window ending in 2026. None. No flex sig.
N4 CT colonography same window 2022-2026: none.
N5 Colonoscopy during 2026 or the nine years prior (ten-year window). "nine years prior" to 2026 means 2017? Wait ten-year window: years 2017-2026? Let's calculate. If during 2026 or the nine years prior: years 2026, 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017 = ten-year window. Actually nine years prior to 2026 are 2025? No, "the nine years prior" to the measurement year? The measurement year is 2026. The nine years prior to 2026-12-31? Let's think. For colonoscopy, measure spec: "Colonoscopy during 2026 or the nine years prior (ten-year window)." Usually in HEDIS, colorectal cancer screening: colonoscopy in the past 10 years (i.e., measurement year or the 9 years prior). If measurement year is 2026, then 2026 plus nine years prior: 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017. That's 2017-2026 inclusive, ten years. Yes. The colonoscopy in record is 2018-06-12. That is within 2017-2026? Yes, 2018 is in the ten-year window (since colonoscopy during measurement year or nine years prior means any date from 2017-12-31? Need date window measured back from 2026-12-31. Let's compute exact date window: "look-back window measured back from 2026-12-31". For a ten-year window: colonoscopy during 2026 or the nine years prior. If we measure back from 2026-12-31, a ten-year window would be from 2016-12-31? Wait careful.

This is important: Does a colonoscopy on 2018-06-12 fall within the look-back window for N5? Let's calculate:

Measurement year end date is 2026-12-31. N5: "Colonoscopy during 2026 or the nine years prior (ten-year window)." The phrase "during 2026 or the nine years prior" could mean calendar years: 2026 and the nine calendar years before it: 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017. That's calendar years 2017 through 2026 inclusive. If measured back from 2026-12-31 by exact dates, what is the start date? If the window is ten years measured back from 2026-12-31, the start date would be 2016-12-31? Let's test: From 2016-12-31 to 2026-12-31 is exactly 10 years. But if service must be "during 2026 or the nine years prior", the nine years prior to 2026 are 2017? Wait calendar year prior to 2026: 2025 is the first year prior, 2017 is the ninth year prior. Let's count: 2025 (1), 2024 (2), 2023 (3), 2022 (4), 2021 (5), 2020 (6), 2019 (7), 2018 (8), 2017 (9). Yes 2017 is the ninth year prior. So calendar years 2017-2026 = ten years. A service on 2018-06-12 is in 2018, which is within the window.

If measured by exact dates back from 2026-12-31: A ten-year window back from 2026-12-31 would be 2016-12-31 to 2026-12-31 (or 2017-01-01 start?). Let's check HEDIS logic: "Look-back window: October 1 of the year prior to the measurement year through December 31 of the measurement year" for some measures? But this spec says: measured back from 2026-12-31. N5: "during 2026 or the nine years prior (ten-year window)." If the measurement end is Dec 31, 2026, then nine years prior means nine years before 2026-12-31? Let's consider: If I say "in the past 10 years as of Dec 31, 2026", that's from Dec 31, 2016 through Dec 31, 2026. But the spec explicitly says "during 2026 or the nine years prior". If it meant exact dates, "2026" means the whole calendar year 2026 (Jan 1 - Dec 31, 2026). The "nine years prior" to the year 2026 are the calendar years 2017 through 2025? Wait no, prior to 2026 are years before 2026: 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017 (that's nine years). So combined with 2026, that's ten calendar years: 2017, 2018, ..., 2026. A service on 2018-06-12 is in 2018, which is one of the nine years prior (the eighth year prior? Actually 2026-2018 = 8; let's count: 2026 is current, 2025 prior 1, 2024 prior 2, 2023 prior 3, 2022 prior 4, 2021 prior 5, 2020 prior 6, 2019 prior 7, 2018 prior 8, 2017 prior 9). So 2018 is in the nine years prior. Therefore N5 met.

But wait, need check if colonoscopy in 2018 meets the required look-back for N5. The colonoscopy was "complete to the caecum, no polyps." The measure numerator N5 just says "Colonoscopy during 2026 or the nine years prior (ten-year window)." It does not require no polyps or complete? It says colonoscopy, complete to caecum, no polyps in record. That's a colonoscopy. Is there any requirement that it be complete? The numerator event is colonoscopy. The documentation says "complete to the caecum, no polyps." That is a valid colonoscopy. So numerator met via N5.

Therefore member is in denominator, not excluded, meets numerator => "compliant". Reason: one sentence under 30 words naming specific criterion or date that decided it. E.g., "Colonoscopy on 2018-06-12 is within the ten-year window (2017-2026) for numerator N5, and no exclusions apply." Need ensure under 30 words. Let's count: Colonoscopy(1) on(2) 2018-06-12(3) is(4) within(5) the(6) ten-year(7) window(8) (2017-2026)(9) for(10) numerator(11) N5,(12) and(13) no(14) exclusions(15) apply.(16) That's 16 words. Good. But maybe mention age 58 and continuous enrollment? The reason must name the specific criterion or date that decided it. The deciding criterion is numerator N5 colonoscopy date, or the fact no exclusions and meets numerator. Could say: "Met numerator N5: colonoscopy on 2018-06-12 falls in the 2017-2026 ten-year window; not excluded." Count: Met(1) numerator(2) N5:(3) colonoscopy(4) on(5) 2018-06-12(6) falls(7) in(8) the(9) 2017-2026(10) ten-year(11) window;(12) not(13) excluded.(14) That's 14 words. Good. Or "Age 58 and continuous enrolment place member in denominator; 2018-06-12 colonoscopy meets N5 ten-year window; no exclusions." Count: Age(1) 58(2) and(3) continuous(4) enrolment(5) place(6) member(7) in(8) denominator;(9) 2018-06-12(10) colonoscopy(11) meets(12) N5(13) ten-year(14) window;(15) no(16) exclusions.(17). That's 17. Under 30. It names criteria: age/enrollment for denominator, date for numerator, no exclusions. But the task says reason: one sentence, under 30 words, naming the specific criterion or date that decided it. Since status compliant, the deciding factor for numerator is the colonoscopy date, and no exclusions. Could mention denominator criteria too. But "specific criterion or date that decided it" maybe the date 2018-06-12 decided numerator. Let's craft precise.

Need output only JSON, no other keys? Required keys: status, reason. For QM-CRC, only those two. No met_7_day etc (those only for QM-FUM). So JSON object with "status" and "reason". Use JSON null not needed. Must be exactly one fenced JSON code block. No commentary.

Check if there is any nuance: Member had office visit 2026-03-30, no screening ordered. That doesn't matter. Age 58 turns 58 on 2026-04-02, so as of 2026-12-31 age 58, within 46-75. Enrolment continuous. Exclusions: E4 requires age 66 or older; member is 58, so not. E1-3 none. Numerator: colonoscopy 2018-06-12. Let's verify exact window using date measured back from 2026-12-31. N5: "Colonoscopy during 2026 or the nine years prior (ten-year window)." The nine years prior to 2026? If the window is measured back from 2026-12-31, a ten-year window would start on 2017-01-01? Let's do exact: Suppose we measure back from the end of 2026 (Dec 31). A 10-year look-back period ending on 2026-12-31 starts on 2017-01-01? Let's calculate: 2026-12-31 minus 10 years = 2016-12-31. A period from 2016-12-31 to 2026-12-31 inclusive is 10 years and 1 day? Actually from 2016-12-31 to 2026-12-31 is exactly 10 years. If start date is 2016-12-31, then a service on 2018-06-12 is after start, within. If start is 2017-01-01 (the beginning of the calendar year 10 years prior? Let's see: 2026 minus 9 = 2017. The beginning of 2017 is 2017-01-01. The period 2017-01-01 to 2026-12-31 is 9 years and 364 days? Wait from 2017-01-01 to 2026-12-31 inclusive: 2017,2018,2019,2020,2021,2022,2023,2024,2025,2026 = 10 calendar years? Actually Jan 1 2017 to Dec 31 2026 is 10 years minus 1 day? Let's compute: 2017-01-01 to 2018-01-01 is 1 year. To 2027-01-01 is 10 years. So to 2026-12-31 is 9 years + 364 days (or 365 if leap). So it's almost 10 years, but not exactly. However the spec explicitly says "during 2026 or the nine years prior (ten-year window)". That phrasing means calendar years 2017 through 2026. Because "2026 or the nine years prior" refers to years, not rolling 365-day periods. And the parenthetical says ten-year window, meaning 10 calendar years: 2026 plus 2017,2018,2019,2020,2021,2022,2023,2024,2025. Wait that's 1 + 9 = 10 years: 2026 (current), 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017. Yes start year is 2017. Service in 2018 is in.

But hold on: Count again: 2026 plus nine prior years = 2026 (1), 2025 (2), 2024 (3), 2023 (4), 2022 (5), 2021 (6), 2020 (7), 2019 (8), 2018 (9), 2017 (10). Wait that's 10 items? Let's list: Year 0? If 2026 is the measurement year, the "nine years prior" are the nine calendar years immediately before 2026: 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017. That is nine years. Including 2026 gives ten years total: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026. Yes, 2017 is the earliest. So colonoscopy 2018 is within. Good.

If the colonoscopy was 2016, it would not be within. But 2018 is. So compliant.

Check if "complete to the caecum, no polyps" implies it was a screening or diagnostic? The numerator just says colonoscopy, not screening vs diagnostic. In HEDIS, colonoscopy includes both? Actually for CRC screening measure, colonoscopy is a numerator event regardless of indication? Usually it's "Colonoscopy" (CPT codes) during the appropriate timeframe. The record says colonoscopy complete to caecum, no polyps, which is a valid colonoscopy. So met.

Any chance the member is not eligible because age 58? Wait eligible population age 46 through 75. Age 58, yes.

Continuous enrolment: full measurement year with no more than one gap of up to 45 days. The record says Enrolment: 2026-01-01 through 2026-12-31, continuous. That is full year, no gap. Eligible.

Thus status = "compliant". reason sentence.

Need ensure reason length under 30 words. Let's draft final reason:

"Met numerator N5: colonoscopy on 2018-06-12 is in the 2017-2026 ten-year window; no exclusions apply."

Word count: Met(1) numerator(2) N5:(3) colonoscopy(4) on(5) 2018-06-12(6) is(7) in(8) the(9) 2017-2026(10) ten-year(11) window;(12) no(13) exclusions(14) apply.(15) 15 words. It names criterion N5 and date. It mentions no exclusions. It implicitly is in denominator? The reason for compliant is that numerator met and no exclusions; but should we also mention denominator? The status compliant means in denominator, not excluded, meets numerator. The reason should name the specific criterion or date that decided it. The colonoscopy date decided numerator; no exclusions also needed. Perhaps say: "Age 58 and continuous enrolment place member in denominator; 2018-06-12 colonoscopy meets N5; no exclusions." Count: Age(1) 58(2) and(3) continuous(4) enrolment(5) place(6) member(7) in(8) denominator;(9) 2018-06-12(10) colonoscopy(11) meets(12) N5;(13) no(14) exclusions.(15) 15 words. This covers all. But the deciding criterion for numerator is N5, date. Which is better? The instruction: "naming the specific criterion or date that decided it". For a compliant member, multiple criteria: age/enrollment for denominator, N5 date for numerator. But the "decided it" could be the numerator event because denominator and non-exclusion are background? In other similar tasks, they expect reason to state why compliant, e.g., "Colonoscopy on 2018-06-12 within 10-year window meets numerator N5; no exclusions." That is enough because being in denominator is assumed by status? Actually status "compliant" requires in denominator and not excluded. If there were an exclusion, they'd be excluded, not compliant. So saying no exclusions apply addresses exclusion. Denominator eligibility: if age or enrollment failed, status would be not_eligible. Since status is compliant, the grader knows they were eligible. But the reason must name criterion or date that decided it. The date 2018-06-12 is the numerator criterion. I'll include denominator briefly to be safe? Need under 30 words, can include all concisely.

Try: "In denominator (age 58, continuous enrolment); 2018-06-12 colonoscopy meets N5 ten-year window; no exclusions."

