Parityhealth-plan operations benchmark
Quality measure logic · QM-015 · core

Dilated exam during the measurement year

Record written for Parity against synthetic measure QM-DEE. Baseline.

Field mean
94.0
across 28 models
Models scoring 100
24
of 28
Models scoring 0
0
of 28

What the model was given

Item context, placed in the system position after the shared preamble
MEASURE QM-DEE — DIABETIC EYE EXAMINATION
Measurement year: 2026-01-01 through 2026-12-31.

ELIGIBLE POPULATION (denominator)
  Age: 18 through 75 years as of 2026-12-31.
  Event: diabetes mellitus (any E10.- or E11.- code) documented on at least two
    outpatient claims on distinct dates of service, or on one acute inpatient
    discharge, during 2026 or 2025.
  Continuous enrolment: the full measurement year with no more than one gap of up
    to 45 days.

NUMERATOR — either of:
  N1. A retinal or dilated eye examination performed by an eye care professional
      during 2026.
  N2. A retinal or dilated eye examination performed by an eye care professional
      during 2025 WITH a result documented as negative for retinopathy. A 2025
      examination with a positive result, or with no result documented, does not
      satisfy the numerator.

REQUIRED EXCLUSIONS
  E1. Bilateral eye enucleation any time on or before 2026-12-31.
  E2. Hospice at any time during the measurement year.
  E3. Gestational diabetes or steroid-induced diabetes only, with no other
      diabetes diagnosis, during 2026 and 2025.
Prompt
MEMBER RECORD

MEMBER 40301. Date of birth 1979-04-16, so 47 years old on 2026-12-31.
Enrolment: 2026-01-01 through 2026-12-31, continuous.
History:
  2025-05-12  Office visit, diagnosis E11.9.
  2026-01-27  Office visit, diagnosis E11.65.
  2026-08-05  Dilated retinal examination by an optometrist. Mild non-proliferative
              retinopathy noted.
No enucleation, 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 · Anthropic8.4s · 182 out | 3.7s · 88 out | 10.0s · 91 out
Attempt 1
Age 47, diabetes on two outpatient claims (2025-05-12 and 2026-01-27), continuous enrolment — in denominator. No exclusions. N1: dilated retinal exam by an optometrist on 2026-08-05 during the measurement year — result doesn't matter for a 2026 exam.

json{
  "status": "compliant",
  "reason": "Dilated retinal examination by an optometrist on 2026-08-05 satisfies N1 regardless of the retinopathy finding; 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":"Denominator met via E11 diagnoses on 2025-05-12 and 2026-01-27; N1 satisfied by dilated retinal exam by optometrist on 2026-08-05 in 2026."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status": "compliant", "reason": "Two outpatient diabetes claims (2025-05-12, 2026-01-27) establish denominator; dilated retinal exam by optometrist on 2026-08-05 satisfies N1 regardless of result."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.7 Flash · Google3.9s · 565 out | 3.9s · 449 out | 3.7s · 365 out
Attempt 1
Reasoning · 515 tokens
**Evaluating Member 40301**

I'm focusing on Member 40301 for the MY 2026 Diabetic Eye Examination measure. They are 47, which falls within the eligible age range of 18-75 for the 2026 measurement period.

**Confirming Compliance Status**

I've confirmed Member 40301 is compliant for the Diabetic Eye Examination measure. They met all criteria, including distinct diabetes diagnoses in 2025/2026 and a dilated retinal exam on August 5, 2026.

json{
  "status": "compliant",
  "reason": "The member completed a dilated retinal examination by an optometrist on 2026-08-05 during the measurement year."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 400 tokens
**Evaluating Member 40301**

I'm focusing on Member 40301 for the Diabetic Eye Examination measure. They meet the age requirement for the 2026 measurement year, born in 1979, making them 47 by year-end. Now, I need to confirm if they have a diabetes diagnosis and if the required eye exam occurred.

json{
  "status": "compliant",
  "reason": "Member completed a dilated retinal examination by an optometrist on 2026-08-05 during the measurement year."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 316 tokens
**Analyzing Diabetic Eye Exams**

I'm currently reviewing a specific measure, QM-DEE, for the 2026 measurement year. My focus is on member 40301, who is eligible based on age. I'm examining two outpatient claims submitted on distinct dates for this member.

json{
  "status": "compliant",
  "reason": "Member completed a dilated retinal examination by an optometrist on 2026-08-05 during the measurement year."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.5 · OpenAI2.7s · 119 out | 2.5s · 132 out | 1.7s · 124 out
Attempt 1
json{"status":"compliant","reason":"A 2026-08-05 dilated retinal examination by an optometrist satisfies the numerator."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "A 2026-08-05 dilated retinal examination by an optometrist satisfies the numerator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "A 2026-08-05 dilated retinal examination by an optometrist satisfies the numerator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Sol · OpenAI1.2s · 46 out | 1.4s · 44 out | 1.2s · 43 out
Attempt 1
json{
  "status": "compliant",
  "reason": "The 2026-08-05 dilated retinal examination by an optometrist satisfies numerator criterion N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "A dilated retinal examination was performed by an optometrist on 2026-08-05."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "Dilated retinal examination was performed by an optometrist on 2026-08-05."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.6 · xAI9.8s · 620 out | 12.3s · 584 out | 5.8s · 454 out
Attempt 1
Reasoning · 580 tokens
The task is about quality measure QM-DEE for diabetic eye examination.
{
  "status": "compliant",
  "reason": "Member meets denominator criteria (diabetes diagnosis on two outpatient claims in 2025-2026, continuous enrollment). No exclusions apply. Numerator met by dilated retinal exam performed by optometrist in 2026.
json{
  "status": "compliant",
  "reason": "Dilated retinal exam by optometrist on 2026-08-05 meets N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 549 tokens
The task is about quality measure logic for QM-DEE — Diabetic Eye Examination.
json{"status": "compliant", "reason": "Dilated retinal exam by optometrist on 2026-08-05 meets N1."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 402 tokens
The member is 47 years old on 2026-12-31, which is within 18-75.
json{
  "status": "compliant",
  "reason": "Two E11 outpatient visits in 2025-2026 and a 2026-08-05 dilated exam by an optometrist meet N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.5 · xAI6.0s · 374 out | 5.5s · 305 out | 3.9s · 203 out
Attempt 1
Reasoning · 336 tokens
The task is about quality measure QM-DEE — Diabetic Eye Examination.
json{
  "status": "compliant",
  "reason": "2026-08-05 dilated retinal exam by optometrist meets numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 267 tokens
The member is being evaluated against QM-DEE — Diabetic Eye Examination.
json{
  "status": "compliant",
  "reason": "2026-08-05 dilated retinal exam by optometrist satisfies numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 162 tokens
The member is 47 years old on 2026-12-31, so within 18-75.
json{"status": "compliant", "reason": "2026-08-05 dilated retinal exam by optometrist satisfies N1; age, diabetes events, and enrolment met."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.1 Pro · Google7.5s · 619 out | 11.3s · 921 out | 12.6s · 1,144 out
Attempt 1
Reasoning · 571 tokens
**Evaluating MEMBER 40301 for QM-DEE 2026: My Thought Process**

Here's how I arrived at my conclusion regarding MEMBER 40301 and the Diabetic Eye Examination (QM-DEE) for the 2026 measurement year.

First, I need to determine if the member falls within the **eligible population (denominator)**. This involves checking three criteria: age, the presence of diabetes, and continuous enrollment.

*   **Age:** The member's date of birth (1979-04-16) places them at 47 years old as of December 31, 2026. This fits the 18-75 year age range perfectly. So, check.

*   **Diabetes Event:** The quality measure requires documented diabetes mellitus (codes E10.- or E11.-) on at least two outpatient claims on distinct dates, or one inpatient discharge, within 2025 or 2026. I see a claim from May 12, 2025 (E11.9) and another from January 27, 2026 (E11.65). These are two distinct outpatient claims within the relevant timeframe. Check.

*   **Continuous Enrollment:** The member was continuously enrolled throughout the entire 2026 measurement year (January 1, 2026, to December 31, 2026), with no gaps exceeding 45 days. Check.

Since all three criteria are met, I've established that **the member is in the denominator**.

Next, I need to check for any **required exclusions**. These would remove the member from the eligible population even if they met the denominator criteria.

*   **E1 (Bilateral eye enucleation):** There's no indication of this. No.
*   **E2 (Hospice):** No evidence of hospice enrollment. No.
*   **E3 (Gestational/steroid-induced diabetes only):** The documented diabetes codes (E11.9 and E11.65) are for Type 2 diabetes, not gestational or steroid-induced. No.

With no exclusions applicable, the member remains in the denominator.

Now, I move to the **numerator** criteria, which determine if the member is compliant. The requirement here is a retinal or dilated eye examination performed by an eye care professional during 2026.

*   **Numerator Condition (N1):** The records show a "Dilated retinal examination by an optometrist" on August 5, 2026. An optometrist is unequivocally an eye care professional, and the examination occurred within the 2026 measurement year. The finding of "mild non-proliferative retinopathy" is secondary; the performance of the exam is what counts for compliance. Check.

Since the member meets the denominator criteria and also fulfills the numerator requirement, **the member is compliant**.

Therefore, my reasoning is: "The member meets the denominator criteria and is compliant because a dilated retinal exam was performed by an optometrist in 2026."

Finally, I need to format this into the required JSON keys: "status" and "reason." The JSON structure would therefore be:
```json
{
  "status": "compliant",
  "reason": "The member meets the denominator criteria and is compliant because a dilated retinal exam was performed by an optometrist in 2026."
}
```
I also note that specific keys like "met_7_day" or "met_30_day" are not relevant here, as QM-DEE focuses on the annual exam, not intermediate reporting periods.

json{
  "status": "compliant",
  "reason": "The member meets denominator criteria and is compliant because a dilated retinal examination was performed by an optometrist in 2026."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 872 tokens
**My Thought Process for Evaluating Member 40301 Against QM-DEE for the 2026 Measurement Year**

Alright, let's dive into this. My primary objective is to assess member 40301 for the Diabetic Eye Examination quality measure (QM-DEE) for the 2026 measurement year. This means I need to meticulously check if they meet the criteria to be included in the denominator and then, if so, whether they subsequently meet the numerator for compliance.

First, I'll tackle the **denominator criteria**.

*   **Age:** The measure specifies members aged 18 through 75 as of December 31, 2026. I see the member's date of birth is April 16, 1979. This makes them 47 years old on December 31, 2026. Perfect, they meet this age requirement.
*   **Event (Diabetes Mellitus):** The criteria here require documentation of diabetes mellitus (using E10 or E11 codes) on at least two outpatient claims on separate dates of service, or on a single inpatient discharge, during 2025 or 2026. I've found a claim from May 12, 2025, with an E11.9 code, and another from January 27, 2026, with an E11.65 code. These are two distinct outpatient claims with the correct diabetes codes. So, this criterion is met.
*   **Continuous Enrollment:** The member must have been continuously enrolled throughout the entire measurement year (2026) with no more than one gap of up to 45 days. My review shows their enrollment runs from January 1, 2026, through December 31, 2026, with no interruptions. This also satisfies the continuous enrollment requirement.

Since the member meets all three of these criteria, I can confidently say **they are in the denominator**.

Now, on to the **exclusions**. I need to ensure this member doesn't fall into any of these categories.

*   **E1 (Bilateral Eye Enucleation):** I've reviewed the member's record, and there's no indication of a bilateral eye enucleation occurring at any point up to and including December 31, 2026.
*   **E2 (Hospice Care):** Similarly, there's no evidence of the member receiving hospice care during the measurement year.
*   **E3 (Gestational or Steroid-Induced Diabetes):** The diabetes diagnoses I found were E11.9 and E11.65, both indicative of Type 2 diabetes. This means they don't have gestational or steroid-induced diabetes as their sole documented conditions.

The member does not meet any of the exclusion criteria, so they remain in the denominator.

Finally, the **numerator**. This is where I determine compliance.

*   **N1 (Retinal or Dilated Eye Examination):** The requirement is for a retinal or dilated eye examination performed by an eye care professional during 2026. I've identified a dilated retinal examination performed by an optometrist on August 5, 2026. An optometrist is indeed an eye care professional. The detail about mild non-proliferative retinopathy noted is relevant for previous years' data but doesn't impact compliance for 2026; only the presence of the examination itself matters for this year.

Because the member had this examination performed by an eye care professional in 2026, **they meet the numerator criteria**.

Therefore, the member is **compliant**.

I need to provide a concise reason for this determination. I'll aim for clarity and brevity, summarizing the key points.

My initial thought for the reason was: "The member is in the denominator, not excluded, and compliant because they had a dilated retinal examination by an optometrist in 2026." That's a good start. I'll refine it to be more formal and ensure it directly addresses the measure's logic.

The prompt also mentions specific JSON keys and a requirement that "items drawn from measure QM-FUM require two further keys." However, this is QM-DEE, not QM-FUM, so I don't need to worry about `met_7_day` or `met_30_day`. I just need `status` and `reason`.

Refining the reason further: "Member met the denominator criteria and is compliant because they had a dilated retinal examination by an optometrist in 2026." This is clear and under 30 words.

Let's try another angle: "Member had two diabetes visits and a dilated retinal examination by an optometrist in 2026." This is very concise but might be too informal for a formal output.

Another option: "Member is eligible and compliant because a dilated retinal examination was performed by an optometrist in 2026." That's 18 words, which is great.

The task requests a "fulsome summary of the thought process," and I've outlined each step, including checking the dates, codes, and enrollment, as well as considering the exclusions. For the final `reason` field in the JSON, I'll go with something that encapsulates the core finding efficiently.

Finalizing the `reason`: "The member met denominator requirements and had a dilated retinal examination by an eye care professional in 2026." This is 20 words, clear, and accurate.

So, the final output in JSON format will be:

```json
{
  "status": "compliant",
  "reason": "The member met denominator requirements and had a dilated retinal examination by an eye care professional in 2026."
}
```

json{
  "status": "compliant",
  "reason": "The member met the denominator criteria and is compliant because they had a dilated retinal examination by an optometrist during 2026."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,094 tokens
**My Thought Process for QM-DEE Compliance**

Alright, let's break down this member's eligibility for the QM-DEE (Diabetic Eye Examination) measure for the 2026 measurement year.

First, I need to confirm the **measurement year** is indeed 2026 (January 1st to December 31st). This is clearly stated.

Next, I'm looking at the **member's demographics**. Their Date of Birth is 1979-04-16, which makes them 47 years old as of December 31st, 2026. This falls squarely within the 18 to 75 age range required for this measure. So, age is good.

Then, the **continuous enrollment** check. The member was continuously enrolled from January 1st, 2026, through December 31st, 2026. No gaps. This criterion is met.

Now, the crucial part: the **denominator**. To be included in the denominator, the member needs a documented diagnosis of diabetes mellitus (any E10.- or E11.- code) on at least two outpatient claims with distinct dates of service (DOS), or one acute inpatient discharge, occurring in either 2025 or 2026. Let's examine the member's history:
*   On 2025-05-12, they had an office visit with diagnosis E11.9.
*   On 2026-01-27, they had another office visit with diagnosis E11.65.

Since I have two outpatient claims, each with an E11.- code (Type 2 Diabetes Mellitus), and they are on distinct dates of service within the relevant timeframe (2025 and 2026), the member *definitely* meets the denominator criteria.

Moving on to **exclusions**. There are three common exclusions:
*   E1: Bilateral eye enucleation. No indication of this.
*   E2: Hospice care. No indication of this.
*   E3: Gestational or steroid-induced diabetes only. The member has diagnoses E11.9 and E11.65, which are Type 2 diabetes, so this exclusion does not apply.

Therefore, the member is eligible for the measure.

Now for the **numerator**. This requires either:
*   N1: A retinal or dilated eye examination performed by an eye care professional during 2026.
*   N2: An examination in 2025 with a negative result.

The member's history shows:
*   On 2026-08-05, they had a dilated retinal examination performed by an optometrist. An optometrist is absolutely an eye care professional.

This directly satisfies N1. The result of the exam (mild non-proliferative retinopathy) is noted, but for the 2026 exam, the *performance* of the exam by an eye care professional is what matters for N1, regardless of the finding. The result would only be relevant if we were evaluating N2, which is for a 2025 exam.

So, the member meets the numerator criteria.

Given that the member meets both the denominator and numerator criteria, their status is **"compliant"**.

The reason for compliance: "The member met denominator criteria and completed a dilated retinal examination by an eye care professional during the measurement year." This is concise and accurately reflects the findings.

**A quick check on specific requirements:** The prompt mentioned "Items drawn from measure QM-FUM require two further keys: 'met_7_day' boolean, 'met_30_day' boolean." However, this measure is QM-DEE, not QM-FUM. The instruction explicitly states these keys are for QM-FUM. Therefore, I will *not* include `met_7_day` or `met_30_day` as they are not applicable to QM-DEE based on the provided context.

My final output will be a JSON object with "status" and "reason". The reason is under 30 words and accurately reflects the compliance.

Let's confirm the keys and format:
*   `status`: "compliant" (string)
*   `reason`: "The member met denominator criteria and completed a dilated retinal examination by an eye care professional during the measurement year." (string, under 30 words)

Everything looks correct. I'm confident in this assessment.

json{
  "status": "compliant",
  "reason": "The member met the denominator criteria and received a dilated retinal examination by an eye care professional during 2026, satisfying the numerator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 5 · Anthropic2.6s · 154 out | 3.3s · 181 out | 1010.3s · 143 out
Attempt 1
json{
  "status": "compliant",
  "reason": "N1 met: dilated retinal exam by optometrist on 2026-08-05; result findings do not affect a measurement-year exam."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Dilated retinal exam by optometrist on 2026-08-05 satisfies N1; result findings are irrelevant for exams during 2026."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status":"compliant","reason":"Dilated retinal exam by an optometrist on 2026-08-05 satisfies N1; 2026 exam result need not be negative."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3 Flash · Google11.3s · 1,141 out | 16.3s · 1,909 out | 12.5s · 1,268 out
Attempt 1
Reasoning · 1,091 tokens
**My Thought Process on QM-DEE Compliance for Member 40301**

Alright, let's break down the assessment for member 40301 regarding the Diabetic Eye Examination (QM-DEE) measure for the 2026 measurement year. My primary goal is to determine if they meet the criteria for compliance.

First, I'm confirming the basics: the member is 47 years old as of December 31, 2026, which falls perfectly within the 18-75 age requirement. Their continuous enrollment for the entire 2026 measurement year is also confirmed, so no issues there.

Now, for the denominator. The criterion requires a diagnosis of diabetes mellitus (specifically ICD-10 codes E10.- or E11.-) documented on at least two outpatient claims with distinct dates of service within 2025 or 2026, or a single acute inpatient discharge. I see the member had an office visit with an E11.9 diagnosis on May 12, 2025, and another office visit with an E11.65 diagnosis on January 27, 2026. These are two distinct outpatient claims for diabetes during the relevant timeframe, so they absolutely meet the denominator requirement.

Next, I need to check for any exclusion criteria.
*   E1: Bilateral eye enucleation – No history found.
*   E2: Hospice during the measurement year – No history found.
*   E3: Gestational or steroid-induced diabetes *only* – The member's diagnoses (E11.9 and E11.65) are Type 2 Diabetes Mellitus, so this exclusion doesn't apply.
Therefore, the member is not excluded from the measure.

Moving onto the numerator. This requires a retinal or dilated eye exam performed by an eye care professional during 2026 (N1), or a similar exam in 2025 with a *negative* retinopathy result (N2). I found a record of a dilated retinal examination performed by an optometrist on August 5, 2026. This exam was conducted in 2026, it was a dilated retinal exam, and it was performed by an optometrist, who is an eye care professional. This directly satisfies the N1 criterion. It's important to note that the result of this 2026 exam, which indicated mild non-proliferative retinopathy, doesn't negate compliance for the N1 criterion. The "negative retinopathy result" stipulation only applies to N2, the 2025 exam option, which wasn't the path to compliance here.

So, based on these findings:
*   The member meets the age requirement.
*   They meet the denominator criteria with two distinct outpatient diabetes diagnoses in 2025 and 2026.
*   They are not excluded from the measure.
*   They meet the numerator via a dilated eye exam performed by an optometrist in 2026.

Therefore, the status is **compliant**.

I've been refining the reason statement to be concise and accurate, aiming for under 30 words and a single sentence as per best practice. My initial thought was "The member met the denominator through two outpatient visits for diabetes and the numerator through a 2026 dilated eye exam by an optometrist." That's good, but I want to be a bit more precise on the "why".

Then I considered: "The member met the denominator via outpatient diabetic visits and the numerator with a 2026 dilated eye exam performed by an eye care professional." This is also accurate.

After some self-correction, I settled on: "The member is compliant due to two diabetic outpatient visits and a dilated eye examination performed by an eye care professional in 2026." This is clear, highlights the key elements of the denominator and numerator, and comes in at 22 words.

I also considered this phrasing: "Member met the denominator with two diabetes diagnoses on distinct dates and is compliant based on a dilated retinal exam performed by an optometrist in 2026." This is 25 words and also very good.

Ultimately, I believe the most straightforward and accurate reason for compliance is: **"The member is compliant due to two diabetic outpatient visits and a dilated eye examination performed by an eye care professional in 2026."** This succinctly captures the essence of their compliance by mentioning the distinct diabetic diagnoses that establish the denominator and the qualifying dilated eye exam that meets the numerator within the measurement year.

json{
  "status": "compliant",
  "reason": "The member is compliant due to two diabetic outpatient visits and a dilated eye examination performed by an eye care professional in 2026."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,860 tokens
**Analysis of Diabetic Eye Examination Measure for MEMBER 40301**

My thought process here is to meticulously assess whether MEMBER 40301 is compliant with the QM-DEE measure for the 2026 measurement year. This involves breaking down the measure's requirements into actionable checks against the provided member data.

First, I need to establish the **Measurement Year** and the **Eligible Population (Denominator)**. The measurement year is clearly defined as January 1, 2026, through December 31, 2026. For the denominator, the member must be between 18 and 75 years old as of December 31, 2026. They also need a history of diabetes documented by two outpatient claims on distinct dates or one inpatient discharge within the 2025-2026 timeframe. Crucially, continuous enrollment for the full measurement year 2026 is required, with a leeway of one gap not exceeding 45 days.

Next, I examine the **Numerator** criteria. Compliance can be achieved by either a dilated or retinal eye exam performed by an eye care professional in 2026 (N1), or a similar exam in 2025 that specifically documented a negative result for retinopathy (N2).

Then, I consider the **Exclusions**. These include bilateral eye enucleation before the end of 2026, hospice care in 2026, or a history solely of gestational or steroid-induced diabetes within the 2025-2026 period.

Now, let's apply these criteria to MEMBER 40301.

**Member Details:**
*   Name: MEMBER 40301
*   DOB: 1979-04-16

**Age Check:**
*   On 2026-12-31, the member will be 47 years old (calculated as 2026 - 1979). This falls within the 18-75 age range. **(Met)**

**Continuous Enrollment Check:**
*   The provided information states enrollment from 2026-01-01 through 2026-12-31, described as "continuous." This meets the requirement. **(Met)**

**Diabetes Event Check (Denominator):**
*   The member has two outpatient claims on distinct dates:
    *   2025-05-12: Office visit, E11.9 (Outpatient claim 1)
    *   2026-01-27: Office visit, E11.65 (Outpatient claim 2)
*   This satisfies the requirement of two outpatient claims on distinct dates in 2025 or 2026. **(Met)**

**Exclusion Check:**
*   There is no mention of eye enucleation. **(Not Applicable)**
*   There is no mention of hospice care. **(Not Applicable)**
*   The diagnoses E11.9 and E11.65 are indicative of Type 2 Diabetes, not gestational or steroid-induced diabetes *only*. Therefore, this exclusion does not apply. **(Not Applicable)**
*   **Conclusion:** No exclusions apply to this member. **(Met)**

**Numerator Compliance Check:**
*   I need to see if either N1 or N2 is met.
*   **N1:** A dilated/retinal eye exam by an eye care professional in 2026.
    *   The member had a dilated retinal examination on 2026-08-05 performed by an optometrist (an eye care professional).
    *   The result noted mild non-proliferative retinopathy. For N1, the result is not required to be negative.
    *   Therefore, N1 is met. **(Met via N1)**
*   Since N1 is met, I don't strictly need to evaluate N2, but for thoroughness:
    *   **N2:** A dilated/retinal eye exam in 2025 with a negative retinopathy result.
    *   The exam in 2025 is not documented as meeting this criterion.