Count: In(1) denominator(2) (age(3) 58,(4) continuous(5) enrolment);(6) 2018-06-12(7) colonoscopy(8) meets(9) N5(10) ten-year(11) window;(12) no(13) exclusions.(14) 14 words. This is good. It names age 58 and continuous enrolment (denominator criteria), the date colonoscopy (N5), and no exclusions. Wait, does "age 58" as of 2026-12-31? Yes. Actually age on 2026-12-31 is 58. Good.

Check word count method: "In" (1) "denominator" (2) "(age" (3) "58," (4) "continuous" (5) "enrolment);" (6) "2018-06-12" (7) "colonoscopy" (8) "meets" (9) "N5" (10) "ten-year" (11) "window;" (12) "no" (13) "exclusions." (14). Under 30. Does "2018-06-12" count as one word? Yes, it's a token. Even if split, still under 30.

Let's ensure no second block, exactly one fenced JSON code block. The JSON keys must be strings. Use boolean? Not required here. So:

```json
{
  "status": "compliant",
  "reason": "In denominator (age 58, continuous enrolment); 2018-06-12 colonoscopy meets N5 ten-year window; no exclusions."
}
```

Wait check the age: DOB 1968-04-02. As of 2026-12-31, age is 58. The record also says "so 58 years old on 2026-12-31." Yes.

Double-check N5 window: If the measurement year is 2026 and N5 is "Colonoscopy during 2026 or the nine years prior (ten-year window)." The colonoscopy was 2018-06-12. Is 2018 one of the nine years prior? Let's recount to be absolutely sure: Years prior to 2026: 
1 year prior: 2025
2: 2024
3: 2023
4: 2022
5: 2021
6: 2020
7: 2019
8: 2018
9: 2017
So 2018 is the 8th year prior, which is within the nine years prior. Yes. And the colonoscopy date is after 2017-01-01. So within. If the window is measured back from 2026-12-31 as exact date, "nine years prior" means nine years before 2026? Let's check exact date math: The end of measurement year is 2026-12-31. The start of the "nine years prior" period as a ten-year window measured back: If we go back 10 years from 2026-12-31, we get 2016-12-31. A service on 2018-06-12 is after 2016-12-31, so within a rolling ten-year window ending 2026-12-31 as well. Wait if the window start is 2016-12-31, then 2018 is within. If start is 2017-01-01, also within. So no issue.

Thus compliant.

One more nuance: The office visit 2026-03-30 "no screening ordered". Does that trigger anything? No.

Exclusions: E4 requires age 66 or older AND both frailty and advanced illness. Member is 58, so not. No frailty/advanced illness mentioned anyway.

Everything good.

Need output only JSON block. Ensure no trailing comma. Use straight quotes. Done.
json{
  "status": "compliant",
  "reason": "In denominator (age 58, continuous enrolment); 2018-06-12 colonoscopy meets N5 ten-year window; no exclusions."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 5,417 tokens
We need answer JSON only. Task: QM-CRC measure, member record. Need status, reason (and QM-FUM requires met_7_day/met_30_day? Wait task says Items drawn from measure QM-FUM require two further keys. This is QM-CRC. So only status and reason? The task family says required JSON keys status, reason. Items drawn from measure QM-FUM require two further keys. So for QM-CRC only status and reason. Need determine status per spec.

Let's parse carefully.

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: full measurement year with no more than one gap up to 45 days.

Member 40201: DOB 1968-04-02, 58 years old on 2026-12-31. Compute: 2026 - 1968 = 58, but birthday April 2, so on Dec 31 2026, turned 58 in April 2026, yes age 58. So within 46-75. Enrolment continuous full year: yes. So in denominator, not not_eligible.

Exclusions evaluated before numerator. Required exclusions:
E1 CRC (C18-C21) any time on/before 2026-12-31. No CRC.
E2 total colectomy any time on/before 2026-12-31. No colectomy.
E3 hospice any time during measurement year. No hospice.
E4 Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Member age 58, not 66+, so no. Also no frailty/advanced illness indicated. So no exclusions. Therefore not excluded.

Now numerator: any one of N1-N5 by look-back window measured back from 2026-12-31. Wait specification says: "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)."

Need evaluate member's history:
  2018-06-12 Colonoscopy, complete to caecum, no polyps.
  2026-03-30 Office visit, no screening ordered.

Colonoscopy: N5 window is during 2026 or the nine years prior (ten-year window). Measurement year 2026-01-01 to 2026-12-31. Look-back: colonoscopy during 2026 or the nine years prior. Need determine if 2018-06-12 falls within the ten-year window measured back from 2026-12-31. Let's compute.

End date 2026-12-31. Ten-year window: colonoscopy during 2026 or the nine years prior. Does this mean dates from 2016? Let's interpret: "during 2026 or the nine years prior (ten-year window)." That means the window includes 2026 plus the 9 prior years: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025? Wait 2026 + nine years prior = 2017-2025 inclusive? Let's count: "nine years prior" relative to 2026: 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017. That's nine years. Plus 2026 = ten-year window from 2017-01-01 through 2026-12-31. But measured back from 2026-12-31 maybe exact date window: colonoscopy during 2026 or the nine years prior. In HEDIS, CRC screening colonoscopy: "Colonoscopy in the past 10 years (including the measurement year)" typically defined as any time on or before December 31 of the measurement year and on or after January 1 of the year that is 10 years prior? Let's think: For measurement year 2026, a colonoscopy in the past 10 years includes dates from 2017? Let's calculate: 2026 - 9 = 2017. If it's during 2026 or the nine years prior, then years 2017 through 2026 inclusive = 10 years. But wait "nine years prior" to 2026 means 2017? Let's list years prior to 2026: 2025 (1), 2024 (2), 2023 (3), 2022 (4), 2021 (5), 2020 (6), 2019 (7), 2018 (8), 2017 (9). Yes, nine years prior is 2017. Plus 2026 = 2017-2026. But if measured back from 2026-12-31 as an exact 10-year window, maybe start date is 2016-12-31? Let's examine wording: "by the look-back window measured back from 2026-12-31". And then N5: "Colonoscopy during 2026 or the nine years prior (ten-year window)." The phrase "during 2026 or the nine years prior" suggests year-based windows: N1 during 2026 (one year); N2 during 2026 or two years prior (three-year window) => years 2024, 2025, 2026? Wait 2026 + two years prior: prior years are 2025 (1) and 2024 (2). That's three-year window: 2024-2026. N3 flexible sigmoidoscopy during 2026 or the four years prior (five-year window): 2022-2026. N4 CT colonography same: 2022-2026. N5 colonoscopy during 2026 or the nine years prior (ten-year window): 2017-2026. Yes, year-based: 2026 plus nine prior years = 2017 through 2026 inclusive (10 years). Note: Starting year is 2017, not 2016. If it were a true date-based 10-year window from 2026-12-31, it would be 2016-12-31 through 2026-12-31, which includes part of 2016 (from Dec 31 2016). But the spec says "during 2026 or the nine years prior (ten-year window)", i.e., year 2026 and the nine years before it => 2017-2026, not including 2016. The difference matters for a colonoscopy on 2018-06-12. 2018 is within 2017-2026 regardless. So 2018-06-12 is inside the ten-year window. Even if the window were 2016-12-31 to 2026-12-31, 2018-06-12 is still inside. If window were 2017-01-01 to 2026-12-31, inside. So colonoscopy in 2018 meets N5. Wait check: Is a colonoscopy done in 2018 more than 9 years before 2026-12-31? Let's measure "during 2026 or the nine years prior". Nine years prior to the measurement year 2026 means calendar years 2017 through 2025? Wait no, let's recount carefully; I may be off by one.

Definition: "during 2026 or the nine years prior (three-year window)" for N2: "Stool DNA test during 2026 or the two years prior (three-year window)." Let's map: If during 2026 OR the two years prior = the two years prior to 2026 are 2025 and 2024. That's a total of three years: 2024, 2025, 2026. Yes. So "two years prior" = 2025 (1 prior), 2024 (2 prior). So "four years prior" = 2025,2024,2023,2022 -> total five-year window 2022-2026. "nine years prior" = 2025,2024,2023,2022,2021,2020,2019,2018,2017 -> total ten-year window 2017-2026. So N5 window is calendar years 2017 through 2026 inclusive. Member's colonoscopy date: 2018-06-12, which is in 2018, thus in the window. It was complete to caecum, no polyps; the measure numerator for colonoscopy likely just requires a colonoscopy during the window; completeness? The record says "complete to the caecum, no polyps." The numerator N5 just says "Colonoscopy during 2026 or the nine years prior". It doesn't specify complete to caecum, but this one is complete. So numerator met.

But wait: colonoscopy in 2018: The measurement year is 2026. For CRC screening, a colonoscopy is recommended every 10 years. If the member had a colonoscopy in 2018, by 2026 it has been 8 years and about 6.5 months (June 12 2018 to Dec 31 2026 is 8 years 6 months). That's within 10 years. Yes meets.

However, check for exclusion? None.

The office visit 2026-03-30 no screening ordered; irrelevant.

Thus status: "compliant". Because in denominator (age 58, continuous enrollment), no exclusions, meets numerator N5 via colonoscopy on 2018-06-12 within the ten-year look-back window.

Need reason string: one sentence, under 30 words, naming the specific criterion or date that decided it.

Need be careful with status values: "compliant" in denominator, not excluded, and meets numerator. Yes.

Reason: "Colonoscopy on 2018-06-12 meets numerator N5 within the ten-year window (2017-2026) back from 2026-12-31." Let's count words. "Colonoscopy" 1 "on" 2 "2018-06-12" 3? date maybe one word? "meets" 4 "numerator" 5 "N5" 6 "within" 7 "the" 8 "ten-year" 9 "window" 10 "(2017-2026)" maybe one token but includes date range; "back" 11 "from" 12 "2026-12-31." 13. Under 30 words. Good. Could say: "Meets numerator N5: colonoscopy 2018-06-12 is within the ten-year window (2017-2026) measured back from 2026-12-31." Count: Meets1 numerator2 N5:3 colonoscopy4 2018-06-12 5 is6 within7 the8 ten-year9 window10 (2017-2026)11 measured12 back13 from14 2026-12-31.15. That's one sentence, under 30. It names specific criterion (numerator N5) and date (2018-06-12). Good.

But wait, need check if status should be "compliant" or "non_compliant"? Let's double-check N5 window start year. If the colonoscopy was 2018-06-12, measurement year end 2026-12-31. If someone interprets N5 as colonoscopy in the 10 years prior to the end of measurement year, i.e., on or after 2016-12-31 (or 2016-01-01?) Let's test if 2018 is included either way. Yes, 2018 is after 2016-12-31 or after 2016-01-01. If window was 2016-12-31 to 2026-12-31, 2018 included. If window was 2017-01-01 to 2026-12-31, 2018 included. So no issue.

But hold on: The denominator age requirement is 46 through 75 as of 2026-12-31. Born 1968-04-02. As of 2026-12-31, age is 58 (since birthday passed). Yes.

Continuous enrolment: 2026-01-01 through 2026-12-31 continuous. Yes. No gap.

Exclusion E4: Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Age 58, no. So none.

Record: "No colorectal cancer, no colectomy, no hospice." So no E1-E3.

Thus compliant.

Wait: One nuance: The numerator requires screening events "during 2026" for N1 etc. For N5, colonoscopy during 2026 or nine years prior. The colonoscopy in 2018 was complete to caecum, no polyps. In some CRC specs, colonoscopy must be "complete to the cecum" or "with bowel preparation" or something? The measure spec given says only "Colonoscopy during 2026 or the nine years prior". It does not add documentation requirements. The history note says "complete to the caecum, no polyps", which is just extra info confirming it's a valid colonoscopy. So it's fine.

Another nuance: The office visit in 2026-03-30 with no screening ordered. That doesn't affect numerator. The numerator is any one of N1-N5. The colonoscopy meets N5. Even though no screening in 2026, a prior colonoscopy within 10 years counts. Yes.

Now, the output contract: Reply with exactly one fenced JSON code block and nothing else. No preamble, no commentary before or after, no second code block.

The JSON object must include required keys: "status" and "reason" only. Do not add keys. Since this is QM-CRC, not QM-FUM, do not include met_7_day or met_30_day. The task says Items drawn from measure QM-FUM require two further keys. So not this one. The required JSON keys: status, reason. So object:

{
  "status": "compliant",
  "reason": "Meets numerator N5: colonoscopy 2018-06-12 is within the ten-year window (2017-2026) measured back from 2026-12-31."
}

Check reason length under 30 words. Let's count precisely with date range as maybe two words? Actually "(2017-2026)" is a token; if splitting by whitespace: Meets(1) numerator(2) N5:(3) colonoscopy(4) 2018-06-12(5) is(6) within(7) the(8) ten-year(9) window(10) (2017-2026)(11) measured(12) back(13) from(14) 2026-12-31.(15) That's 15 whitespace-separated tokens. Under 30. Good.

But maybe reason should name the specific criterion or date that decided it. It names N5 and date 2018-06-12. Also mentions window. Fine.

Could the reason be: "Colonoscopy on 2018-06-12 meets numerator N5 (ten-year window 2017-2026) back from 2026-12-31." Count: Colonoscopy1 on2 2018-06-12 3 meets4 numerator5 N5 6 (ten-year7 window8 2017-2026)9 back10 from11 2026-12-31.12. Good.

Need ensure status string exactly "compliant". Yes.

Let's double-check enrolment: "Enrolment: 2026-01-01 through 2026-12-31, continuous." The denominator continuous enrolment: full measurement year with no more than one gap of up to 45 days. Continuous means no gap, so meets. Good.

Could there be any issue about age? DOB 1968-04-02, on 2026-12-31 age = 58. 58 is between 46 and 75 inclusive. Yes.

Check exclusion E1: "Colorectal cancer (C18-C21) any time on or before 2026-12-31." History says no colorectal cancer. Good.
E2: no colectomy. Good.
E3: no hospice. Good.
E4: age 66+? No. And both frailty and advanced illness? Not documented, and age not 66+. Not excluded.

Thus final answer exactly as described.

Wait, one more nuance: In HEDIS, for CRC, the colonoscopy denominator/numerator: If a member had a colonoscopy in 2018, that is 8 years before 2026. But the colonoscopy needs to be in the measurement year or the 9 years prior, i.e., 2017-2026. 2018 is in there. Yes.

Let's ensure not to output met_7_day / met_30_day. The task family description 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." This member is under QM-CRC, not QM-FUM. So we don't add them. The required keys are status and reason. The 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." So keys: status, reason. Good.

One more check: Reason sentence must be one sentence. My reason has a colon and a parenthesis, but it's one sentence ending with period. Should be fine.

Let's construct final JSON code block:

```json
{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 meets numerator N5 (ten-year window 2017-2026) measured back from 2026-12-31."
}
```

Wait, is "ten-year window 2017-2026" correct? Let's confirm: If during 2026 or nine years prior = 2017-2026. Yes. But perhaps the window is 2016-2026? Let's recalc from date 2026-12-31 measured back exactly 10 years: exactly 10 years prior to 2026-12-31 is 2016-12-31. If a test occurred on 2016-12-31, is that in the ten-year window? The phrase "during 2026 or the nine years prior (ten-year window)" suggests year 2026 plus the nine previous calendar years: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025 are the nine prior? Wait, I think I made a counting error! Let's recount very carefully. This is critical.

Years:
2026 is the measurement year.
What are "the two years prior" to 2026? Let's list:
- 2025 is one year prior (the year before 2026).
- 2024 is two years prior.
Thus "2026 or the two years prior" = 2026, 2025, 2024. That's three years: 2024, 2025, 2026. Yes.

Now "the four years prior" to 2026:
- 2025 (1)
- 2024 (2)
- 2023 (3)
- 2022 (4)
Thus 2026 + those four = 2022, 2023, 2024, 2025, 2026. That's five-year window (2022-2026). Yes.

Now "the nine years prior" to 2026:
Count nine years back from 2025 downward:
1. 2025
2. 2024
3. 2023
4. 2022
5. 2021
6. 2020
7. 2019
8. 2018
9. 2017
Thus the nine prior years are 2017 through 2025 inclusive. Add 2026 => window is 2017 through 2026 inclusive. Yes, that is ten years: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026. Wait count: 2026 + 9 prior years (2017-2025) = 1 + 9 = 10 years. Years from 2017 to 2026 inclusive is indeed 10 years: 2017 (1), 2018 (2), 2019 (3), 2020 (4), 2021 (5), 2022 (6), 2023 (7), 2024 (8), 2025 (9), 2026 (10). Yes.

Now what about a colonoscopy on 2018-06-12? It is in 2018, which is year 2 of the window, definitely inside. So regardless of whether the exact start date is 2017-01-01 or 2016-12-31, 2018 is inside. So my reason mentioning (2017-2026) is accurate per the year-based window. If an exact date window from 2026-12-31 back 10 years is 2016-12-31, then the window is 2016-12-31 to 2026-12-31, which includes all of 2017 and 2018. The start year as a calendar year is 2016 only for dates on or after Dec 31 2016 which is basically a sliver of 2016. Usually they say "2017-2026" because 2016 is not a full year. The spec explicitly says "(ten-year window)" and "during 2026 or the nine years prior". So stating 2017-2026 is consistent with the given text. Alternatively, to avoid any possible quibble, I could just say "within the ten-year look-back window" and not specify the year range. But the reason must name the specific criterion or date that decided it. It names colonoscopy date 2018-06-12 and numerator N5. The window range is extra. If I say "(ten-year window)" without years, it's fine. Let's phrase:

"Colonoscopy on 2018-06-12 meets numerator N5 within the ten-year look-back window from 2026-12-31."

That's safe and doesn't commit to start year. Count: Colonoscopy1 on2 2018-06-12 3 meets4 numerator5 N5 6 within7 the8 ten-year9 look-back10 window11 from12 2026-12-31.13. Good. This names date and criterion. It says "ten-year look-back window" which is exactly N5. Let's use that to avoid off-by-one issue. But does it name the specific criterion? It says "numerator N5". Yes.

Could say: "Meets numerator N5: colonoscopy on 2018-06-12 is within the ten-year look-back window from 2026-12-31." This is clear. Use that.

Let's ensure no period issues? JSON string can have colon and date. Fine.

Final block:

```json
{
  "status": "compliant",
  "reason": "Meets numerator N5: colonoscopy on 2018-06-12 is within the ten-year look-back window from 2026-12-31."
}
```

Check word count: Meets1 numerator2 N5:3 colonoscopy4 on5 2018-06-12 6 is7 within8 the9 ten-year10 look-back11 window12 from13 2026-12-31.14. Under 30. Good.

One final check: The task says "reason string — one sentence, under 30 words, naming the specific criterion or date that decided it". The reason names both the criterion (numerator N5) and date (2018-06-12). Good.

No other keys. Output exactly fenced block.

Wait, do we need to escape anything? No.

Proceed to final.
json{
  "status": "compliant",
  "reason": "Meets numerator N5: colonoscopy on 2018-06-12 is within the ten-year look-back window from 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 3,150 tokens
We need answer JSON only. Let's analyze measure QM-CRC. Measurement year 2026. Member DOB 1968-04-02, age on 2026-12-31: 58. Eligible population age 46-75 inclusive, yes. Continuous enrolment full year, no gap, yes.

Exclusions evaluated before numerator. Check exclusions: E1 colorectal cancer any time on/before 2026-12-31: none. E2 total colectomy: none. E3 hospice during measurement year: none. E4 age 66+ as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Member age 58, not 66+, so not met. Also no frailty/advanced illness? The record doesn't mention frailty or advanced illness. But E4 requires age 66+ AND both. Since age not 66+, not excluded. So denominator, not excluded.

Now numerator: any one of N1-N5 by look-back from 2026-12-31.

Events: 2018-06-12 Colonoscopy, complete to caecum, no polyps. Need N5: Colonoscopy during 2026 or the nine years prior (ten-year window). Measurement back from 2026-12-31: "during 2026 or the nine years prior" means inclusive window? Let's parse. Measurement year 2026. Look-back window measured back from 2026-12-31. N5: Colonoscopy during 2026 or the nine years prior (ten-year window). The nine years prior to 2026 are 2017,2018,2019,2020,2021,2022,2023,2024,2025? Let's count: Year prior to 2026 includes 2025 down to 2017? If "2026 or the nine years prior" that's 2026 plus 2017-2025 = 10 years total. Nine years prior to 2026: If measurement year is 2026, the nine years prior are 2017 through 2025 inclusive? Let's count: 2025 (1), 2024 (2), 2023 (3), 2022 (4), 2021 (5), 2020 (6), 2019 (7), 2018 (8), 2017 (9). Yes. So window is 2017-01-01 through 2026-12-31? Actually "during 2026 or the nine years prior" could mean services performed in calendar year 2026 or in any of the nine calendar years before 2026, i.e., 2017-2025. But is the start date exactly 2017-01-01? Since colonoscopy on 2018-06-12 falls in 2018, which is within nine years prior (2017-2025), so definitely within window. Even if exact date measured back from 2026-12-31 by 10 years, that's 2016-12-31? Wait: "during 2026 or the nine years prior (ten-year window)". If measured back from 2026-12-31 by ten years, start date would be 2016-12-31 or 2017-01-01? Let's test: A ten-year window measured back from 2026-12-31 means the period from 2016-12-31 (or maybe 2017-01-01) to 2026-12-31. If exactly 10 years prior date is 2016-12-31. But they clarify "during 2026 or the nine years prior". The nine calendar years prior to 2026 are 2017 through 2025. So earliest is 2017-01-01. Let's be precise: The colonoscopy is 2018-06-12, which is after 2017-01-01, so either way it's within the window. It's a colonoscopy complete to caecum, no polyps. Does it need to be complete to caecum? The numerator just says "Colonoscopy". The record says "complete to the caecum". That's fine; it's a colonoscopy. So N5 met. Thus numerator met. Member is compliant.

Need reason: one sentence, under 30 words, naming specific criterion or date that decided it. For compliant: status compliant. Reason should name criterion/date that decided it. Perhaps: "Colonoscopy on 2018-06-12 meets numerator N5 within the ten-year look-back window ending 2026-12-31." Need under 30 words. Let's count: Colonoscopy(1) on(2) 2018-06-12(3) meets(4) numerator(5) N5(6) within(7) the(8) ten-year(9) look-back(10) window(11) ending(12) 2026-12-31(13). That's 13 words? Let's draft better: "The 2018-06-12 colonoscopy satisfies numerator N5, a colonoscopy within the ten-year window ending 2026-12-31." Count: The(1) 2018-06-12(2) colonoscopy(3) satisfies(4) numerator(5) N5,(6) a(7) colonoscopy(8) within(9) the(10) ten-year(11) window(12) ending(13) 2026-12-31(14). Under 30. But maybe "The 2018-06-12 colonoscopy meets N5 (colonoscopy in 2026 or the nine prior years)." Let's check: The(1) 2018-06-12(2) colonoscopy(3) meets(4) N5(5) (colonoscopy(6) in(7) 2026(8) or(9) the(10) nine(11) prior(12) years).(13) That's 13 words plus parentheses? Actually punctuation not counted? It's fine. Under 30.

Need consider any nuance: The colonoscopy was in 2018. N5 says "Colonoscopy during 2026 or the nine years prior (ten-year window)." The measurement year is 2026. Nine years prior to 2026 (calendar years) are 2017-2025. 2018 is in that. So yes compliant.

But wait: The member had "2018-06-12 Colonoscopy, complete to the caecum, no polyps." Is there any requirement that colonoscopy must be "complete to the caecum" to count? The spec just says "Colonoscopy". There's no additional specification about complete to caecum or bowel prep. The record includes "complete to the caecum, no polyps" which is descriptive, but no exclusion for incomplete. In some real measures, only colonoscopy with adequate prep counts, but we must follow supplied material exactly. It says "Colonoscopy" in numerator. The event is a colonoscopy. So it meets.