**Overall Status Determination:**
*   The member (MEMBER 40301) meets the age and continuous enrollment criteria.
*   The member meets the diabetes event criteria for the denominator.
*   No exclusions apply.
*   The member meets the numerator criterion N1 by having a dilated retinal examination in 2026.

Therefore, the member is **compliant**.

**Reasoning for Compliance:**
The member is 47 years old, has diabetes as defined by the measure, and met all denominator requirements. Crucially, they received a dilated eye exam by an optometrist in 2026, fulfilling the numerator criteria.

**JSON Output Construction:**
Based on the analysis, the required JSON keys are `status` and `reason`.
*   `status`: "compliant"
*   `reason`: "Member age 47 with diabetes met denominator criteria and received a dilated eye exam by an optometrist in 2026."

I've also noted the instruction regarding QM-FUM specific keys (`met_7_day`, `met_30_day`). Since this measure is QM-DEE, not QM-FUM, and those keys were not explicitly requested for this measure, I will omit them. The "round half up" and currency/date format instructions are also considered, though not directly applicable to this particular output.

The final check on the reason's word count confirms it's within acceptable limits (19 words).

```json
{
  "status": "compliant",
  "reason": "Member age 47 with diabetes met denominator criteria and received a dilated eye exam by an optometrist in 2026."
}
```

json{
  "status": "compliant",
  "reason": "Member age 47 with diabetes met denominator criteria and received a dilated eye exam by an optometrist in 2026."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,213 tokens
**My Thought Process for Member 40301 and the QM-DEE Measure**

Alright, let's break down this member's compliance with the QM-DEE (Diabetic Eye Examination) measure for the 2026 measurement year. My primary goal here is to determine if Member 40301 meets the criteria to be considered compliant.

First, I need to establish the core requirements of the QM-DEE measure itself. This measure focuses on ensuring individuals with diabetes receive a dilated retinal eye exam. The measurement year is clearly defined as 2026.

The **denominator** is critical. Who are we even looking at?
*   **Age:** The member needs to be between 18 and 75 years old as of December 31, 2026.
*   **Diabetes Event:** This is a key diagnostic requirement. It's defined as either two outpatient claims for diabetes (codes E10.- or E11.-) on *distinct dates*, or one acute inpatient discharge with a diabetes diagnosis, occurring during 2025 or 2026.
*   **Continuous Enrollment:** The member must have been continuously enrolled for the entire 2026 year, with a maximum allowable gap of 45 days.

Then, we have the **numerator**. What constitutes compliance for the denominator population?
*   **N1:** A retinal or dilated eye exam performed by an eye care professional *during 2026*. The result of this exam isn't specified as a disqualifier for N1.
*   **N2:** A retinal or dilated eye exam performed by an eye care professional *during 2025*, and importantly, this exam must have shown *no retinopathy*.

Finally, there are **exclusions** that would remove a member from consideration, even if they meet the denominator:
*   **E1:** Bilateral enucleation (removal of both eyes).
*   **E2:** Receipt of hospice services during 2026.
*   **E3:** Having only gestational or steroid-induced diabetes.

Now, let's apply these rules to Member 40301.

**Member 40301 Specifics:**
*   **DOB:** 1979-04-16.
*   **Age Calculation (as of 2026-12-31):** 2026 - 1979 = 47. This falls squarely within the 18-75 age range. **Meets.**
*   **Enrollment:** The records indicate enrollment from 2026-01-01 to 2026-12-31, which is a full year with no gap. **Meets.**

**Diabetes Diagnosis Event:**
*   2025-05-12: Office visit, diagnosis E11.9 (Type 2 diabetes without complications). This is an outpatient claim.
*   2026-01-27: Office visit, diagnosis E11.65 (Type 2 diabetes with hyperglycemia). This is also an outpatient claim.
These are two distinct outpatient dates, one in 2025 and one in 2026, satisfying the "two outpatient claims on distinct dates" criterion. **Meets.**

**Exclusions Check:**
*   **E1 (Enucleation):** No information suggests this. I'll assume **No**.
*   **E2 (Hospice):** No information suggests this. I'll assume **No**.
*   **E3 (Gestational/Steroid only):** The diagnoses were E11.9 and E11.65, which are not gestational or steroid-induced. **No**.
Therefore, no exclusions apply.

**Numerator Check (The core of compliance):**
*   **N1:** Did the member have a dilated retinal exam by an eye care professional in 2026?
    *   Yes, the member had a "Dilated retinal examination by an optometrist" on 2026-08-05. An optometrist is an eye care professional, and the date falls within the 2026 measurement year.
    *   Crucially, the wording for N1 states "Retinal/dilated eye exam by eye care pro in 2026." It *doesn't* require a negative result for the 2026 exam itself. This is a key distinction from N2, which *does* specify a negative result for the 2025 exam.
    *   The result of the 2026 exam was "Mild non-proliferative retinopathy." Since N1 doesn't require a negative result for the 2026 exam, this finding *does not disqualify* the member. **Meets N1.**

Because Member 40301 has met the denominator criteria and fulfilled numerator N1, they are compliant.

**Final Output Formatting:**
The request is for a JSON output with `status` and `reason`.

*   `status`: "compliant" (This is clear from the above analysis).
*   `reason`: I need to concisely state *why* they are compliant. It should mention meeting denominator criteria and the specific numerator achievement. I'll refine the reason text to be precise and efficient.
    *   Initial thought: "Member met denominator criteria and received a dilated retinal examination by an eye care professional during 2026."
    *   Adding specificity: "Member met denominator criteria and received a dilated retinal examination by an eye care professional on 2026-08-05, satisfying numerator N1." (This is 22 words, concise and accurate).

Let me quickly double-check the age calculation (1979-04-16 to 2026-12-31 is indeed 47 years) and the event requirement (two distinct outpatient claims in 2025 and 2026 are met). The numerator N1 is also clearly met. The exclusions are not applicable. The logic for N1 not requiring a negative result for the 2026 exam is sound. The required JSON keys are "status" and "reason".

So, the final output should be:

```json
{
  "status": "compliant",
  "reason": "Member met denominator criteria and received a dilated retinal examination by an eye care professional on 2026-08-05, satisfying numerator N1."
}
```

json{
  "status": "compliant",
  "reason": "The member met denominator criteria and received a dilated retinal examination by an eye care professional on 2026-08-05, satisfying the numerator requirement."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K3 · Moonshot22.9s · 435 out | 3.3s · 254 out | 14.6s · 539 out
Attempt 1
Reasoning · 354 tokens
Let me work through this measure QM-DEE.

Member 40301:
- DOB 1979-04-16, age 47 on 2026-12-31. Age 18-75: yes.
- Enrolment: full measurement year, continuous. Met.
- Event: diabetes on at least two outpatient claims on distinct dates during 2026 or 2025, OR one acute inpatient discharge.
  - 2025-05-12 office visit E11.9 (outpatient)
  - 2026-01-27 office visit E11.65 (outpatient)
  - Two outpatient claims, distinct dates, both E11 codes. Denominator met.

Exclusions:
- E1: no enucleation. Not met.
- E2: no hospice. Not met.
- E3: gestational/steroid-induced diabetes only? No — E11.9 and E11.65 are type 2 diabetes. Not met.

Numerator:
- N1: retinal/dilated eye exam by eye care professional during 2026. 2026-08-05 dilated retinal exam by optometrist (eye care professional). Result: mild NPDR — positive result, but N1 doesn't require a negative result; only N2 (2025 exam) requires negative. So N1 is satisfied.

Status: compliant.

Reason: one sentence under 30 words. "Meets denominator (age 47, continuous enrolment, two outpatient E11 claims) and numerator via 2026-08-05 dilated retinal exam by optometrist; 2026 exam needs no negative result."

Word count check: keep under 30 words.
json{
  "status": "compliant",
  "reason": "Denominator met (age 47, continuous enrolment, two outpatient E11 claims on distinct dates); numerator met via 2026-08-05 dilated retinal exam by optometrist, and a 2026 exam requires no negative result."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 173 tokens
Member 40301, age 47 as of 2026-12-31 — within 18-75. Enrolment continuous full year. Diabetes event: E11.9 on 2025-05-12 and E11.65 on 2026-01-27 — two outpatient claims on distinct dates during 2026 or 2025. Denominator met.

Exclusions: no enucleation, no hospice, E11 codes not gestational/steroid-only. Not excluded.

Numerator: N1 — dilated retinal exam by optometrist (eye care professional) during 2026. Yes, 2026-08-05. Retinopathy noted doesn't matter for 2026 exam (only 2025 exams need negative result). Compliant.

Reason: under 30 words, naming criterion/date.
json{
  "status": "compliant",
  "reason": "Age-eligible, continuously enrolled, diabetes on two distinct outpatient dates (2025-05-12, 2026-01-27); dilated retinal exam by optometrist on 2026-08-05 satisfies N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 449 tokens
Let me work through this measure.

Member 40301, DOB 1979-04-16, so on 2026-12-31 age = 47. Within 18-75. Eligible on age.

Event: diabetes mellitus (E10.- or E11.-) on at least two outpatient claims on distinct dates during 2026 or 2025. Record: 2025-05-12 office visit E11.9; 2026-01-27 office visit E11.65. Two outpatient claims, distinct dates, both in 2025/2026. Yes.

Continuous enrolment: full year, continuous. Yes.

Denominator: in.

Exclusions: E1 no enucleation. E2 no hospice. E3 gestational/steroid-induced only — no, E11 codes are type 2. Not excluded.

Numerator: N1 — retinal or dilated eye exam by eye care professional during 2026. 2026-08-05 dilated retinal examination by optometrist. Optometrist is an eye care professional. Mild non-proliferative retinopathy noted — that doesn't matter for N1; N1 just requires the exam in 2026 regardless of result. So numerator met.

Status: compliant.

Reason: one sentence, under 30 words, naming the specific criterion or date that decided it. E.g., "Age-eligible diabetic (two E11 outpatient claims) with continuous 2026 enrolment; dilated retinal exam by optometrist on 2026-08-05 satisfies numerator N1."

Word count: let me count: "Age-eligible(1) diabetic(2) with(3) two(4) E11(5) outpatient(6) claims(7) and(8) continuous(9) 2026(10) enrolment;(11) dilated(12) retinal(13) exam(14) by(15) optometrist(16) on(17) 2026-08-05(18) satisfies(19) numerator(20) N1.(21)" Under 30. Good.
json{
  "status": "compliant",
  "reason": "Age-eligible diabetic with two E11 outpatient claims (2025-05-12, 2026-01-27) and continuous 2026 enrolment; dilated retinal exam by optometrist on 2026-08-05 satisfies numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 2.5 Pro · Google10.8s · 932 out | 13.3s · 1,102 out | 16.1s · 1,285 out
Attempt 1
Reasoning · 884 tokens
Alright, let's break down this QM-DEE quality measure evaluation. My primary task here is to determine the status of a specific member against this measure. That status can fall into one of four categories: "compliant," "non_compliant," "excluded," or "not_eligible." Crucially, I also need to provide a clear "reason" for whichever status I assign.

My thought process begins with establishing the member's eligibility. This is the "denominator" part of the quality measure.

First, I check the **age requirement**. The member's date of birth is April 16, 1979. For the measurement year ending December 31, 2026, this makes them 47 years old. The measure specifies an age range of 18 through 75. Since 47 falls squarely within that range, this criterion is met. **(Pass)**

Next, I assess the **event criterion**. This measure requires a diagnosis of diabetes mellitus (specifically ICD-10 codes E10.- or E11.-) documented on at least two outpatient claims on distinct dates of service within the 2025-2026 measurement period, or on one acute inpatient discharge.
*   I see an office visit on May 12, 2025, with the diagnosis E11.9 (Type 2 diabetes mellitus without complications). This is one outpatient claim.
*   Then, there's another office visit on January 27, 2026, with the diagnosis E11.65 (Type 2 diabetes mellitus with hyperglycemia). This is a second outpatient claim.
*   Both of these dates, May 12, 2025, and January 27, 2026, are within the 2025-2026 measurement year, and they represent distinct dates of service.
*   Therefore, the event criterion is met. **(Pass)**

The third eligibility check is **continuous enrollment**. The record indicates the member was continuously enrolled from January 1, 2026, through December 31, 2026. The requirement is continuous enrollment for the full measurement year, allowing for at most one gap of up to 45 days. This member meets that requirement. **(Pass)**

Because the member has met all these denominator criteria, they are part of the eligible population for this measure. This means their status will *not* be "not_eligible."

Now, I move on to **checking for exclusions**. These are specific conditions that would remove a member from the eligible population, even if they meet the denominator.
*   **Exclusion E1 (Bilateral eye enucleation):** The record explicitly states "No enucleation." This exclusion is not met. **(Not met)**
*   **Exclusion E2 (Hospice):** The record states "no hospice." This exclusion is not met. **(Not met)**
*   **Exclusion E3 (Gestational or steroid-induced diabetes only):** The member's recorded diagnoses are E11.9 and E11.65, which are Type 2 diabetes. These are not gestational or steroid-induced diabetes. This exclusion is not met. **(Not met)**

Since the member does not meet *any* of the exclusion criteria, their status will *not* be "excluded." So, they are eligible (in the denominator) and not excluded. My next step is to determine if they are compliant.

This brings me to the **numerator**, which represents compliance. There are two ways the numerator can be satisfied for this measure.

*   **Numerator Criterion N1: A retinal or dilated eye examination performed by an eye care professional during 2026.**
    *   I found documentation of a "Dilated retinal examination by an optometrist" on August 5, 2026.
    *   An optometrist is indeed an eye care professional.
    *   The date of service, August 5, 2026, falls within the 2026 measurement year.
    *   This single finding satisfies the N1 criterion.

*   **Numerator Criterion N2: A retinal or dilated eye examination performed by an eye care professional during 2025 WITH a result documented as negative for retinopathy.**
    *   Based on the provided record, the member did not have an eye exam in 2025.
    *   However, even if they had, since the N1 criterion has already been met, this second pathway isn't necessary for compliance.

Because the member has met the N1 numerator criterion, they are considered compliant.

Therefore, my **final determination** is:
*   **Status:** "compliant"
*   **Reason:** "The member received a dilated retinal examination by an optometrist during the measurement year."

Finally, I'll assemble this into the required JSON object, which looks correct and succinctly captures the outcome and the justification.
```json
{
  "status": "compliant",
  "reason": "The member received a dilated retinal examination by an optometrist during the measurement year."
}
```
This process confirms that the member meets all eligibility requirements, is not excluded, and has satisfied a criterion within the numerator, leading to a compliant status.
json{
  "status": "compliant",
  "reason": "The member received a qualifying dilated retinal examination on 2026-08-05, during the measurement year."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,067 tokens
Alright, let's break down this QM-DEE evaluation for Member 40301, and walk through my thought process as I analyzed their record against the quality measure.

My primary objective here is to determine if this particular member, 40301, is compliant with the Diabetic Eye Examination (QM-DEE) quality measure for the 2026 measurement year. This means I need to rigorously check if they meet the criteria for inclusion in the denominator, if they fall into any exclusion categories, and crucially, if they satisfy the numerator requirements for a completed examination.

First, I dove deep into the specifications of the QM-DEE measure itself. It's essential to have a crystal-clear understanding of what defines eligibility and compliance. I noted the critical dates: the measurement year runs from January 1, 2026, to December 31, 2026.

Then, I focused on the **Denominator**. This defines the eligible patient population.
*   **Age:** The member needs to be between 18 and 75 years old as of the end of the measurement year, December 31, 2026.
*   **Diabetes Event:** They must have a documented diagnosis of diabetes (specifically E10.- or E11.- codes). This diagnosis needs to be supported by either at least two outpatient claims on distinct dates within 2025 or 2026, or a single acute inpatient discharge within the same timeframe.
*   **Continuous Enrollment:** Critically, they need to have been continuously enrolled throughout the entire measurement year (2026), with at most one gap in coverage not exceeding 45 days.

Next, I examined the **Numerator**. This is where compliance is demonstrated.
*   **N1:** They must have received a retinal or dilated eye exam conducted by an eye care professional at some point during the 2026 measurement year.
*   **N2:** Alternatively, they could have had such an exam in 2025 with a documented negative result for retinopathy. This latter condition is less common for demonstrating current compliance but is part of the overall measure logic.

Finally, I carefully reviewed the **Exclusions**. These are conditions that would remove an otherwise eligible member from the denominator.
*   **E1:** Bilateral eye enucleation (removal of both eyes) on or before December 31, 2026.
*   **E2:** Being in hospice care at any point during 2026.
*   **E3:** Having only gestational diabetes or steroid-induced diabetes diagnosed in 2025 or 2026.

With the measure's rules firmly in mind, I turned my attention to **Member 40301's specific record**.

*   **Demographics & Enrollment:** The member's Date of Birth is 1979-04-16. This places them at 47 years old as of December 31, 2026 (2026 - 1979 = 47). This falls squarely within the 18-75 age bracket. Their enrollment record shows they were continuously covered from 2026-01-01 through 2026-12-31. This means they **meet the age and continuous enrollment criteria** for the denominator.

*   **Diabetes Event:** I looked for evidence of diabetes diagnoses and claims. I found a claim on 2025-05-12 with diagnosis E11.9 (Type 2 diabetes mellitus without complications) and another on 2026-01-27 with diagnosis E11.65 (Type 2 diabetes mellitus with hyperglycemia). These are both valid E11.- codes for diabetes, and they occurred on distinct dates within the specified 2025-2026 timeframe. This confirms they **meet the diabetes event criteria** for the denominator.

*   **Denominator Conclusion:** Based on the age, enrollment, and diabetes event, I concluded that **Member 40301 is firmly in the denominator**.

*   **Exclusions Check:** Now, I had to ensure they weren't excluded.
    *   **E1 (Enucleation):** The record explicitly states "No enucleation." So, they are **not excluded** by this.
    *   **E2 (Hospice):** Similarly, the record indicates "no hospice." They are **not excluded** by this.
    *   **E3 (Gestational/Steroid-induced):** The diagnosed codes E11.9 and E11.65 are standard Type 2 diabetes diagnoses, not exclusively gestational or steroid-induced. Therefore, they **do not meet this exclusion criterion**.

*   **Exclusion Conclusion:** My assessment is that **Member 40301 is NOT excluded** from the measure.

*   **Numerator Compliance:** This is the final and crucial step. I scanned the member's record for a qualifying eye exam. I found an entry dated 2026-08-05: "Dilated retinal examination by an optometrist." This is a clear indication of a retinal/dilated eye exam performed by an eye care professional (an optometrist, in this case) during the 2026 measurement year. This directly satisfies the **N1 criterion**. The note about "Mild non-proliferative retinopathy noted" is a finding *from* the exam, but it doesn't negate the fact that the exam itself occurred and met the measure's requirements.

*   **Numerator Conclusion:** **Member 40301 meets the numerator criteria.**

**Final Status Determination:**

Bringing it all together:
*   They are in the **Denominator** (Yes).
*   They are **Not Excluded** (No).
*   They meet the **Numerator** (Yes).

Therefore, the **status for Member 40301 is "compliant."**

To formulate the reason for this determination, I wanted to be specific and concise, focusing on the core reason for compliance. The most direct and accurate explanation is that they completed the required action within the specified timeframe. Thus, "The member received a qualifying retinal examination during the measurement year 2026" perfectly encapsulates this.

Finally, I structured this analysis into the required JSON output, confirming that the `status` is "compliant" and the `reason` accurately reflects the finding. I also noted that fields like `met_7_day` or `met_30_day` are not applicable to this particular QM-DEE measure, as it's not a follow-up measure in that vein. The JSON structure I derived is exactly as requested.
json{
  "status": "compliant",
  "reason": "The member received a qualifying dilated retinal examination during the measurement year."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,247 tokens
Alright, let's walk through my thought process for evaluating this member against the QM-DEE quality measure. My primary objective is to accurately assign a status – "compliant," "non_compliant," "excluded," or "not_eligible" – and provide a concise, single-sentence justification.

First, I need to thoroughly understand the QM-DEE measure itself. I've identified the core components: the **Eligible Population** (denominator), the **Required Exclusions**, and the **Numerator**. The measurement year is clearly defined as January 1, 2026, through December 31, 2026.

My systematic approach begins with the **Eligible Population**. I need to confirm if the member meets *all* the specified criteria to even be considered for the measure.

*   **Age:** The measure requires the member to be between 18 and 75 years old as of December 31, 2026. The member's date of birth is April 16, 1979. Calculating this, on December 31, 2026, they will be 47 years old. This falls squarely within the 18-75 age range, so this criterion is met.

*   **Event:** The member must have a documented diagnosis of diabetes mellitus (identified by specific ICD-10 codes E10.- or E11.-) on at least two outpatient claims on distinct dates of service, or one acute inpatient discharge, occurring within 2025 or 2026. I've reviewed the member's record and found two outpatient claims with diabetes codes: one on May 12, 2025, with code E11.9, and another on January 27, 2026, with code E11.65. These are indeed two outpatient claims with the relevant E11.- codes on distinct dates within the specified timeframe. This criterion is also met.

*   **Continuous Enrolment:** The member must have been continuously enrolled throughout the entire measurement year (2026), with no more than one gap of up to 45 days. The record indicates continuous enrolment from January 1, 2026, through December 31, 2026. This criterion is met.

Since the member satisfies all three requirements for the eligible population, they are in the denominator. This means they are potentially eligible for compliance.

Next, I move to the **Required Exclusions**. It's crucial to check if any of these conditions would remove the member from consideration, even if they met the denominator.

*   **E1. Bilateral eye enucleation:** The record explicitly states "No enucleation." This exclusion does not apply.

*   **E2. Hospice:** The record states "no hospice." This exclusion does not apply.

*   **E3. Specific diabetes types:** The member's diagnoses are E11.9 and E11.65, which are Type 2 diabetes codes. The exclusion specifically targets *gestational diabetes or steroid-induced diabetes only*, with no other diabetes diagnosis. Since the member has Type 2 diabetes, this exclusion does not apply.

With no exclusions met, the member remains in the denominator and is now ready for the compliance check against the **Numerator**.

Finally, I evaluate the **Numerator** criteria to determine if the member has met the quality standard.

*   **N1. Retinal or dilated eye examination during 2026:** This criterion requires a retinal or dilated eye examination performed by an eye care professional during the 2026 measurement year. The member's record shows "2026-08-05 Dilated retinal examination by an optometrist." An optometrist is an eye care professional, and the examination occurred within the 2026 measurement year. This criterion is met.

*   **N2. Retinal or dilated eye examination during 2025 with a negative result:** This criterion is an alternative path to compliance, requiring a 2025 exam with a specific outcome. While I could check this, the measure's wording is "either of," meaning meeting *one* of the numerator conditions is sufficient. Since N1 is already met, I don't strictly *need* to evaluate N2 for compliance. However, for completeness, I noted there's no mention of a 2025 eye exam in the record, so N2 would not be met.

Because the member met Numerator criterion N1, they are considered **compliant**.

In summary, my reasoning led me to:
*   Confirm eligibility based on age, diabetes diagnosis, and continuous enrolment.
*   Rule out all exclusion criteria.
*   Identify that the member met the numerator requirement through a dilated retinal examination in 2026.

Therefore, my final assessment is:
*   **Status:** compliant
*   **Reason:** The member received a dilated retinal examination during the measurement year, satisfying the numerator.

This methodical breakdown ensures I've addressed all aspects of the quality measure and arrived at the correct status and justification for this member.
json{
  "status": "compliant",
  "reason": "The member received a dilated retinal examination from an optometrist during the measurement year."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.2 · Z.ai7.0s · 432 out | 6.3s · 507 out | 2.6s · 192 out
Attempt 1
Reasoning · 331 tokens
Let me analyze this member against the QM-DEE measure specification.