Also check exclusions: E4 requires age 66+ as of 2026-12-31 AND both frailty and advanced illness documented during MY. Not age 66+, so no. The record says no colorectal cancer, no colectomy, no hospice. No mention frailty or advanced illness. Since age not 66+, E4 false. So not excluded.

Continuous enrolment: 2026-01-01 through 2026-12-31, continuous, no gap >45 days. Yes.

Age: DOB 1968-04-02, on 2026-12-31: 2026 - 1968 = 58, birthday April 2 already passed, so 58. Between 46 and 75 inclusive, yes.

Thus status compliant.

Now, does the task require any other keys? The task family QM-CRC only requires "status" and "reason". Wait, the prompt says: "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 is QM-CRC, not QM-FUM. Required JSON keys: "status" and "reason". So only those two. Do not add met_7_day etc. But let's verify the instruction: "Required JSON keys: "status" string... "reason" string... Items drawn from measure QM-FUM require two further keys... For a member who is excluded or not_eligible under QM-FUM, report both as false." Since this is QM-CRC, those extra keys are not required and we must not add keys that were not asked for. So JSON object with only status and reason.

Need output exactly one fenced JSON code block and nothing else. Ensure JSON valid. Use double quotes. Reason string. No trailing comma.

Check reason under 30 words. Let's craft final reason:

"Colonoscopy on 2018-06-12 meets numerator N5, which counts a colonoscopy in 2026 or the nine prior years."

Let's count words:
Colonoscopy(1) on(2) 2018-06-12(3) meets(4) numerator(5) N5,(6) which(7) counts(8) a(9) colonoscopy(10) in(11) 2026(12) or(13) the(14) nine(15) prior(16) years.(17) That's 17 words. Under 30.

But wait: "nine prior years" means nine years prior to 2026, i.e., 2017-2025. The colonoscopy in 2018 is in that. Good.

Alternative reason: "The 2018-06-12 colonoscopy satisfies N5: colonoscopy during 2026 or the nine years prior, so the member is compliant." Count: The(1) 2018-06-12(2) colonoscopy(3) satisfies(4) N5:(5) colonoscopy(6) during(7) 2026(8) or(9) the(10) nine(11) years(12) prior,(13) so(14) the(15) member(16) is(17) compliant.(18) Under 30. But maybe "so the member is compliant" is slightly redundant with status, but allowed. The reason should name the specific criterion or date that decided it. I'd mention the date and N5. Let's choose:

"Colonoscopy on 2018-06-12 meets numerator N5, a colonoscopy in 2026 or the nine prior years."

This names date and criterion (N5). Good.

Double-check JSON:

```json
{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 meets numerator N5, a colonoscopy in 2026 or the nine prior years."
}
```

Wait, is "the nine prior years" ambiguous? It says "2026 or the nine years prior". Should I say "nine prior calendar years" or "nine years prior"? The measure says "during 2026 or the nine years prior (ten-year window)." I can quote: "in 2026 or the nine prior years". Good.

Let's verify no other numerator event: 2026-03-30 Office visit, no screening ordered. Not a numerator event. The colonoscopy is the only one.

Could the colonoscopy be too old if window measured back exactly 10 years from 2026-12-31? If start is 2016-12-31, 2018 is still after. If nine years prior to 2026 are 2017-2025, 2018 is within. So no issue.

Wait, one nuance: "Colonoscopy during 2026 or the nine years prior (ten-year window)." Nine years prior to 2026: If you list years prior to 2026: 2025 is 1 year prior, 2024 is 2, 2023 is 3, 2022 is 4, 2021 is 5, 2020 is 6, 2019 is 7, 2018 is 8, 2017 is 9. Yes, 2018 is the 8th year prior. So definitely included.

Another nuance: The member is 58, age eligible. Enrolment continuous. No exclusions. So denominator yes.

Thus final answer is JSON block exactly.

Need ensure no other text. Output contract: Reply with exactly one fenced JSON code block and nothing else. So I must produce:

```json
{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 meets numerator N5, a colonoscopy in 2026 or the nine prior years."
}
```

Check no trailing comma, valid JSON. Yes.

Wait, I should confirm reason under 30 words and one sentence. It's one sentence, ends with period. Word count: Colonoscopy (1) on (2) 2018-06-12 (3) meets (4) numerator (5) N5, (6) a (7) colonoscopy (8) in (9) 2026 (10) or (11) the (12) nine (13) prior (14) years. (15) That's 15 words. Good.

But hold on: The reason says "a colonoscopy in 2026 or the nine prior years." The colonoscopy was in 2018, which is one of the nine prior years (2017-2025). The phrasing "a colonoscopy in 2026 or the nine prior years" might be read as the colonoscopy had to be in 2026 or in the nine prior years, which it was. Yes.

Could I make it even more explicit: "The 2018-06-12 colonoscopy meets N5 (colonoscopy during 2026 or the nine prior years)." Count: The(1) 2018-06-12(2) colonoscopy(3) meets(4) N5(5) (colonoscopy(6) during(7) 2026(8) or(9) the(10) nine(11) prior(12) years).(13) That's clearer that the event meets N5. But either is fine. The first says "Colonoscopy on 2018-06-12 meets numerator N5, a colonoscopy in 2026 or the nine prior years." That's clear.

Let's finalize.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 meets numerator N5, a colonoscopy in 2026 or the nine prior years."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Flash · Alibaba8.0s · 348 out | 14.7s · 415 out | 4.6s · 474 out
Attempt 1
Reasoning · 282 tokens
We need answer JSON only. Need evaluate QM-CRC. Member age 58 as of 2026-12-31 eligible. Continuous enrolment. No exclusions E1-E3, E4 no. Numerator: N5 colonoscopy during 2026 or nine years prior (ten-year window) measured back from 2026-12-31. Need define nine years prior: likely colonoscopy on/after 2017-01-01? Let's calculate. Measurement window 2026-01-01 through 2026-12-31. Ten-year look-back from 2026-12-31 includes 2017-01-01? "during 2026 or the nine years prior" usually for CRC: colonoscopy performed in the measurement year or in any of the nine years prior. Since measurement year 2026, nine years prior are 2017-2025, total ten-year window 2017-2026. Date 2018-06-12 within. Thus compliant. Reason concise under 30 words naming criterion/date. Need no extra keys. Ensure JSON block only.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 is within the ten-year N5 look-back window measured back from 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 364 tokens
We need answer JSON only. Need evaluate QM-CRC. Member DOB 1968-04-02 age 58 on 2026-12-31 -> denominator age 46-75. Continuous enrolment yes full year. Exclusions none. Numerator look-back from 2026-12-31. Colonoscopy 2018-06-12. Ten-year window includes 2016-01-01 through 2026-12-31? During 2026 or nine years prior. From 2026-12-31 back ten years? Need precise: N5. Colonoscopy during 2026 or the nine years prior. Measurement year 2026 and nine prior years = 2017-2026? But look-back window measured back from 2026-12-31: ten-year window. Colonoscopy 2018-06-12 is within 10 years. Is 2016? Need if "during 2026 or the nine years prior" means years 2017 through 2026 inclusive (10 measurement years). 2018 is within. So compliant. Reason must name specific criterion/date under 30 words. Need include colonoscopy date meets N5. Status compliant, reason: "Colonoscopy 2018-06-12 is within the ten-year N5 window." Under 30 words. Ensure one JSON block. No extra keys because not QM-FUM.
json{
  "status": "compliant",
  "reason": "Colonoscopy 2018-06-12 is within the ten-year N5 look-back window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 412 tokens
We need answer JSON only. Need evaluate QM-CRC.

Measurement year 2026. Member DOB 1968-04-02 age 58 as of 2026-12-31. Denominator age 46-75 yes. Continuous full year yes. Exclusions none? No colorectal cancer, colectomy, hospice. Age under 66, no frailty/advanced illness anyway. Numerator: colonoscopy 2018-06-12. N5 window colonoscopy during 2026 or nine years prior measured back from 2026-12-31. Need interpret nine years prior: dates on or after 2017-01-01? Or 2017-12-31? "during 2026 or the nine years prior" look-back window from 2026-12-31. If ten-year window includes 2017? Let's compute. 2026 + prior nine years = 2017? Usually HEDIS COL screen: colonoscopy date within 10 years: from measurement year start minus 9 years? For measurement year 2026, dates between 2017-01-01 and 2026-12-31. 2018-06-12 is within. So compliant. Need reason under 30 words naming criterion/date. "Age 58 and continuous enrolment qualify; colonoscopy on 2018-06-12 meets N5 ten-year window; no exclusions." Word count: Age1 58? maybe numbers count? Under 30. Need status compliant. No met_7_day etc unless QM-FUM, not required. JSON exactly one fenced block.
json{
  "status": "compliant",
  "reason": "Age 58 and continuous enrolment qualify; colonoscopy on 2018-06-12 meets N5 ten-year window; no exclusions."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K2.6 · Moonshot12.4s · 2,354 out | 32.6s · 1,247 out | 21.0s · 3,288 out
Attempt 1
Reasoning · 1,954 tokens
 Let me analyze this member against the QM-CRC measure specification.

**Member details:**
- DOB: 1968-04-02
- Age on 2026-12-31: 58 years old (within 46-75 range)
- Enrollment: 2026-01-01 through 2026-12-31, continuous (no gaps)
- History:
  - 2018-06-12: Colonoscopy, complete to the caecum, no polyps.
  - 2026-03-30: Office visit, no screening ordered.

**Step 1: Check denominator eligibility**
- Age: 58 years old as of 2026-12-31. 46 ≤ 58 ≤ 75. ✓ Eligible.
- Continuous enrollment: Full measurement year with no more than one gap up to 45 days. Enrolled 2026-01-01 through 2026-12-31 continuous. ✓ Eligible.

So member is in denominator.

**Step 2: Check required exclusions**
- E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. Record says "No colorectal cancer". Not excluded.
- E2: Total colectomy any time on or before 2026-12-31. Record says "no colectomy". Not excluded.
- E3: Hospice at any time during measurement year. Record says "no hospice". Not excluded.
- E4: Age 66 or older AND both frailty and advanced illness. Member is 58, so not 66 or older. Not excluded.

Member is not excluded.

**Step 3: Check numerator**
Look back from 2026-12-31:
- N1: FOBT or FIT during 2026. No evidence in record.
- N2: Stool DNA test during 2026 or two years prior (2024-2026). No evidence.
- N3: Flexible sigmoidoscopy during 2026 or four years prior (2022-2026). No evidence.
- N4: CT colonography during 2026 or four years prior (2022-2026). No evidence.
- N5: Colonoscopy during 2026 or nine years prior (2017-2026).

Wait, member had colonoscopy on 2018-06-12. The look-back window for N5 is "during 2026 or the nine years prior (ten-year window)". 

Let me calculate: From 2026-12-31, look back 9 years prior. That would be 2017-12-31? Or exactly 9 years?

The spec says: "Colonoscopy during 2026 or the nine years prior (ten-year window)."

Usually a ten-year window means the decade ending at the measurement year. So from 2017-01-01 to 2026-12-31, OR from 2017-12-31 to 2026-12-31 (9 years prior)?

Let me think carefully. "during 2026 or the nine years prior (ten-year window)". 

If today is 2026-12-31 and we go back 9 years prior, that's 2017-12-31. So the ten-year window would be 2017-12-31 through 2026-12-31. But that would be 9 years and 1 day. Actually going back exactly 9 years from 2026-12-31 gives 2017-12-31. A ten-year window from 2026-12-31 would be back to 2016-12-31.

However, the spec says "during 2026 or the nine years prior (ten-year window)". That means the window spans 2026 and the 9 previous years, so 2017 through 2026. If a specific date cutoff is intended: from 2017-01-01 to 2026-12-31. Or inclusive from 2017-12-31?

Wait, let me reconsider. The member had colonoscopy on 2018-06-12. Regardless of whether the exact cutoff is 2016-12-31, 2017-01-01, or 2017-12-31, 2018-06-12 is within any of those windows. Even if it's exactly 9 years prior from 2026-12-31, that would be 2017-12-31. 2018-06-12 is after 2017-12-31. So it's definitely within a 10-year window.

Actually, let me double-check. The look-back window for N5 is "during 2026 or the nine years prior (ten-year window)".

Standard HEDIS interpretation: For CRC screening, colonoscopy in the 10 years prior to the end of the measurement year. So from 2016-12-31 to 2026-12-31, or equivalently 2017-01-01 to 2026-12-31? Actually "10 years prior" typically means the measurement year plus the 9 years prior, making a 10-year period. 

HEDIS FUM or CRC specs typically use: "January 1 of the year 10 years prior to the measurement year through December 31 of the measurement year." But the prompt says "during 2026 or the nine years prior (ten-year window)."

Wait, let me read exactly: "Colonoscopy during 2026 or the nine years prior (ten-year window)."

This means: the ten-year window ending 2026-12-31. So starting 2017-01-01? Or 2016-12-31? "nine years prior" from 2026 is 2017. So during 2017 through 2026, inclusive. Since the event is 2018-06-12, it's safely in 2017-2026 regardless of exact month-day interpretation.

Actually, even more precisely: if the window is "2026 or the nine years prior", that means calendar years 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026. 2018 is included.

Therefore, N5 is met by the colonoscopy on 2018-06-12.

Wait, I need to be careful. Let me re-read the numerator criteria: "N5. Colonoscopy during 2026 or the nine years prior (ten-year window)."

The event date is 2018-06-12. Is there any ambiguity? 2026 minus 9 = 2017. So the nine years prior to 2026 are 2017 through 2025. Plus 2026. So 2018-06-12 is definitely within that window.

So numerator is met via N5.

Therefore status is "compliant".

Reason: one sentence, under 30 words, naming the specific criterion or date that decided it.
"Colonoscopy on 2018-06-12 within ten-year look-back window." - that's 8 words. Or "Met N5 by colonoscopy on 2018-06-12." That's 7 words.

Wait, let me make sure about the lookback wording. The prompt says "the nine years prior (ten-year window)". So the window is ten years. "Colonoscopy on 2018-06-12 falls within ten-year window."

Actually, the spec says "Colonoscopy during 2026 or the nine years prior". So I could say: "Colonoscopy performed 2018-06-12 meets N5 ten-year look-back." That's fine.

One concern: is 2018-06-12 more than 9 years before 2026-12-31?
2026-12-31 minus 9 years = 2017-12-31.
2018-06-12 is after 2017-12-31. So it's within 9 years and 7 months. So definitely within the window.

But wait, some measure specs define "nine years prior" as the calendar years. Since 2018 is within 2017-2026, it's fine.

So:
- status: "compliant"
- reason: "Colonoscopy on 2018-06-12 meets N5 look-back criterion." (9 words)

Is there any issue with the colonoscopy being complete to the caecum? The measure doesn't specify any such restrictions - it just says "Colonoscopy". The record mentions "complete to the caecum, no polyps" but that doesn't matter for the measure logic.

There are no other keys required. For QM-CRC there are no met_7_day or met_30_day keys.

So final JSON:
```json
{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 meets N5 ten-year window."
}
```

Wait, I should double check if I need to evaluate anything else. The member is 58, continuously enrolled. Colonoscopy was in 2018. That is within 2026 and the 9 years prior (which would be from 2017 up). Yes.

Format check: exactly one fenced JSON code block, no commentary.

Keys: status (string), reason (string).

Values:
- status: exactly one of "compliant", "non_compliant", "excluded", "not_eligible". I will use "compliant".
- reason: one sentence, under 30 words. I'll use "Colonoscopy on 2018-06-12 meets N5 ten-year window." (9 words)

Actually, I want to be precise about N5. The criterion is N5. Mentioning N5 is good.

Alternative: "Met numerator N5 by colonoscopy on 2018-06-12." (8 words)

I'll go with that.

Wait, I should check if there's any exclusion about prior colonoscopy? No. Total colectomy excludes, but not colonoscopy.

Also, make sure there isn't a nuance about "during 2026 or the nine years prior". Some HEDIS-like specs mean "during the measurement year or the nine years prior to the measurement year", i.e., 1/1/2017 to 12/31/2026. We already established 2018 is within this.

What if "the nine years prior" means the nine full calendar years before 2026, i.e., 2017-2025, plus 2026? Still includes 2018.
What if it means exactly 9 years prior from 12/31/2026, i.e., 12/31/2017 onward? Still includes 6/12/2018.
What if it's 10 full years back, i.e., from 12/31/2016? Still includes 6/12/2018.

Every reasonable interpretation includes 2018-06-12.

Final answer.
json{
  "status": "compliant",
  "reason": "Met numerator N5 by colonoscopy on 2018-06-12."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,206 tokens
We need to apply QM-CRC measure to member record.

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: full measurement year with no more than one gap of up to 45 days.

Member:
- DOB 1968-04-02. Age as of 2026-12-31: 2026-1968 = 58, but since birthday is April 2 and measurement year end is Dec 31, they have turned 58 in 2026. So age 58. 58 is between 46 and 75 inclusive. So age eligible.
- Enrolment: 2026-01-01 through 2026-12-31, continuous. So meets continuous enrollment.

Thus member is in denominator.

Now exclusions: evaluated before numerator.
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31. Member has no colorectal cancer.
E2. Total colectomy any time on or before 2026-12-31. Member has no colectomy.
E3. Hospice at any time during measurement year. No hospice.
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Member is 58, so not 66+. So E4 does not apply.

No exclusions met.

Numerator: any one of N1-N5 by look-back window from 2026-12-31.
N1. FOBT or FIT during 2026. No.
N2. Stool DNA test during 2026 or two years prior (three-year window: 2024-01-01 to 2026-12-31). No.
N3. Flexible sigmoidoscopy during 2026 or four years prior (five-year window: 2022-01-01 to 2026-12-31). No.
N4. CT colonography during 2026 or four years prior (five-year window: 2022-01-01 to 2026-12-31). No.
N5. Colonoscopy during 2026 or nine years prior (ten-year window: 2017-01-01 to 2026-12-31). Member has colonoscopy on 2018-06-12. This falls within 2017-01-01 to 2026-12-31. So N5 is met.

Wait: The colonoscopy is in 2018. The look-back is ten-year window: during 2026 or the nine years prior. That means from 2017-01-01 to 2026-12-31. 2018-06-12 is within that window. So numerator is met.

Thus status: compliant.
Reason: one sentence under 30 words naming specific criterion or date that decided it.
We need to state that colonoscopy on 2018-06-12 falls within ten-year look-back window.
Or "Colonoscopy on 2018-06-12 meets N5 ten-year look-back." Let's count words.
"Colonoscopy on 2018-06-12 meets numerator N5 within the ten-year look-back." That's 11 words. Good.

But we must ensure no extra keys. Required JSON keys: "status", "reason". No mention of met_7_day or met_30_day because this is QM-CRC, not QM-FUM. So just those two.

Wait, the prompt says: "Items drawn from measure QM-FUM require two further keys: "met_7_day" boolean, "met_30_day" boolean." Since this is QM-CRC, we do not include those.

Thus final JSON:
{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 meets N5 within the ten-year look-back."
}

Check word count: Colonoscopy(1) on(2) 2018-06-12(3) meets(4) N5(5) within(6) the(7) ten-year(8) look-back.(9) Under 30. Good.

Double-check age: DOB 1968-04-02. As of 2026-12-31: 58 years, 8 months, 29 days. So 58. Denominator age 46-75. Yes.

Enrollment: 2026-01-01 through 2026-12-31 continuous. No gaps. Yes.

Exclusions: none.

Numerator: N5. Colonoscopy during 2026 or the nine years prior. 2018 is within nine years prior? 2026 - 9 = 2017. So 2017-01-01 to 2026-12-31. 2018-06-12 is in that range. Yes.

Thus compliant.

One thing: The colonoscopy was in 2018. Some measures might require the colonoscopy to be "complete to the caecum" or something? The spec says "Colonoscopy" generally. The record says complete to the caecum, no polyps. That is a colonoscopy. So it counts.

Thus answer is correct.

Make sure to output exactly one fenced JSON code block and nothing else.

```json
{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 meets N5 within the ten-year look-back."
}
```

I will ensure no trailing spaces or extra keys.
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 meets N5 within the ten-year look-back."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 2,763 tokens
 The user wants me to evaluate a member against the QM-CRC (Colorectal Cancer Screening) measure specification.

Let me break down the member record:
- Member ID: 40201
- DOB: 1968-04-02
- Age on 2026-12-31: 58 years old (falls within 46-75 range)
- Enrollment: 2026-01-01 through 2026-12-31, continuous (meets continuous enrollment requirement)
- History:
  - 2018-06-12: Colonoscopy, complete to the caecum, no polyps.
  - 2026-03-30: Office visit, no screening ordered.
- No colorectal cancer, no colectomy, no hospice.

Now let's check the measure:

DENOMINATOR requirements:
1. Age 46 through 75 years as of 2026-12-31. Member is 58, so eligible.
2. Continuous enrollment for full measurement year with no more than one gap of up to 45 days. Member is enrolled 2026-01-01 through 2026-12-31 continuous, so meets this.

So member is in the denominator.

EXCLUSIONS (evaluated before numerator):
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31. Member has no colorectal cancer. Not excluded.
E2. Total colectomy any time on or before 2026-12-31. Member has no colectomy. Not excluded.
E3. Hospice at any time during the measurement year. Member has no hospice. Not excluded.
E4. Age 66 or older AND both frailty and advanced illness documented during measurement year. Member is 58, so age < 66. Not excluded.

So member is NOT excluded.

NUMERATOR - any one of the following by look-back window from 2026-12-31:
N1. FOBT or FIT during 2026. No evidence in history.
N2. Stool DNA test during 2026 or the two years prior (2024-2026). No evidence.
N3. Flexible sigmoidoscopy during 2026 or the four years prior (2022-2026). No evidence.
N4. CT colonography during 2026 or the four years prior (2022-2026). No evidence.
N5. Colonoscopy during 2026 or the nine years prior (2017-2026). Member had colonoscopy on 2018-06-12. Is this within the look-back window?

Look-back window for N5: "during 2026 or the nine years prior (ten-year window)" measured back from 2026-12-31.

So the window is from 2016-12-31 to 2026-12-31? Wait, let me read carefully.

"Colonoscopy during 2026 or the nine years prior (ten-year window)."

Measured back from 2026-12-31.
- 2026 itself is the measurement year.
- The nine years prior would be 2017 through 2025? Or 2016 through 2025?

Wait, "the nine years prior" to 2026. If measured back from 2026-12-31:
- 2026 is year 1
- 2017 through 2026? No...

Let me think about the wording. "during 2026 or the nine years prior (ten-year window)."

Typically, if something is "during the current year or the 9 years prior", and current year is 2026:
- Current year: 2026-01-01 to 2026-12-31
- 9 years prior: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025? No, that's 9 years.

Actually, the text says "during 2026 or the nine years prior (ten-year window)". This means the window covers 10 calendar years. Or more precisely, measured back from 2026-12-31:

If it's a ten-year window looking back from 2026-12-31:
Start date = 2016-12-31? Or 2017-01-01?

The specification says: "Colonoscopy during 2026 or the nine years prior (ten-year window)."

Wait, in HEDIS specifications (which this seems modeled after), for CRC:
- FOBT/FIT: measurement year
- FIT-DNA: measurement year or year prior or 2 years prior (3-year window)
- Sigmoidoscopy: measurement year or any of the 4 years prior (5-year window)
- CT Colography: measurement year or any of the 4 years prior (5-year window)
- Colonoscopy: measurement year or any of the 9 years prior (10-year window)

In standard HEDIS, the 10-year window for colonoscopy is from January 1 of 10 years prior to December 31 of the measurement year. Or wait, actually in HEDIS 2024/2025:
"January 1 of the year 10 years prior to the measurement year through December 31 of the measurement year"

If measurement year is 2026, then 10 years prior would be 2016? Wait.
2026 - 10 = 2016. But the text says "during 2026 or the nine years prior". The nine years prior to 2026 are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. So the window is 2017-2026, which is 10 years total. But the text says "ten-year window" in parentheses after "nine years prior".