**Denominator (Eligible Population):**
- Age: DOB 1979-04-16, so 47 years old on 2026-12-31. ✓ (18-75)
- Event: Diabetes diagnosis documented. Let me check:
  - 2025-05-12 Office visit, diagnosis E11.9
  - 2026-01-27 Office visit, diagnosis E11.65
  
  Need: at least two outpatient claims on distinct dates of service, or one acute inpatient discharge, during 2026 or 2025.
  - 2025-05-12 is an outpatient claim with E11.9 ✓
  - 2026-01-27 is an outpatient claim with E11.65 ✓
  These are two outpatient claims on distinct dates during 2025 and 2026. ✓

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

Member is in the denominator.

**Exclusions:**
- E1. Bilateral eye enucleation: No. ✗
- E2. Hospice: No. ✗
- E3. Gestational diabetes or steroid-induced diabetes only: No, this is E11 (Type 2 diabetes). ✗

No exclusions apply.

**Numerator:**
- N1: A retinal or dilated eye examination performed by an eye care professional during 2026.
  - 2026-08-05 Dilated retinal examination by an optometrist. ✓
  This satisfies N1.

Member is compliant.

Status: "compliant"
Reason: N1 satisfied by dilated retinal examination on 2026-08-05 by optometrist during measurement year.
json{
  "status": "compliant",
  "reason": "Numerator N1 met by dilated retinal examination performed by optometrist on 2026-08-05."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 454 tokens
Let me analyze this member record against the QM-DEE measure specification.

**Eligibility (denominator):**
- Age: 47 as of 2026-12-31 (DOB 1979-04-16). ✓ (18-75)
- Event: Diabetes mellitus (E10.- or E11.-) documented on at least two outpatient claims on distinct dates during 2026 or 2025.
  - 2025-05-12: Office visit, E11.9 (outpatient claim 1)
  - 2026-01-27: Office visit, E11.65 (outpatient claim 2)
  - Two outpatient claims on distinct dates during 2026 or 2025. ✓
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. ✓

So the member is in the denominator.

**Exclusions:**
- E1. Bilateral eye enucleation: No. ✗
- E2. Hospice: No. ✗
- E3. Gestational or steroid-induced diabetes only: No, member has E11.- (Type 2 diabetes). ✗

No exclusions apply.

**Numerator:**
- N1. A retinal or dilated eye examination performed by an eye care professional during 2026.
  - 2026-08-05: Dilated retinal examination by an optometrist. ✓
  - An optometrist is an eye care professional.
  - This was performed during 2026. ✓

N1 is satisfied. The member is compliant.

The result noted is "Mild non-proliferative retinopathy" - this is a positive result for retinopathy. But N1 doesn't require a negative result; N1 just requires the examination was performed during 2026. N2 requires a negative result for a 2025 exam, but N1 has no result requirement.

So the member is compliant under N1.

Status: compliant
Reason: The member had a dilated retinal examination by an optometrist on 2026-08-05, satisfying numerator N1.
json{
  "status": "compliant",
  "reason": "Member is in the denominator and meets numerator N1 via a dilated retinal examination by an optometrist on 2026-08-05."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 139 tokens
Member 40301. Age 47 on 2026-12-31, eligible age. Diabetes: E11.9 on 2025-05-12, E11.65 on 2026-01-27 — two outpatient claims on distinct dates during 2025/2026. Continuous enrolment 2026 full year. Denominator met.

Exclusions: no enucleation, no hospice, type 2 diabetes not gestational/steroid. No exclusion.

Numerator: 2026-08-05 dilated retinal exam by optometrist (eye care professional) during 2026. N1 satisfied.

Status: compliant.
json{
  "status": "compliant",
  "reason": "Member is in the denominator and had a dilated retinal examination by an optometrist on 2026-08-05, satisfying numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 4.8 · Anthropic1.4s · 53 out | 1.6s · 57 out | 1.5s · 73 out
Attempt 1
json{"status": "compliant", "reason": "Dilated retinal exam by eye care professional on 2026-08-05 satisfies N1."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status": "compliant", "reason": "Dilated retinal exam by eye care professional performed 2026-08-05 satisfies numerator N1."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "Dilated retinal exam by an optometrist on 2026-08-05 satisfies numerator N1 for a diabetic member aged 47."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 5 · Anthropic4.5s · 291 out | 4.7s · 360 out | 4.6s · 339 out
Attempt 1
json{
  "status": "compliant",
  "reason": "Member met denominator via two 2025-2026 diabetes diagnoses and satisfied N1 with a 2026-08-05 dilated retinal exam by an optometrist."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Meets denominator via two diabetes diagnoses on distinct dates and satisfies N1 with a 2026 dilated retinal exam by an optometrist."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "Meets denominator via two diabetes diagnoses in 2025-2026 and satisfies N1 with a 2026 dilated retinal exam by an optometrist."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 4.6 · Anthropic1.9s · 53 out | 1.9s · 53 out | 2.0s · 58 out
Attempt 1
json{
  "status": "compliant",
  "reason": "Dilated retinal examination by eye care professional performed 2026-08-05 satisfies numerator criterion N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Dilated retinal exam by eye care professional performed 2026-08-05 satisfies numerator criterion N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "Member meets denominator via E11 diagnoses on two distinct dates and satisfies the numerator with a dilated retinal exam in 2026."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.7 Max · Alibaba11.4s · 681 out | 7.9s · 700 out | 8.7s · 600 out
Attempt 1
Reasoning · 610 tokens
Let me evaluate this member against the QM-DEE measure specification.

**ELIGIBLE POPULATION (denominator)**

1. **Age**: 18 through 75 years as of 2026-12-31. Member is 47 years old. ✓

2. **Event**: Diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025.
   - 2025-05-12: Office visit, diagnosis E11.9 (outpatient)
   - 2026-01-27: Office visit, diagnosis E11.65 (outpatient)
   - Two outpatient claims on distinct dates with E11.- codes. ✓

3. **Continuous enrolment**: Full measurement year (2026-01-01 through 2026-12-31) with no more than one gap of up to 45 days.
   - Enrolment: 2026-01-01 through 2026-12-31, continuous. ✓

Member is in the denominator.

**EXCLUSIONS**

- E1: Bilateral eye enucleation any time on or before 2026-12-31. No enucleation. ✗
- E2: Hospice at any time during the measurement year. No hospice. ✗
- E3: Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025. Member has E11.9 and E11.65 (Type 2 diabetes), not gestational or steroid-induced only. ✗

No exclusions apply.

**NUMERATOR**

- N1: A retinal or dilated eye examination performed by an eye care professional during 2026.
  - 2026-08-05: Dilated retinal examination by an optometrist. An optometrist is an eye care professional. ✓

N1 is satisfied.

- N2: Not needed since N1 is met.

**STATUS**: compliant

**REASON**: Member meets denominator criteria with two diabetes claims and had a dilated retinal exam by an optometrist in 2026.

Let me write a concise reason under 30 words:
"Two outpatient diabetes claims in 2025 and 2026 qualify denominator; dilated retinal exam by optometrist on 2026-08-05 satisfies numerator N1."

That's 22 words. Good.
json{
  "status": "compliant",
  "reason": "Two outpatient diabetes claims in 2025 and 2026 qualify denominator; dilated retinal exam by optometrist on 2026-08-05 satisfies numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 647 tokens
Let me evaluate this member against the QM-DEE measure specification.

**ELIGIBLE POPULATION (denominator):**

1. **Age:** 18 through 75 years as of 2026-12-31. Member is 47 years old on 2026-12-31. ✓

2. **Event:** Diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025.
   - 2025-05-12: Office visit, diagnosis E11.9 (outpatient)
   - 2026-01-27: Office visit, diagnosis E11.65 (outpatient)
   - Two outpatient claims on distinct dates with E11.- codes during 2025/2026. ✓

3. **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. ✓

Member is in the denominator.

**REQUIRED EXCLUSIONS:**

- E1. Bilateral eye enucleation any time on or before 2026-12-31. — No enucleation. ✗
- E2. Hospice at any time during the measurement year. — No hospice. ✗
- E3. Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025. — Has E11.9 and E11.65, which are Type 2 diabetes, not gestational or steroid-induced only. ✗

No exclusions met.

**NUMERATOR:**

- N1. A retinal or dilated eye examination performed by an eye care professional during 2026.
  - 2026-08-05: Dilated retinal examination by an optometrist. Optometrist is an eye care professional. ✓

N1 is met.

Wait, but the result says "Mild non-proliferative retinopathy noted." Does that matter for N1? Let me re-read N1:

"N1. A retinal or dilated eye examination performed by an eye care professional during 2026."

N1 doesn't require any specific result - just that the exam was performed. The result requirement (negative for retinopathy) only applies to N2 (2025 exam). So N1 is satisfied regardless of the result.

The member meets N1.

**Status:** compliant
**Reason:** Member had a dilated retinal exam by an optometrist on 2026-08-05, satisfying numerator N1.
json{
  "status": "compliant",
  "reason": "Dilated retinal examination by an optometrist on 2026-08-05 satisfies numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 547 tokens
Let me evaluate this member against the QM-DEE measure specification.

**ELIGIBLE POPULATION (denominator)**

1. **Age**: 18 through 75 years as of 2026-12-31. Member DOB is 1979-04-16, so 47 years old on 2026-12-31. ✓ Meets age requirement.

2. **Event**: Diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025.
   - 2025-05-12: Office visit, diagnosis E11.9 (outpatient claim)
   - 2026-01-27: Office visit, diagnosis E11.65 (outpatient claim)
   - Two outpatient claims on distinct dates with E11.- codes during 2025 and 2026. ✓ Meets event requirement.

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

So the member is in the denominator.

**REQUIRED EXCLUSIONS**

- E1. Bilateral eye enucleation: No enucleation. Not excluded.
- E2. Hospice: No hospice. Not excluded.
- E3. Gestational diabetes or steroid-induced diabetes only: Member has E11.9 and E11.65, which are Type 2 diabetes codes, not gestational or steroid-induced. Not excluded.

No exclusions apply.

**NUMERATOR**

- N1. A retinal or dilated eye examination performed by an eye care professional during 2026.
  - 2026-08-05: Dilated retinal examination by an optometrist. An optometrist is an eye care professional. ✓ This meets N1.

- N2. Not needed since N1 is met.

The member meets the numerator via N1.

**STATUS**: compliant
**REASON**: Member had a dilated retinal examination by an optometrist on 2026-08-05 during the measurement year.
json{
  "status": "compliant",
  "reason": "Dilated retinal examination performed by an optometrist on 2026-08-05 satisfies the numerator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 · Z.ai5.0s · 1,150 out | 1.5s · 114 out | 5.2s · 427 out
Attempt 1
Reasoning · 998 tokens
Let me work through this measure carefully.

Measure QM-DEE — Diabetic Eye Examination.

Member 40301:
- DOB 1979-04-16, so 47 years old on 2026-12-31. Age 18-75: yes, in range.
- Event: diabetes diagnosis. E11.9 on 2025-05-12 (outpatient office visit), E11.65 on 2026-01-27 (outpatient office visit). Two outpatient claims on distinct dates of service, during 2026 or 2025. Yes — 2025-05-12 and 2026-01-27 are distinct dates, both E11.- codes. So denominator event criterion met.
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. Met.

So member is in the denominator.

Exclusions:
- E1: Bilateral eye enucleation — none.
- E2: Hospice — none.
- E3: Gestational or steroid-induced diabetes only — no, this is E11 (type 2 diabetes mellitus), not gestational (O24.4-) or steroid-induced. Not excluded.

So not excluded.

Numerator:
- N1: Retinal or dilated eye examination performed by an eye care professional during 2026. The member had a dilated retinal examination by an optometrist on 2026-08-05. An optometrist is an eye care professional. This was during 2026. So N1 is met. Note: the exam showed mild non-proliferative retinopathy — a positive result. But N1 doesn't require a negative result; only N2 (2025 exam) requires a negative result. So N1 is satisfied regardless of the retinopathy finding.

Wait — let me re-read. "N1. A retinal or dilated eye examination performed by an eye care professional during 2026." No result requirement. The exam happened during 2026 by an optometrist. So N1 is met.

- N2: 2025 exam with negative result — there was no 2025 exam, so N2 is not applicable. But N1 is met anyway.

So the member is compliant.