In standard HEDIS CRC, colonoscopy: "January 1 of the year 10 years prior to the measurement year through December 31 of the measurement year." So for MY 2026, that would be January 1, 2016 through December 31, 2026. That's an 11-year span? No, 2016 to 2026 inclusive is 11 years. Wait, no.

Actually standard HEDIS works differently. For example, in HEDIS 2024, the measure is for ages 45-75 (or 50-75 depending on year) and the lookback for colonoscopy is "January 1 of the year 10 years prior to the measurement year through December 31 of the measurement year." So for measurement year 2024, that would be 2014-2024.

Wait, 2024 minus 10 = 2014. So "10 years prior" means 2014. Then the window is from 2014 to 2024.

But this specification says "during 2026 or the nine years prior (ten-year window)". 

Let me calculate: if it's 2026, then the nine years prior are 2017-2025. If we include 2026, that's 2017-2026 which is indeed 10 years. But HEDIS usually frames it as "measurement year or any of the 4 years prior" for sigmoidoscopy (5-year window), which corresponds to the 5 calendar years.

Actually, let's look at the exact text provided:
"N5. Colonoscopy during 2026 or the nine years prior (ten-year window)."

So if measured back from 2026-12-31:
The nine years prior to 2026 are: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025.
Plus 2026 itself.
Total: 10 years (2017-2026).
Wait, but in terms of exact dates, measured back from 2026-12-31:
If the window is 10 years, it would be from 2016-12-31 to 2026-12-31? No, that would be exactly 10 years.

But the wording "during 2026 or the nine years prior" strongly implies calendar years: any time in 2026, or any time in 2017, 2018, ..., 2025.

However, the member had colonoscopy on 2018-06-12. Regardless of whether the window starts 2016-12-31 or 2017-01-01 or 2016-01-01, 2018 is within the 10-year window. The exact start date calculation shouldn't matter because 2018 is comfortably within either interpretation.

Wait, could it be 2026 - 9 = 2017? So from 2017-01-01 to 2026-12-31? Or from 2016-12-31 to 2026-12-31? In either case, 2018-06-12 falls within the window.

So the colonoscopy on 2018-06-12 IS within the look-back window.

Therefore, the member meets the numerator via N5.

Wait, let me double check. The member had a colonoscopy in 2018. The measurement year is 2026. The window is "during 2026 or the nine years prior (ten-year window)". 

If strictly interpreted as calendar years: 2017 through 2026. 2018 is within that.
If interpreted as exactly 10 years back from 2026-12-31: 2016-12-31 to 2026-12-31. 2018-06-12 is within that.
If interpreted as HEDIS standard "January 1 of year 10 years prior": 2016-01-01 to 2026-12-31. 2018-06-12 is within that.

So yes, the 2018 colonoscopy counts.

Therefore:
- Status: compliant
- Reason: Colonoscopy on 2018-06-12 falls within ten-year look-back window.

The task says this is QM-CRC, so I only need status and reason. I don't need the FUM-specific keys (met_7_day, met_30_day); those are only for QM-FUM.

Wait, the task says: "Items drawn from measure QM-FUM require two further keys". Since this is QM-CRC, I should NOT include those keys. The instruction 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."

Required JSON keys for this task are listed as:
- "status"
- "reason"

And I should not add met_7_day or met_30_day because those are only for QM-FUM.

Let me make sure about the member's age on 2026-12-31:
DOB: 1968-04-02
On 2026-04-02: 58 years old.
On 2026-12-31: still 58 (since birthday is in April). Yes, 58 falls in 46-75.

Enrollment: 2026-01-01 through 2026-12-31, continuous. Meets requirement.

No exclusions apply.

Numerator: Colonoscopy 2018-06-12. The look-back is 10 years from 2026-12-31. 2018 is within 10 years. So numerator is met.

Wait, is there any issue with the colonoscopy being "complete to the caecum, no polyps"? The measure specification just says "colonoscopy". It doesn't specify findings. In real HEDIS, there are value sets, but since synthetic data says "Colonoscopy", we accept it.

So status is "compliant".

Reason should be one sentence, under 30 words, naming the specific criterion or date.

Possible reasons:
- "Colonoscopy on 2018-06-12 meets the ten-year look-back window."
- "Member meets numerator with colonoscopy in 2018."
- "Colonoscopy on 2018-06-12 is within the nine years prior to 2026."

Wait, let me count words:
"Colonoscopy on 2018-06-12 falls within the ten-year look-back window." (1. Colonoscopy 2. on 3. 2018-06-12 4. falls 5. within 6. the 7. ten-year 8. look-back 9. window.) = 9 words. Good.

Or more precise to criterion: "Colonoscopy on 2018-06-12 meets numerator criterion N5." (7 words). Good.

I think naming the criterion is good. "Colonoscopy on 2018-06-12 satisfies numerator criterion N5." (7 words). Or "Colonoscopy performed 2018-06-12 meets ten-year look-back requirement." (6 words).

Let me verify continuous enrollment: "2026-01-01 through 2026-12-31, continuous." This means full measurement year, no gaps. Good.

One more check: Is there any issue with the colonoscopy being too old?
"the nine years prior" to 2026 are 2017-2025. 2018 is in that range. If the ten-year window means 2017-2026 inclusive, 2018 is inside. 

Actually, wait. In some HEDIS logic, "during measurement year or the X years prior" means calendar years. So 2026, 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017. That's 10 years. The colonoscopy was in 2018, which is within the 9 years prior. 

But what if "the nine years prior" means strictly the 9 calendar years immediately before 2026? Those are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. Yes, 2018 is included.

Therefore, the member is compliant.

Status: "compliant"
Reason: "Colonoscopy on 2018-06-12 meets numerator criterion N5."

Wait, is there any ambiguity about whether a colonoscopy in 2018 is valid for a 2026 measurement year? Real-world HEDIS logic for CRC indeed uses a 10-year or 11-year lookback depending on the version. But the prompt specifically states the governing document. The prompt says: "N5. Colonoscopy during 2026 or the nine years prior (ten-year window)." So I must follow this exactly.

2018 is within 2026 or the nine years prior (assuming 2017-2025 are the nine years prior). Yes.

Wait, what if I calculate 2026 - 9 = 2017. The nine years prior to 2026 are 2017 through 2025. Yes, 2018 is one of those years.

Therefore compliant.

One final check: Are there any exclusion criteria I missed?
E4: Age 66 or older AND both frailty and advanced illness. Member is 58. Not applicable.

No hospice, no cancer, no colectomy.

All good. 
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 meets numerator criterion N5."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V4 Pro · DeepSeek10.5s · 481 out | 4.7s · 48 out | 5.5s · 66 out
Attempt 1
Reasoning · 439 tokens
We are given a measure specification QM-CRC (Colorectal Cancer Screening) and a member record. We need to determine the status: compliant, non_compliant, excluded, or not_eligible, and a reason.

Member: DOB 1968-04-02, so age on 2026-12-31 is 58. Age requirement: 46-75, so eligible.

Continuous enrollment: all of 2026, so yes.

Now check exclusions first: E1 colorectal cancer, E2 total colectomy, E3 hospice, E4 age 66+ with frailty and advanced illness. Member has none of these, so no exclusions. So not excluded.

Now numerator: any one of N1-N5. The member had a colonoscopy on 2018-06-12. N5: colonoscopy during 2026 or the nine years prior (ten-year window). Ten-year window from 2026-12-31 back to 2016-12-31. So colonoscopy must be on or after 2016-12-31. The colonoscopy was 2018-06-12, which is within that window. So that meets N5. Thus the member is compliant, numerator met.

We must output:
status: "compliant"
reason: something like "Colonoscopy on 2018-06-12 meets N5 within the ten-year window."
But the reason must be under 30 words. So: "Colonoscopy on 2018-06-12 meets numerator N5 (within ten years of 2026-12-31)." That's concise.

No additional keys needed for this measure? The task says: "Items drawn from measure QM-FUM require two further keys: ..." This is QM-CRC, so no need for met_7_day and met_30_day. So just status and reason.

Thus output:
```json
{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 meets numerator N5 within ten-year look-back window."
}
```
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 satisfies numerator N5 within the ten-year window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the ten-year look-back window from 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 falls within the 10-year look-back window (2017-2026).",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Luna · OpenAI2.6s · 107 out | 2.0s · 122 out | 2.1s · 108 out
Attempt 1
Reasoning · 60 tokens
**Formatting JSON for compliance**

I need to ensure I output exact JSON for eligibility, particularly years regarding colonoscopy within the 10-year lookback period from December 31, 2026. This means I'm focusing on those dated from January 1, 2017, onward. It looks like I only need to include the essential keys, particularly QM-CRC status and reason. Also, I’ve got to keep my sentence concise, under 30 words. Alright, let’s get that structured!
json{"status":"compliant","reason":"Colonoscopy on 2018-06-12 falls within the ten-year look-back window ending 2026-12-31."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status":"compliant","reason":"Eligible and compliant because colonoscopy on 2018-06-12 falls within the ten-year look-back window."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 61 tokens
**Clarifying JSON Output**

I need to ensure that the JSON output contains the exact keys for the status reason specifically for CRC. The age eligibility is important, and I’ll focus on enrollment and the colonoscopy date within that 10-year window (which is likely referring to anything done prior to 2018). The reason itself should be under 30 words, focusing on a specific criterion or date. I’ll keep it concise and clear for better understanding!
json{"status":"compliant","reason":"Colonoscopy on 2018-06-12 falls within the ten-year look-back window ending 2026-12-31."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Haiku 4.5 · Anthropic22.5s · 1,898 out | 13.4s · 1,130 out | 21.1s · 1,650 out
Attempt 1
Reasoning · 1,845 tokens
Let me work through this quality measure logic step by step.

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

STEP 1: CHECK ELIGIBILITY (DENOMINATOR)

Age requirement: 46 through 75 years as of 2026-12-31
- Member 40201 born 1968-04-02
- Age on 2026-12-31 = 2026 - 1968 = 58 years old
- ✓ Meets age requirement (46-75)

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

Member is ELIGIBLE for the denominator.

STEP 2: CHECK FOR EXCLUSIONS

E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31
- Record states "No colorectal cancer"
- ✗ Not excluded on E1

E2. Total colectomy any time on or before 2026-12-31
- Record states "no colectomy"
- ✗ Not excluded on E2

E3. Hospice at any time during the measurement year
- Record states "no hospice"
- ✗ Not excluded on E3

E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year
- Member is 58 years old as of 2026-12-31
- Not age 66 or older
- ✗ Not excluded on E4

Member is NOT EXCLUDED.

STEP 3: CHECK NUMERATOR (must meet any one of the following)
N1 needs a FOBT/FIT in 2026 — none found in the history, so that's out.

N2 requires a stool DNA test within the 2024-2026 window — nothing there either.

N3 covers flex sig within 2022-2026 — again, no record of this procedure.

N4 looks for CT colonography in that same five-year span — not present.

N5 checks colonoscopy within 2017-2026, and there it is: 2018-06-12, complete to caecum, no polyps found. That date lands squarely in the window, so N5 is satisfied.

With the numerator met via N5, and the member already confirmed eligible and not excluded, this lands as COMPLIANT.

018-06-12 meets N5 (ten-year lookback)."

That's concise and accurate. I'll finalize with something like "Colonoscopy on 2018-06-12 satisfies N5's ten-year lookback requirement."

Now checking age: DOB 1968-04-02, as of 2026-12-31, birthday has passed, so patient is 58.

That falls within the 46-75 range. ✓

Everything checks out—member is COMPLIANT.

Final answer: {"status": "compliant", "reason": "Colonoscopy on 2018-06-12 meets N5 ten-year lookback requirement."}

Word count check: 8 words, well under the 30-word limit. Ready to finalize.

json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 meets N5 ten-year lookback requirement."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,075 tokens
Let me work through this QM-CRC (Colorectal Cancer Screening) measure against Member 40201's record.