Status: "compliant"
Reason: one sentence, under 30 words, naming the specific criterion or date that decided it. Something like: "Dilated retinal exam by an optometrist on 2026-08-05 satisfies numerator N1; diabetes documented on two distinct outpatient dates; no exclusions apply."

Let me count words: "Dilated retinal exam by an optometrist on 2026-08-05 satisfies numerator N1; diabetes documented on two distinct outpatient dates; no exclusions apply." — that's about 24 words. Good.

The QM-FUM keys (met_7_day, met_30_day) are only required for QM-FUM items. This is QM-DEE, so those keys are not required. The task says "Items drawn from measure QM-FUM require two further keys" — this is QM-DEE, so I should not add those keys. The output contract says "Do not add keys that were not asked for." So just status and reason.

The member is compliant. The retinopathy result is documented as positive (mild non-proliferative retinopathy), which matters only if the exam were in 2025 (N2). Since the exam is in 2026, N1 applies and any result satisfies it.

Actually, let me double check whether a positive result could disqualify under N1. The spec says N1: "A retinal or dilated eye examination performed by an eye care professional during 2026." It doesn't mention results. N2 explicitly says a 2025 exam needs a negative result. This mirrors real HEDIS DEA measure where a negative prior year result (retinopathy negative) satisfies via prior year exam. So N1 with any result is fine. The member had the exam in 2026 with mild NPDR — that's still an exam performed. Compliant.

Reason should name the specific criterion or date that decided it: the 2026-08-05 dilated retinal exam by an optometrist meeting N1.

JSON:
```json
{
  "status": "compliant",
  "reason": "Dilated retinal exam by an optometrist on 2026-08-05 satisfies numerator N1; two E11 outpatient visits on distinct dates establish eligibility; no exclusions apply."
}
```

Word count: "Dilated(1) retinal(2) exam(3) by(4) an(5) optometrist(6) on(7) 2026-08-05(8) satisfies(9) numerator(10) N1(11); two(12) E11(13) outpatient(14) visits(15) on(16) distinct(17) dates(18) establish(19) eligibility(20); no(21) exclusions(22) apply(23)." — 23 words, under 30. Good.
json{
  "status": "compliant",
  "reason": "Dilated retinal exam by an optometrist on 2026-08-05 satisfies numerator N1; two E11 outpatient visits on distinct dates establish eligibility; no exclusions apply."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 55 tokens
Dilated eye exam by optometrist (eye care professional) in 2026 — N1 met. Denominator: age 47, E11 codes on two distinct dates (2025 and 2026), continuous enrolment. No exclusions. Compliant.
json{
  "status": "compliant",
  "reason": "Dilated retinal exam by an optometrist on 2026-08-05 satisfies numerator N1; E11 diabetes documented on two distinct dates and continuously enrolled in 2026."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 359 tokens
Let me work through this measure.

Member 40301, DOB 1979-04-16. Age on 2026-12-31: 47 years old. Within 18-75. ✓

Event: diabetes diagnosis on at least two outpatient claims on distinct dates of service during 2026 or 2025. E11.9 on 2025-05-12, E11.65 on 2026-01-27. Both are E11.- codes, both outpatient office visits, distinct dates. ✓ Two outpatient claims on distinct dates. ✓

Continuous enrolment: full year 2026, continuous. ✓

So in denominator.

Exclusions: no enucleation, no hospice, and diabetes is E11 (type 2), not gestational/steroid-induced. No exclusions.

Numerator: N1 — retinal or dilated eye examination performed by an eye care professional during 2026. 2026-08-05 dilated retinal examination by an optometrist. That satisfies N1. Note: the result shows retinopathy (positive), but N1 only requires the exam during 2026 — the result documentation requirement (negative for retinopathy) applies only to N2 (2025 exams). So this member meets the numerator via N1 regardless of the positive result.

Status: compliant.

Reason: one sentence under 30 words naming the specific criterion or date that decided it. E.g., "Dilated retinal exam by an optometrist on 2026-08-05 satisfies N1; diabetes diagnosis on two claims and no exclusions."

QM-FUM keys not required since this is QM-DEE.

Output exactlyone JSON block.
json{
  "status": "compliant",
  "reason": "Dilated retinal exam by an optometrist on 2026-08-05 meets N1 for the 2026 measurement year; two E11.9/E11.65 outpatient claims establish eligibility and no exclusion applies."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Max · Alibaba17.0s · 658 out | 7.4s · 346 out | 16.3s · 702 out
Attempt 1
Reasoning · 601 tokens
We need answer user's task. Need produce final exactly one fenced JSON code block. Need analyze measure QM-DEE? User says measure? The prompt includes MEASURE QM-DEE, not QM-FUM, so no extra keys? Task family says items drawn from QM-FUM require met_7_day, met_30_day. This is QM-DEE so only status reason likely. Need ensure required JSON keys maybe only status reason? Yes for quality measure logic required JSON keys status reason. Need output only JSON.

Need determine member status.
Member DOB 1979-04-16 age on 2026-12-31: 47. Eligible age 18-75 yes.
Continuous enrollment full 2026 yes.
Event: diabetes mellitus any E10/E11 documented on at least two outpatient claims distinct DOS during 2026 or 2025, or one inpatient. History: 2025-05-12 office visit E11.9; 2026-01-27 office visit E11.65. Two outpatient claims distinct dates during 2025/2026, yes. Denominator.
Exclusions: none. No enucleation, hospice. Gestational/steroid only not applicable because E11.
Numerator: N1 retinal/dilated eye exam by eye care professional during 2026. 2026-08-05 dilated retinal exam by optometrist; result mild non-proliferative retinopathy. N1 doesn't require negative result? Specification: N1 exam performed during 2026. Yes any result? It says performed by eye care professional during 2026. So compliant. N2 not needed. Even if positive, N1 qualifies. Optometrist is eye care professional presumably. So status compliant. Reason under 30 words naming criterion/date: "2026-08-05 dilated retinal exam by an eye care professional satisfies numerator; member has two diabetes outpatient claims and continuous enrollment." Count maybe 19? Let's make concise. Need one sentence under 30 words. "Member had two qualifying outpatient diabetes claims and a dilated retinal exam on 2026-08-05, satisfying N1." Count: Member1 had2 two3 qualifying4 outpatient5 diabetes6 claims7 and8 a9 dilated10 retinal11 exam12 on13 2026-08-05,14 satisfying15 N1.16 Good.
Need JSON with status compliant reason. No extra keys. Ensure no preamble. Final fenced JSON.
json{
  "status": "compliant",
  "reason": "Member had two qualifying outpatient diabetes claims and a dilated retinal exam on 2026-08-05, satisfying N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 284 tokens
We need answer JSON only. Need analyze measure QM-DEE. Member 40301 DOB 1979-04-16 age 47 on 2026-12-31. Enrolled continuous full 2026. Diabetes event: need E10/E11 on at least two outpatient claims distinct DOS during 2026 or 2025, or one acute inpatient discharge. History: 2025-05-12 office visit E11.9; 2026-01-27 office visit E11.65. Two outpatient distinct dates, yes denominator. Exclusions: no enucleation, no hospice, not gestational/steroid only. Numerator: N1 retinal/dilated eye exam by eye care professional during 2026. 2026-08-05 dilated retinal exam by optometrist. Optometrist is eye care professional? likely yes. Result mild non-proliferative retinopathy noted. For N1 during 2026, result doesn't need negative. So compliant. Reason under 30 words. Need only required keys? status reason. Since not QM-FUM no extra keys. Ensure JSON fenced only.
json{
  "status": "compliant",
  "reason": "Age 47, continuous enrollment, two outpatient E11 diagnoses, and a 2026 dilated retinal examination by an optometrist satisfy the numerator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 648 tokens
We need answer JSON only. Need analyze measure QM-DEE. Member 40301 DOB 1979-04-16 age 47 on 2026-12-31, eligible age 18-75. Enrolment continuous full measurement year. Event: diabetes E10/E11 documented on at least two outpatient claims distinct DOS during 2026 or 2025 OR one acute inpatient discharge. Here history: 2025-05-12 office visit E11.9, 2026-01-27 office visit E11.65. Two outpatient claims distinct dates in measurement? It says during 2026 or 2025. It can be one in 2025 and one in 2026? Wording: documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025. Likely both claims during 2026 or 2025? The phrase "during 2026 or 2025" could mean the diabetes diagnoses in either year, but at least two outpatient claims on distinct DOS. We have two distinct dates, one 2025 one 2026. Is that enough? Need interpret. Usually HEDIS diabetic eye exam denominator: age 18-75, had diabetes, enrolled continuous, with at least two outpatient claims with diabetes diagnosis in measurement year or prior year? Actually HEDIS uses two outpatient claims with diabetes on different dates of service during measurement year or prior year? For 2026 maybe 2025 or 2026. Member has E11 on 2025-05-12 and 2026-01-27, so likely qualifies. Exclusions none: no enucleation, hospice, not gestational/steroid only. Numerator: either 2026 retinal/dilated eye exam by eye care professional, OR 2025 exam with negative result. Here 2026-08-05 dilated retinal exam by optometrist, result mild non-proliferative retinopathy noted. N1 only requires exam performed by eye care professional during 2026, result irrelevant? It says N1. A retinal or dilated eye examination performed by an eye care professional during 2026. So yes compliant. Optometrist is eye care professional. Therefore status compliant. Reason under 30 words naming criterion/date. Could say "2026-08-05 dilated retinal exam by optometrist satisfies numerator; member meets age, diabetes events, continuous enrollment, no exclusions." Count maybe 19? Need one sentence under 30 words. Ensure no extra keys. Not QM-FUM so only status reason. JSON block only.
json{
  "status": "compliant",
  "reason": "The 2026-08-05 dilated retinal examination by an optometrist satisfies numerator criterion N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Terra · OpenAI1.5s · 46 out | 1.5s · 44 out | 1.3s · 47 out
Attempt 1
json{"status":"compliant","reason":"Age, enrollment, and two diabetes outpatient claims qualify; optometrist performed a dilated retinal examination on 2026-08-05."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status":"compliant","reason":"The member meets diabetes denominator criteria and had a dilated retinal examination by an optometrist on 2026-08-05."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status":"compliant","reason":"Member meets age, diabetes, and enrollment criteria and had a dilated retinal examination by an optometrist on 2026-08-05."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 Flash · Z.ai13.6s · 521 out | 23.2s · 1,232 out | 13.2s · 576 out
Attempt 1
Reasoning · 448 tokens
Let me work through this.

Member 40301, DOB 1979-04-16, age 47 on 2026-12-31. Age 18-75: eligible.

Diabetes event: needs E10.- or E11.- on at least two outpatient claims on distinct dates, or one acute inpatient discharge, during 2026 or 2025.
- 2025-05-12: E11.9 outpatient
- 2026-01-27: E11.65 outpatient
Two distinct dates, both outpatient, within 2025/2026. Denominator met.

Enrolment: continuous full year 2026. Met.

Exclusions:
- E1 enucleation: none.
- E2 hospice: none.
- E3 gestational/steroid-induced only: E11.65 and E11.9 are type 2 codes, not gestational (O24) or steroid-induced. Not excluded.

Numerator:
- N1: 2026 exam — 2026-08-05 dilated retinal exam by optometrist. But the record notes "Mild non-proliferative retinopathy noted" — that's a positive result for retinopathy. However N1 only requires the exam during 2026, regardless of result. N1 is satisfied: exam performed during 2026 by an eye care professional (optometrist). The result documentation matters only for N2 (2025 exam). So N1 is met.

Wait — does a positive result affect N1? Spec: N1. A retinal or dilated eye examination performed by an eye care professional during 2026. No result requirement. So met.

Status: compliant.

Reason: under 30 words, naming the specific criterion. Something like: "Denominator met by two outpatient E11.- claims (2025-05-12, 2026-01-27); no exclusions; numerator met by 2026-08-05 dilated retinal exam."

Not QM-FUM, so no met_7_day/met_30_day keys.

Output exactly one fenced JSON block.
json{
  "status": "compliant",
  "reason": "Denominator met by two outpatient E11.- claims on distinct dates (2025-05-12, 2026-01-27); no exclusions apply; numerator N1 met by 2026-08-05 dilated retinal exam."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,169 tokens
Let me work through this measure logic task for QM-DEE (Diabetic Eye Examination).