**STEP 1: Check Eligibility (Denominator)**

Age requirement: 46 through 75 years as of 2026-12-31
- Member is born 1968-04-02
- On 2026-12-31: 2026 - 1968 = 58 years old
- 58 is within 46-75 ✓

Continuous enrollment: full measurement year (2026-01-01 through 2026-12-31) with no more than one gap of up to 45 days
- Record shows: "Enrolment: 2026-01-01 through 2026-12-31, continuous"
- This satisfies the continuous enrollment requirement ✓

The member IS in the eligible population (denominator).

**STEP 2: Check Required Exclusions**

E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31
- Record states: "No colorectal cancer"
- Not excluded ✓

E2. Total colectomy any time on or before 2026-12-31
- Record states: "no colectomy"
- Not excluded ✓

E3. Hospice at any time during the measurement year
- Record states: "no hospice"
- Not excluded ✓

E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year
- Member is 58 years old on 2026-12-31
- Does not meet age requirement (��66)
- Not excluded ✓

No exclusions apply. Member remains in the denominator.

**STEP 3: Check Numerator**

The member needs to satisfy at least one of these criteria by the specified look-back window, measured back from 2026-12-31:
- FOBT/FIT within 2026: none found, not met ✗
- Stool DNA test within 2024-2026: none found, not met ✗
- Flexible sigmoidoscopy within 2022-2026: none found, not met ✗
- CT colonography within the five-year window remains to check next.

Confirms the qualifying colonoscopy date of 2018-06-12 falls within the 2017-01-01 through 2026-12-31 window, satisfying N5.

Reason: "Colonoscopy on 2018-06-12 within ten-year lookback window satisfies N5." — 12 words, under limit.

Final determination: compliant.

json{
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 satisfies N5 within ten-year lookback window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,596 tokens
Let me work through this member against QM-CRC step by step.

**STEP 1: Check eligibility for denominator**

Age criterion: "46 through 75 years as of 2026-12-31"
- Member's DOB: 1968-04-02
- Age on 2026-12-31: 2026 - 1968 = 58 years old ✓ (within 46-75)

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

The member IS in the denominator.

**STEP 2: Check required exclusions**

E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31.
- Record states: "No colorectal cancer" ��� Not excluded

E2. Total colectomy any time on or before 2026-12-31.
- Record states: "no colectomy" ✗ Not excluded

E3. Hospice at any time during the measurement year.
- Record states: "no hospice" ✗ Not excluded

E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year.
- Member is 58, not 66 or older ✗ Not excluded

The member is NOT excluded.

**STEP 3: Check numerator**

The member meets the numerator if ANY ONE of the following is true:

N1. Faecal occult blood test or faecal immunochemical test during 2026.
- No such test in 2026 ✗

N2. Stool DNA test during 2026 or the two years prior (three-year window: 2024-2026).
- Not mentioned ✗

N3. Flexible sigmoidoscopy during 2026 or the four years prior (five-year window: 2022-2026).
- Not mentioned ✗

N4. CT colonography during 2026 or the four years prior (five-year window: 2022-2026).
- Not mentioned ✗

N5. Colonoscopy during 2026 or the nine years prior (ten-year window: 2017-2026).
- 2018-06-12: Colonoscopy, complete to the caecum, no polyps found
- This falls within the 2017-2026 window ✓ Numerator met

**CONCLUSION**
- In denominator: YES
- Excluded: NO
- Meets numerator: YES via N5
- Status: "compliant"

Reason: colonoscopy performed 2018-06-12, well within the ten-year look-back from 2026-12-31.

Double-checking the window: 2026 plus nine years prior spans 2017 through 2026, so 2018 clearly qualifies.

practically 2017 through 2026, so the 2018-06-12 colonoscopy falls within it.

Status: compliant. Reason: "Colonoscopy 2018-06-12 satisfies N5 within ten-year window" — concise, names the criterion and date.

Settling on: "Colonoscopy 2018-06-12 satisfies N5; ten-year look-back window." - clear and concise.

json{
  "status": "compliant",
  "reason": "Colonoscopy 2018-06-12 satisfies N5; ten-year look-back window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
67DeepSeek V4 Flash · DeepSeek18.3s · 566 out | 20.9s · 431 out | 127.1s · 6,604 out
Attempt 1
Reasoning · 525 tokens
We need to evaluate measure QM-CRC. Need to determine if member is eligible, numerator, exclusions. Age 58 on 2026-12-31, so age eligible (46-75). Continuous enrollment full year. No exclusions mentioned: no colorectal cancer, no colectomy, no hospice. For exclusions E4: age 66+ and frailty+advanced illness, not relevant since 58. So eligible.

Numerator: any of the screenings. They have colonoscopy on 2018-06-12. Look-back window for colonoscopy: during 2026 or nine years prior? Actually N5: Colonoscopy during 2026 or the nine years prior (ten-year window). Wait: "during 2026 or the nine years prior" meaning the look-back is from 2026-12-31? The measure says "by the look-back window measured back from 2026-12-31". For colonoscopy, look-back is 10 years? Actually N5 says "during 2026 or the nine years prior (ten-year window)" meaning procedure date between 2016-01-01 and 2026-12-31? Or from 2016-12-31 back? Typically colonoscopy acceptable if performed within 10 years prior to end of measurement period. So date 2018-06-12 is within 10 years of 2026-12-31? 2026-12-31 minus 10 years = 2016-12-31. 2018-06-12 is after 2016-12-31, so within 10 years. Also within "2026 or nine years prior" meaning from 2017-01-01? Actually nine years prior to 2026 would be 2017, but colonoscopy is 2018, so that also fits. So numerator met.

Answer: compliant. Keys: status "compliant", met_7_day? Wait, measure QM-CRC does not have 7-day/30-day? The instructions say "Items drawn from measure QM-FUM require two further keys: met_7_day, met_30_day". But this is QM-CRC, not QM-FUM. So no need to include those keys. Only status and reason.

So output JSON with "status": "compliant", "reason": "Colonoscopy on 2018-06-12 within 10 years of 2026-12-31; no exclusions." Keep under 30 words.
 {
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 is within 10-year look-back; no exclusions apply."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 388 tokens
We need answer JSON. Need evaluate measure QM-CRC. Member age 58 on 2026-12-31? DOB 1968-04-02, age 58 (2026-1968=58, birthday passed). Enrolment continuous full year. Need numerator: any of screenings by look-back. Has colonoscopy 2018-06-12. Need determine if within 10 years? Measure says N5 Colonoscopy during 2026 or nine years prior (ten-year window). Look-back from 2026-12-31: nine years prior = 2017-12-31? "during 2026 or the nine years prior (ten-year window)" likely window is 2017-01-01? Need interpret. Colonoscopy on 2018-06-12, within 10 years before 2026-12-31 yes. It is after 2016? 2018 in window. So numerator met. Exclusions? no colorectal cancer, no colectomy, no hospice, age <66 so E4 not. Need status compliant. Also met_7_day, met_30_day? The prompt says items drawn from measure QM-FUM require two further keys: met_7_day, met_30_day. But this is QM-CRC, not QM-FUM. The instructions include generic? "Items drawn from measure QM-FUM require two further keys" only for QM-FUM. For QM-CRC no. Need output keys? likely status, reason. The user asks member record, need determine. We should output JSON with "status" and "reason". Could include no extra. Need reason under 30 words. Answer: compliant because colonoscopy on 2018-06-12 within 10-year look-back, no exclusions. Need "in denominator" etc. Let's produce.
 {
  "status": "compliant",
  "reason": "Colonoscopy on 2018-06-12 is within the 10-year look-back period and no exclusions apply."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 6,651 tokens
We need to evaluate QM-CRC for member 40201. Determine eligibility and numerator status.

Member age: DOB 1968-04-02, so on 2026-12-31, age = 2026 - 1968 = 58, but check exact birthday? Since April 2, 1968 to Dec 31, 2026 is 58 years old (turns 59 in 2027). So age 58, within 46-75. Continuous enrolment full year, no gaps. So denominator eligible.

Exclusions: No colorectal cancer, no colectomy, no hospice. Age 58 < 66, so E4 not applicable (requires age >=66). So not excluded.

Numerator: Need at least one screening test within look-back windows.

History: Colonoscopy on 2018-06-12. Look-back for colonoscopy is ten years from 2026-12-31, so from 2016-12-31 to 2026-12-31. That includes 2018-06-12. So colonoscopy within window. Therefore numerator met.

Also note: no screening ordered in 2026 office visit, but colonoscopy history suffices.

So member is denominator-eligible, numerator-compliant, not excluded.

We need to output fields per task. The task says: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That seems to be for a different measure? Actually the instruction says "MEASURE QM-CRC" but then says "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That might be a generic instruction? It says "under QM-FUM" but we are doing QM-CRC. Possibly a typo? But the instruction says: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That might be for any measure? Actually it says "under QM-FUM" but we should interpret as for the measure we are evaluating? The system says: "For a member who is "excluded" or "not_eligible" under QM-FUM, report both as false." That might be a general instruction for any measure: if the member is excluded or not eligible, set both flags to false. But we need to know what keys to output. The problem statement doesn't explicitly list the keys. Typically, for such measures, we output "denominator_eligible", "numerator_compliant", "excluded", "not_eligible" or similar. However, the instruction says "report both as false" for excluded or not_eligible, meaning we should have both keys? Actually it says: "For a member who is "excluded" or "not_eligible" under QM-FUM, report both as false." That suggests there are two boolean fields: "excluded" and "not_eligible". And if either is true, both should be false? That doesn't make sense. Wait, the phrase: "For a member who is "exexcluded" or "not_eligible" under QM-FUM, report both as false." That could be parsed as: For a member who is (excluded) or (not_eligible) under QM-FUM, report both (the "excluded" and "not_eligible" fields) as false. That would be weird because if they are excluded, why false? Possibly a different measure? Let's re-read the instruction in the prompt.

It says: "MEASURE QM-CRC — COLORECTAL CANCER SCREENING ... " then after the exclusion list, there is a paragraph: "For a member who is "excluded" or "not_eligible" under QM-FUM, report both as false." That is a separate instruction. It might be a template that was not cleared. But it is part of the rules. However, it might be a mistake. The scoring likely expects specific keys. Let's think of typical output for such tasks. Usually we output "denominator" and "numerator" status. But the instruction explicitly mentions "excluded" and "not_eligible". So we likely need to output keys like "eligible", "excluded", "numerator_compliant" or similar.

Given the instruction: "For a member who is "excluded" or "not_eligible" under QM-FUM, report both as false." It might be a specific instruction for a different measure but it's present here. Since it says "under QM-FUM", not QM-CRC, perhaps it's a mistake. But we should follow it literally? The instruction says: "For a member who is "excluded" or "not_eligible" under QM-FUM, report both as false." That would mean if the member is excluded or not eligible according to QM-FUM, we should set "excluded" and "not_eligible" both to false. That seems contradictory. Alternatively, maybe it's a typo and it should be "under QM-CRC"? But then, if the member is excluded, we should set "excluded" to true and "not_eligible" to false? The instruction says "report both as false" meaning if either is true, they both become false? That doesn't make sense.

Perhaps the intended meaning is: For a member who is "excluded" or "not_eligible", report both (the measures? or the statuses?) as false. Actually, let's look at the phrasing: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." It might be that there are two fields: "excluded" and "not_eligible", and if either condition applies, you set both to false. That would mean that exclusion or non-eligibility results in both being false, but why have them then? Maybe the output format expects these two booleans and they are both false when the member is in the measure? Actually, typically we want to know if the member is in the denominator. So we might have "denominator_eligible" and "excluded". But the instruction says "excluded" and "not_eligible". Possibly they are two separate flags: "excluded" indicates exclusion criteria, "not_eligible" indicates not meeting denominator criteria. And the instruction says if either is true, report both as false? That would be weird.

Let's search memory: In some quality measure reporting, you have "denominator" membership and "numerator" compliance. Exclusions remove from denominator. So if a member is excluded, they are not in the denominator. So "excluded" true implies denominator false. So maybe they want "excluded" and "not_eligible" as two flags that indicate why they are not in the denominator. And if they are excluded, you might set "excluded" true and "not_eligible" false? But the instruction says "report both as false" meaning for a member who is excluded or not eligible, you report both (the flags) as false? That would mean you don't mark them at all? That doesn't make sense.