**Denominator / Eligible population:**

1. Age: 18 through 75 years as of 2026-12-31. DOB 1979-04-16, so on 2026-12-31 the member is 47 years old. 18 ≤ 47 ≤ 75. ✓

2. Event: diabetes mellitus (E10.- or E11.-) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025.
   - 2025-05-12 office visit with E11.9 (outpatient claim, distinct date).
   - 2026-01-27 office visit with E11.65 (outpatient claim, distinct date).
   That's two outpatient claims on distinct dates of service (one in 2025, one in 2026) with E11.- codes. ✓ The spec says "during 2026 or 2025" — both years qualify. So the event criterion is met.

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

So the member is in the denominator.

**Exclusions (evaluated before numerator):**
- E1. Bilateral eye enucleation on or before 2026-12-31: none. Not met.
- E2. Hospice during measurement year: none. Not met.
- E3. Gestational or steroid-induced diabetes only: the diagnosis is E11.9 (type 2 diabetes mellitus without complications) and E11.65 (type 2 diabetes mellitus with hyperglycemia). These are genuine diabetes diagnoses, not gestational (O24.-) or steroid-induced. Not met.

So no exclusions apply.

**Numerator:**
- N1. A retinal or dilated eye examination performed by an eye care professional during 2026.
  - 2026-08-05 dilated retinal examination by an optometrist. Optometrist is an eye care professional. Performed during 2026. ✓ N1 is met.
  
  Note the result: "Mild non-proliferative retinopathy noted." That's a positive result, but under N1 the result doesn't matter — any retinal/dilated exam during 2026 by an eye care professional satisfies N1. The result-documented requirement only matters for the N2 (2025 exam) pathway. So the positive result doesn't break N1.

- N2 doesn't apply here (no 2025 exam).

So the member is in the denominator, not excluded, and meets the numerator → **compliant**.

Reason: must be one sentence, under 30 words, naming the specific criterion or date that decided it. Something like: "2026-08-05 dilated retinal exam by optometrist satisfies numerator N1; two distinct-date E11 outpatient claims (2025-05-12, 2026-01-27) establish the diabetes event; no exclusions."

That's a bit long. Let me count words: "2026-08-05 dilated retinal exam by optometrist satisfies numerator N1; two distinct-date E11 outpatient claims establish the event; no exclusions." Let me count: 2026-08-05 (1) dilated (2) retinal (3) exam (4) by (5) optometrist (6) satisfies (7) numerator (8) N1 (9) two (10) distinct-date (11) E11 (12) outpatient (13) claims (14) establish (15) the (16) event (17) no (18) exclusions (19). Under 30 words. Good.

The deciding criterion is really the 2026-08-05 exam. The reason should name the specific criterion or date that decided it. The most decisive thing is N1 met via the 2026-08-05 dilated retinal exam by an optometrist.

This is QM-DEE, not QM-FUM, so met_7_day / met_30_day keys are NOT required. The instructions say "Items drawn from measure QM-FUM require two further keys" — this is QM-DEE, so I should not add those keys. "Do not add keys that were not asked for."

Required keys: "status", "reason".

Output:

```json
{
  "status": "compliant",
  "reason": "Dilated retinal exam by optometrist on 2026-08-05 satisfies numerator N1; member is age 47, has two distinct-date E11 outpatient claims, and no exclusions apply."
}
```

Word count check: Dilated (1) retinal (2) exam (3) by (4) optometrist (5) on (6) 2026-08-05 (7) satisfies (8) numerator (9) N1 (10) member (11) is (12) age (13) 47 (14) has (15) two (16) distinct-date (17) E11 (18) outpatient (19) claims (20) and (21) no (22) exclusions (23) apply (24). Under 30. Good.

Final answer: single fenced JSON block, nothing else.
json{
  "status": "compliant",
  "reason": "Dilated retinal exam by an optometrist on 2026-08-05 satisfies numerator N1; member is age 47 with two distinct-date E11 outpatient claims 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 · 496 tokens
Let me work through QM-DEE for Member 40301.

Denominator:
- Age: DOB 1979-04-16 → 47 on 2026-12-31. Within 18–75. ✓
- Diabetes event: E11.9 on 2025-05-12 (outpatient) and E11.65 on 2026-01-27 (outpatient) — two outpatient claims on distinct dates during 2026 or 2025. ✓
- Continuous enrolment: full year, no gap. ✓

So in the denominator.

Exclusions:
- E1 enucleation: none. ✓ not excluded
- E2 hospice: none.
- E3 gestational/steroid-induced only: E11.9 and E11.65 are type 2 diabetes, not gestational. Not excluded.

Numerator:
- N1: dilated retinal exam by optometrist on 2026-08-05 during 2026. ✓ Meets numerator.

Note the record says "Mild non-proliferative retinopathy noted" — a positive result. But N1 (2026 exam) doesn't require a negative result; only N2 (2025 exam) requires negative result documentation. So the 2026 exam with positive result still satisfies N1.

Status: compliant.
Reason: under 30 words, naming the criterion/date. E.g., "Meets denominator (age 47, two outpatient E11 claims, continuous enrolment); 2026-08-05 dilated retinal exam by optometrist satisfies numerator N1; no exclusions apply."

That's about 30 words — let me count: Meets(1) denominator(2) age(3) 47(4) two(5) outpatient(6) E11(7) claims(8) continuous(9) enrolment(10) 2026-08-05(11) dilated(12) retinal(13) exam(14) by(15) optometrist(16) satisfies(17) numerator(18) N1(19) no(20) exclusions(21) apply(22). Fine, under 30.

No met_7_day/met_30_day keys — those are only for QM-FUM.

Output: one fenced JSON block with status and reason.
json{
  "status": "compliant",
  "reason": "Denominator met (age 47, E11 on two distinct outpatient dates 2025-05-12 and 2026-01-27, continuous enrolment); 2026-08-05 dilated retinal exam by optometrist satisfies N1; no exclusions."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Hunyuan 4 · Tencent56.4s · 3,202 out | 57.1s · 2,978 out | 92.4s · 5,217 out
Attempt 1
Reasoning · 3,126 tokens
We need answer JSON with status, reason. For QM-DEE measure. Let's parse.

Member DOB 1979-04-16, age as of 2026-12-31: 2026 minus 1979 = 47. Yes 47 on 2026-12-31? Actually birthday April 16; by Dec 31, 2026, they turned 47 in April 2026 (1979+47=2026). Yes 47, within 18-75.

Enrolment: 2026-01-01 through 2026-12-31 continuous. Full measurement year with no more than one gap up to 45 days. Continuous, meets.

Event: diabetes documented on at least two outpatient claims on distinct dates of service, or one acute inpatient discharge, during 2026 or 2025.
History:
2025-05-12 Office visit diagnosis E11.9 (outpatient? office visit yes) code E11.9 is E11.- (type 2 diabetes without complications). Distinct date.
2026-01-27 Office visit diagnosis E11.65 (type 2 with hyperglycemia) is E11.-. Distinct date.
So at least two outpatient claims on distinct dates of service: 2025-05-12 and 2026-01-27, both during 2026 or 2025. Yes. Denominator met.

Exclusions:
E1 bilateral eye enucleation any time on or before 2026-12-31: no.
E2 hospice during measurement year: no.
E3 gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025: They have E11.9 and E11.65, type 2 diabetes. Not gestational/steroid only. So not excluded.

Numerator: either N1 or N2.
N1. A retinal or dilated eye examination performed by an eye care professional during 2026.
History: 2026-08-05 Dilated retinal examination by an optometrist. Optometrist is eye care professional (typically yes? Need check measure? Spec says eye care professional, optometrist qualifies likely). It was in 2026. Result noted: Mild non-proliferative retinopathy noted. For N1, does result matter? N1 just says performed during 2026. N2 requires 2025 exam WITH result documented as negative for retinopathy. Here exam is in 2026, so N1 applies regardless of result? Wait N1: "A retinal or dilated eye examination performed by an eye care professional during 2026." It does not mention result requirement. So yes meets numerator N1.

But wait: Could there be a nuance: "retinal or dilated eye examination" includes dilated retinal exam by optometrist. Eye care professional: optometrist is eye care professional. Yes. So numerator met.

Thus status = "compliant". Because in denominator, not excluded, meets numerator.

Reason: one sentence, under 30 words, naming specific criterion or date that decided it. Need reason naming criterion/date. We can say: "Met numerator N1 via dilated retinal exam by optometrist on 2026-08-05, with diabetes on two 2025/2026 outpatient dates and no exclusions." Count words: Met(1) numerator(2) N1(3) via(4) dilated(5) retinal(6) exam(7) by(8) optometrist(9) on(10) 2026-08-05(11), with(12) diabetes(13) on(14) two(15) 2025(16)/(17)2026(18) outpatient(19) dates(20) and(21) no(22) exclusions(23). Under 30. Or "Compliant: dilated retinal exam by optometrist on 2026-08-05 meets numerator N1; diabetes on two outpatient dates in 2025/2026 meets denominator." Count: Compliant(1): dilated(2) retinal(3) exam(4) by(5) optometrist(6) on(7) 2026-08-05(8) meets(9) numerator(10) N1(11); diabetes(12) on(13) two(14) outpatient(15) dates(16) in(17) 2025(18)/2026(19) meets(20) denominator(21). Under 30. Need to name specific criterion or date that decided it. The deciding factor? The numerator date and the denominator dates. Could say: "Numerator met by dilated retinal exam from optometrist on 2026-08-05; denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27." Count: Numerator(1) met(2) by(3) dilated(4) retinal(5) exam(6) from(7) optometrist(8) on(9) 2026-08-05(10); denominator(11) met(12) by(13) E11.9(14) on(15) 2025-05-12(16) and(17) E11.65(18) on(19) 2026-01-27(20). Under 30, specific.

Need ensure status string exactly one of four. "compliant" lower case? The spec says:
  "status"  string — exactly one of:
      "compliant"      ...
      "non_compliant"
      "excluded"
      "not_eligible"
So lowercase with underscores. Yes "compliant".

No QM-FUM keys needed because measure is QM-DEE, not QM-FUM. Required keys: status, reason only. The instruction says Items drawn from measure QM-FUM require two further keys. This is QM-DEE, so only status and reason.

Check exclusions before numerator: none. Not not_eligible: age 47 within 18-75; event met; continuous enrolment full year. Good.

Wait: Let's double-check denominator event wording: "diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025." It says during 2026 or 2025. The dates: 2025-05-12 and 2026-01-27. These are outpatient claims? "Office visit" is outpatient. Distinct dates of service. Good.

One nuance: "during 2026 or 2025" meaning the claims must be in either year. Yes.

Numerator N1: "A retinal or dilated eye examination performed by an eye care professional during 2026." The exam is 2026-08-05, "Dilated retinal examination by an optometrist. Mild non-proliferative retinopathy noted." Does an optometrist count as eye care professional? In HEDIS (this measure resembles HEDIS CDC or DEE? Actually Diabetic Eye Exam measure). Eye care professional includes optometrist or ophthalmologist. Yes. The spec doesn't define, but typical. Since synthetic, optometrist is eye care professional. The result noted is positive for retinopathy (mild non-proliferative retinopathy). Does N1 require negative result? No, only N2 (2025 exam) requires negative result. The N1 just requires exam performed. So meets N1. Therefore compliant.

But wait, is "Mild non-proliferative retinopathy noted" a result of the exam. If the exam was "dilated retinal examination", it satisfies N1, regardless of result. So compliant.

Could there be a trick: If retinopathy is noted, maybe it's diagnostic, but still a retinal exam. Yes.

Check continuous enrolment: 2026-01-01 through 2026-12-31 continuous. Full measurement year with no more than one gap of up to 45 days. This is no gap. Good.

Any exclusion E3: "Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025." They have E11.9 and E11.65, which are type 2 diabetes, not gestational/steroid. So not excluded.

Status: compliant.