Maybe it's a misprint and it should be "report both as true"? Or maybe it says "report both as false" meaning if the member is excluded or not eligible, you do not count them in either denominator or numerator, so you set both "denominator_eligible" and "numerator_compliant" to false? But those are not "excluded" and "not_eligible".

Given ambiguity, I think the safest is to output the standard fields: "eligible" (denominator) and "numerator_compliant". But the instruction specifically mentions "excluded" and "not_eligible". Let's examine the task: It says "MEASURE QM-CRC ..." then "For a member who is "excluded" or "not_eligible" under QM-FUM, report both as false." It might be a generic instruction from the harness that applies to all measures, meaning if the member is excluded or not eligible (i.e., not in denominator), then the "excluded" and "not_eligible" fields should both be set to false? That would be pointless. Alternatively, it could mean: When a member is excluded or not eligible, you should set both the "excluded" and "not_eligible" flags to false? No.

Maybe the output contract requires exactly these two keys: "excluded" and "not_eligible", and they are booleans. And the instruction says "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That is, if the member is either excluded or not eligible, then both fields should be false. That would mean that both fields are only true if the member is neither excluded nor not eligible. That is, they are both true when the member is eligible and not excluded. But we have two separate concepts. Could it be that "excluded" and "not_eligible" are synonyms? They might be two ways to say the member is out. So if either is true, you report both as false? That seems redundant.

Let's step back. The prompt says: "For a member who is "excluded" or "not_eligible" under QM-FUM, report both as false." It explicitly mentions QM-FUM, not QM-CRC. Perhaps it's a leftover from a previous task, and we are to ignore it? But the instructions say "Everything you are given is synthetic... Answer only from the material in the prompt." So we must follow it if it is in the prompt. But it is within the same measure description? It is after the exclusions, so it's part of the QM-CRC measure. It says "under QM-FUM" but that might be a mistake.

Given the output contract, we need to provide exactly one JSON block with required keys from the task. The task doesn't list explicit keys. The output contract says "The keys required in that object are given by the task." So what does the task give? It gives the measure details, but not a list of keys. It also gives that instruction about "excluded" and "not_eligible". So we can infer that the output should have at least those two keys. Also, perhaps we need "denominator_eligible" and "numerator_compliant". But the instruction says "report both as false" for those two keys. So we need to output those two keys.

Maybe the task expects us to compute whether the member is excluded or not eligible, and then set both flags accordingly. But the instruction says "report both as false" meaning if the member is excluded or not eligible, then both those flags are false. That would mean we only set them to true when the member is both eligible and not excluded. But that's redundant because if they are eligible, they are not excluded by definition. So both would be true? Actually, if a member is eligible (in denominator), they are not excluded. So "excluded" would be false, and "not_eligible" would be false as well? That would mean both false. But the instruction says "report both as false" for a member who is excluded or not eligible. That would be the case when they are not in the denominator. So if they are in the denominator, they are neither excluded nor not eligible, so both should be true? But that doesn't make sense because "excluded" true would mean excluded, which contradicts being in denominator.

This is confusing. Let's think of typical coding for HEDIS measures. In HEDIS, there is a denominator, numerator, and exclusions. We usually report a member as "denominator_eligible" (true if in denominator), "excluded" (true if excluded), "numerator_compliant" (true if met numerator). In many reporting, excluded members are not in denominator. So "excluded" true implies denominator false. So we don't need both.

Perhaps the instruction is a quirk: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That might be a directive for a different measure that has two flags "excluded" and "not_eligible" indicating reasons for exclusion. And if either is true, you set both to false? That would mean you don't record them? No.

Let's search memory: In some implementations, there are flags "exclusion" and "not_eligible" to indicate why a member is not in the denominator. They might be mutually exclusive. But if you have a member who is not eligible (e.g., age not met), then "not_eligible" true, "excluded" false. If you have a member who is excluded (e.g., has cancer), then "excluded" true, "not_eligible" false. But the instruction says "report both as false" for a member who is either. That would mean you don't report either reason? That seems off.

Maybe it's a template error. Given that, I'll output the standard likely keys: "denominator_eligible" and "numerator_compliant". But the instruction explicitly says "excluded" and "not_eligible". It might be that the task expects two booleans: "excluded" and "not_eligible", and they are both false for a member who is in the denominator and not excluded. That is, both false means eligible. And if the member is excluded, then "excluded" would be true? But the instruction says report both as false for excluded, so that contradicts.

Wait, re-reading: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." This could be interpreted as: When you have a member who is either excluded or not eligible (i.e., not part of the denominator), then you should set the 'excluded' flag to false AND the 'not_eligible' flag to false. That means you don't set them. That would mean you only set them to true for members who are in the denominator? That would be backwards.

Perhaps it's a misphrasing and it means "report both as true"? But it says false.

Let's look at the exact text: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." It might be that under QM-FUM, there are two flags: 'excluded' and 'not_eligible'. And if a member is either, you should set both to false. That suggests that both flags indicate some status that is not applicable. Maybe they are supposed to be "false" for all members? Or it's a way to say that if either condition holds, you don't need to distinguish, just set both to false, i.e., ignore. But that would be odd.

Given the ambiguity, I'll consider the context: The measurement is QM-CRC. The instruction might be a generic from the harness to ensure that for members who are not in the denominator, we set both "excluded" and "not_eligible" to false, meaning they are not flagged? But that would be strange.

Alternatively, maybe the intended output keys are "excluded" and "not_eligible", and they are boolean values indicating whether the member is excluded or not eligible respectively. And the instruction says: If the member is excluded or not eligible, then report both as false. That would be contradictory because if the member is excluded, then "excluded" should be true. Unless they mean "report both as false" for the denominator and numerator? No.

Let's search in the problem statement: It says "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." It specifically says "under QM-FUM". Maybe it's a leftover that is not relevant to QM-CRC. The instruction might be from a previous measure and not applicable here. The prompt includes it, but it might be a mistake. The safest is to output the fields that are standard: "eligible" (denominator) and "numerator_compliant" and perhaps "excluded". But the instruction explicitly says "report both as false" for excluded or not_eligible. So if I output "excluded" and "not_eligible" as keys, I need to decide.

Given that the member is not excluded and is eligible, then according to the instruction, "report both as false" only applies if the member is excluded or not eligible. Since the member is neither, the instruction doesn't apply. So we can set "excluded" to false and "not_eligible" to false, because they are indeed not excluded and not not-eligible (i.e., eligible). That would satisfy both: the member is not excluded, so "excluded" false; and not not-eligible, so "not_eligible" false. So both false. That is consistent. And if the member were excluded, we would set both false? That would be wrong. But the instruction says to report both as false for a member who is excluded or not eligible. So if the member is excluded, we would set both false, which seems wrong. But maybe they want to ignore the flags when the member is not in the denominator, setting them to false to indicate not applicable? That is plausible: if the member is excluded, then "excluded" flag is false to indicate that the exclusion doesn't apply? No.

Let's interpret it as: For a member who is excluded or not eligible (i.e., not counted), we report both "excluded" and "not_eligible" as false, meaning we don't indicate any specific reason; we simply say they are not in the measure. That is, if a member is not in the denominator, we set both flags to false. So both false indicates the member is not counted. If a member is counted, we set "excluded" false and "not_eligible" false as well? That would be the same. So it's redundant.

Maybe there is another interpretation: The instruction is actually for a different measure QM-FUM, and it's telling us that for QM-FUM, if a member is excluded or not eligible, we should report both (the 'excluded' and 'not_eligible' flags for QM-FUM) as false. But that doesn't concern QM-CRC. So we can ignore it for QM-CRC.

Given the output contract, we need to produce a JSON with keys that the task requires. Since the task doesn't explicitly list keys, we should infer from common sense. The measure definition gives denominator, numerator, exclusions. So we probably need to output something like "denominator_eligible" (true/false), "numerator_compliant" (true/false), and maybe "excluded" (true/false). But the instruction uses "excluded" and "not_eligible". So I'll output both "excluded" and "not_eligible" as booleans, and also "denominator_eligible" and "numerator_compliant". But that might be overkill.

Typically, in these tasks, the expected JSON has keys like "denominator_eligible", "numerator_compliant", and "excluded". But the instruction explicitly says "report both as false" for "excluded" and "not_eligible". It might be that the output requires exactly those two keys, and they are both false for this member. Let's see: The member is eligible and not excluded, so "excluded" is false, "not_eligible" is false. That fits. And if the member were excluded, we would set both false? That would not indicate exclusion. Possibly they want to set them to false to indicate that the member is not excluded? But "not_eligible" would be false to indicate that the member is not not-eligible, i.e., eligible. So both false means the member is eligible and not excluded. That makes sense. For an excluded member, "excluded" should be true, but the instruction says to set it false. So that instruction would be wrong. But maybe it's a special rule: if a member is excluded or not eligible, we report both as false, meaning we don't report them as either excluded or not eligible, i.e., we say they are not eligible for the measure? That is, we set both false to indicate that the member is out of the measure for any reason. So in that case, "excluded" false and "not_eligible" false both indicate not in measure. So for a member who is in the measure, we would set "excluded" false and "not_eligible" false as well? That would be the same. So it's indistinguishable.

Given the ambiguity, I'll go with the standard approach: output "denominator_eligible" true, "numerator_compliant" true, and also "excluded" false and "not_eligible" false. But the instruction says "report both as false" for excluded or not_eligible, so we do that. Since the member is neither, we still report false because they are not excluded and not not-eligible. So we set false. That is fine.

But I need to be careful. The scoring is mechanical, so I need to produce the exact keys expected. Usually in such tasks, they ask for "eligible" and "numerator". But here they explicitly mention "excluded" and "not_eligible". So I'll output those two. And maybe also "denominator" and "numerator" to be safe? But the output contract says "Do not add keys that were not asked for." So we should only include keys that are required. The task says "The keys required in that object are given by the task." The task includes that instruction about "excluded" and "not_eligible". So likely that is telling us the keys. So I'll output "excluded" and "not_eligible". Also, maybe we need "denominator_eligible" and "numerator_compliant"? The instruction doesn't mention them. So I'll only output the two keys mentioned.

But then how do we report numerator compliance? The task asks for numerator? It doesn't explicitly say. The instruction only mentions those two. However, to evaluate the measure, we need to know if the numerator is met. Usually we output "numerator_compliant". But if we only output "excluded" and "not_eligible", that doesn't tell anything about numerator. So likely the intended output includes both the eligibility and compliance status. The instruction about "excluded" and "not_eligible" might be a note about handling those flags, not necessarily the output keys.

Let's look at the prompt: It says "For a member who is 'exc
json{
  "excluded": false,
  "not_eligible": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": null,
      "ok": false,
      "present": false
    }
  ],
  "fabricated": false,
  "abstained": false
}
67DeepSeek V3.2 · DeepSeek2.9s · 41 out | 2.2s · 32 out | 3.8s · 37 out
Attempt 1
json{
  "status": "compliant",
  "reason": "Member has a colonoscopy within the ten-year look-back window ending 2026-12-31."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Met numerator via colonoscopy within ten-year look-back window."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
    "status": "non_compliant",
    "reason": "No screening event in 2026 and colonoscopy is older than ten years."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "non_compliant",
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
0Claude Opus 4.8 · Anthropic2.1s · 69 out | 1.6s · 67 out | 1.7s · 75 out
Attempt 1
json{"status":"non_compliant","reason":"2018-06-12 colonoscopy falls outside the 10-year look-back (2017 earliest); no other qualifying screening in 2026."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "non_compliant",
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
Attempt 2
json{"status":"non_compliant","reason":"Colonoscopy 2018-06-12 is outside the 10-year window (before 2016), and no other qualifying screening in 2026."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "non_compliant",
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
Attempt 3
json{ "status": "non_compliant", "reason": "Colonoscopy 2018-06-12 falls outside the ten-year look-back (before 2016-12-31); no other qualifying screening in 2026." }
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "non_compliant",
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}