Now reason: Need one sentence, under 30 words. Should name specific criterion or date that decided it. The deciding criterion: numerator N1 via 2026-08-05 dilated retinal exam by optometrist; denominator met via E11.9 (2025-05-12) and E11.65 (2026-01-27) office visits. We need a sentence. Maybe: "Compliant: 2026-08-05 dilated retinal exam by optometrist meets numerator N1; denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27." Let's count words exactly:
Compliant(1)
2026-08-05(2) dilated(3) retinal(4) exam(5) by(6) optometrist(7) meets(8) numerator(9) N1(10); denominator(11) met(12) by(13) E11.9(14) on(15) 2025-05-12(16) and(17) E11.65(18) on(19) 2026-01-27(20).
Wait "Compliant:" is one word? Punctuation attached. Word count ~20. Under 30. It names dates and criteria. Good.

But note: The reason string must be one sentence. Yes, ends with period. It uses semicolon, still one sentence? Typically a semicolon joins independent clauses, still one sentence. That's fine.

Could there be any requirement to mention age/enrolment? Not necessary; reason should name specific criterion or date that decided it. The deciding factor for compliant is meeting numerator. But to be safe, mention denominator too? The instruction: "naming the specific criterion or date that decided it". Singular? "the specific criterion or date that decided it". The status is compliant, decided by meeting numerator (date of exam) and being in denominator without exclusions. We can focus: The exam date decided numerator; denominator met. Maybe simpler: "Compliant because the 2026-08-05 dilated retinal exam by an optometrist meets numerator N1." But then does it name denominator? The member is compliant if in denominator, not excluded, meets numerator. The deciding criterion for compliant vs non_compliant is numerator. Since denominator is established, the deciding factor for compliant (rather than non_compliant) is the exam date. But the reason should name criterion or date. We can say: "Compliant: numerator N1 met by dilated retinal exam from an optometrist on 2026-08-05; denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27." This includes all.

Let's ensure no extra keys. Required keys: status, reason. Output exactly one fenced JSON code block. Use JSON null? Not needed.

Let's construct JSON:

```json
{
  "status": "compliant",
  "reason": "Compliant: numerator N1 met by dilated retinal exam from an optometrist on 2026-08-05; denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27."
}
```

Check reason word count:
Compliant: (1) numerator (2) N1 (3) met (4) by (5) dilated (6) retinal (7) exam (8) from (9) an (10) optometrist (11) on (12) 2026-08-05 (13); denominator (14) met (15) by (16) E11.9 (17) on (18) 2025-05-12 (19) and (20) E11.65 (21) on (22) 2026-01-27 (23). That's 23 words. Under 30. Good.

Wait: The measure is QM-DEE; the numerator criteria labelled N1 and N2. The reason references N1; good.

Double-check age: DOB 1979-04-16. On 2026-12-31, age is 47 (since April 2026 turned 47). The prompt says "so 47 years old on 2026-12-31." Yes.

Enrolment continuous.

Need to ensure "optometrist" is eye care professional. The measure spec didn't define, but in standard HEDIS, optometrist is an eye care professional. The prompt didn't supply a definition, but says answer from material. The material says "performed by an eye care professional". It doesn't list who qualifies. However, an optometrist is universally an eye care professional. In payer operations, optometrists perform dilated retinal exams. There's no definition saying only ophthalmologist. So it's fine. Also since this is a dilated retinal examination, it's a retinal/dilated eye exam. It was "by an optometrist". That qualifies. If we were unsure, would we pend? But we have sufficient information: optometrist is an eye care professional. No need to pend.

Check if "Mild non-proliferative retinopathy noted" means result documented. For N1, result not required. For N2 (2025) result required negative. Not relevant. So compliant.

Let's consider if the exam in 2026 with positive retinopathy could be considered not a screening but a diagnostic exam? No, it's a dilated retinal examination. It satisfies N1. The finding doesn't negate.

Now, any possible exclusion? E1 none. E2 none. E3: Gestational or steroid-induced only with no other diabetes diagnosis. Codes: E11.9 and E11.65 are type 2 diabetes mellitus codes (E11.-). Not O24.4 (gestational) or steroid-induced (often E09.- maybe?). So no.

Thus final answer.

One more thing: 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." So start with ```json and end with ```. Ensure valid JSON. Use double quotes. No trailing commas.

Let's produce final.
json{
  "status": "compliant",
  "reason": "Compliant: numerator N1 met by dilated retinal exam from an optometrist on 2026-08-05; denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 2,906 tokens
We need respond with JSON only. Need apply measure QM-DEE.

We have member 40301 DOB 1979-04-16, age 47 on 2026-12-31 (within 18-75). Continuous enrolment full measurement year: 2026-01-01 through 2026-12-31, continuous, no gap.

Event: diabetes mellitus any E10.- or E11.- code documented on at least two outpatient claims on distinct dates of service, or one acute inpatient discharge, during 2026 or 2025.

History:
2025-05-12 Office visit diagnosis E11.9. That's an outpatient claim, one date.
2026-01-27 Office visit diagnosis E11.65. That's another outpatient claim, distinct date. So at least two outpatient claims distinct dates during 2026 or 2025? It says "during 2026 or 2025" means within the two-year period? Usually event during 2026 or 2025 (i.e., either measurement year or year prior). It says documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025. It doesn't require both in same year? The dates: one in 2025, one in 2026. That is two outpatient claims on distinct dates. So denominator event met.

Numerator: either N1: retinal or dilated eye exam performed by eye care professional during 2026. History: 2026-08-05 Dilated retinal examination by an optometrist. Optometrist is eye care professional? Yes, eye care professional includes optometrist/ophthalmologist. It doesn't mention result, but N1 just requires exam during 2026, regardless of result? Wait N2 mentions 2025 exam with negative result for retinopathy. N1: A retinal or dilated eye examination performed by an eye care professional during 2026. It does not require result. The exam in 2026-08-05 is dilated retinal exam by optometrist. Meets N1. Note: Mild non-proliferative retinopathy noted. That's a positive result, but N1 doesn't require negative result. N2 only applies to 2025 exam. So numerator met.

Exclusions: E1 bilateral eye enucleation any time on or before 2026-12-31. None. E2 hospice during measurement year. None. E3 gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025. Member has E11.9 and E11.65, which are type 2 diabetes mellitus codes (E11.-). Not gestational (O24.4 etc) or steroid-induced (E09.-? Actually steroid-induced is E09.-? Wait diabetes due to underlying condition? Steroid-induced diabetes is E09? No E09 is drug or chemical induced diabetes mellitus. E10 type 1, E11 type 2. E13 other specified. Gestational O24.4? In pregnancy code O24.4? Anyway E11 codes are not gestational/steroid only. So no exclusion.

Thus status: compliant. Reason: one sentence under 30 words naming specific criterion/date decided it. Probably say: "Met denominator via two E11 outpatient visits (2025-05-12, 2026-01-27) and numerator via 2026-08-05 dilated retinal exam by optometrist; no exclusions." Need under 30 words. Let's count: Met(1) denominator(2) via(3) two(4) E11(5) outpatient(6) visits(7) (2025-05-12,(8) 2026-01-27)(9) and(10) numerator(11) via(12) 2026-08-05(13) dilated(14) retinal(15) exam(16) by(17) optometrist;(18) no(19) exclusions.(20). That's 20 words. Good. But maybe mention age/enrollment? Not needed? It must name specific criterion or date that decided it. Since the deciding is numerator (compliant vs non-compliant) maybe date 2026-08-05 exam. But the status is compliant because both denominator and numerator met. The reason should name specific criterion/date that decided it. Could be: "Compliant: 2026-08-05 dilated retinal exam by optometrist meets numerator N1; also met diabetes/enrollment/age and no exclusions." Count: Compliant:(1) 2026-08-05(2) dilated(3) retinal(4) exam(5) by(6) optometrist(7) meets(8) numerator(9) N1;(10) also(11) met(12) diabetes/enrollment/age(13) and(14) no(15) exclusions.(16) Good. But since E1-3 not met, denominator met. The decision to be compliant hinges on numerator (and denominator). Maybe reason: "Met denominator (two E11 visits: 2025-05-12, 2026-01-27) and N1 numerator (2026-08-05 dilated retinal exam by optometrist); no exclusions." 23 words. Good.

Need output JSON with status and reason only? Task says Required JSON keys: "status", "reason". For QM-DEE, not QM-FUM, so no met_7_day/met_30_day. Include exactly required keys: status, reason. Don't add other keys.

Check details:
- Age: 47 on 2026-12-31, within 18-75. Good.
- Enrolment continuous full measurement year with no gap; continuous 2026-01-01 through 2026-12-31. Yes.
- Event: diabetes documented on at least two outpatient claims distinct dates during 2026 or 2025. We have 2025-05-12 E11.9 and 2026-01-27 E11.65. Both outpatient office visits. That's two distinct dates. Good.
- Numerator N1 2026 exam: 2026-08-05 dilated retinal examination by optometrist. Eye care professional? Optometrist qualifies. Retinal or dilated eye exam: dilated retinal exam qualifies. No result requirement. So meets numerator. Note 2025? Not needed. The record says no enucleation/hospice, and no gestational/steroid-only. No exclusions.
- Exclusions evaluated before numerator. None. So status compliant.

Need ensure money/date? No money. Dates ISO. Reason sentence.

Output exactly one fenced JSON code block and nothing else. The JSON code block should be:

```json
{
  "status": "compliant",
  "reason": "Met denominator (two E11 visits: 2025-05-12, 2026-01-27) and N1 numerator (2026-08-05 dilated retinal exam by optometrist); no exclusions."
}
```

Check reason under 30 words: Let's count carefully.
1 Met
2 denominator
3 (two
4 E11
5 visits:
6 2025-05-12,
7 2026-01-27)
8 and
9 N1
10 numerator
11 (2026-08-05
12 dilated
13 retinal
14 exam
15 by
16 optometrist);
17 no
18 exclusions.
That's 18 words (if counting tokens with attached punctuation as words; usually yes). Under 30.

But wait: reason must be one sentence. It is one sentence (with semicolon). Good.

Potential nuance: The event requires "during 2026 or 2025" - does it mean the diabetes diagnosis must be documented during either year, but for two outpatient claims, both must occur in 2026 or both in 2025? The phrase "during 2026 or 2025" is ambiguous: It could mean the qualifying event (two claims or one inpatient) must occur during the measurement year or the year prior as a combined 24-month period. Typical HEDIS measures: Diabetes eye exam: event/diagnosis during the measurement year or the year prior. For example, in HEDIS, members with diabetes (two outpatient visits with diabetes on different dates of service, or one inpatient with diabetes) during the measurement year or the year prior. It doesn't require both in same calendar year; you can have one in prior year and one in measurement year. The spec says "documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025." It doesn't say "both during 2026 or both during 2025". So cross-year distinct dates count. Good.

Another nuance: "Event: diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025." The member has one outpatient claim in 2025 and one in 2026. Both have E11 codes. Good.

Check numerator: It says N1. A retinal or dilated eye examination performed by an eye care professional during 2026. It didn't specify result. The 2026-08-05 exam: "Dilated retinal examination by an optometrist. Mild non-proliferative retinopathy noted." The presence of retinopathy might be considered a positive result, but N1 does not require negative. N2 only requires 2025 exam negative. So N1 met. Good.

Wait, maybe there is a nuance: In HEDIS, for diabetic retinal exam, if the exam finds retinopathy, it's still compliant for the measure (it's not a screening that must be negative). The measure counts the exam. So compliant.

Need ensure not excluded by E3: Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025. The member has E11 codes (type 2). So not only gestational/steroid. Good.

All set.

One more check: The output contract says "Reply with exactly one fenced JSON code block and nothing else. No preamble, no commentary before or after, no second code block." So I must output:

```json
{
  "status": "compliant",
  "reason": "Met denominator (two E11 visits: 2025-05-12, 2026-01-27) and N1 numerator (2026-08-05 dilated retinal exam by optometrist); no exclusions."
}
```

Need verify JSON formatting: keys in double quotes. String with colon and parentheses okay. Make sure no trailing comma. Good.

Let's consider if "reason" could be interpreted as needing to name exclusion evaluation. The instruction: "naming the specific criterion or date that decided it". The compliant status is decided by numerator N1 on 2026-08-05; also denominator was met. But maybe a reviewer would say "Compliant: 2026-08-05 dilated retinal exam by optometrist meets N1 numerator; diabetes, age, enrollment met and no exclusions." This names date/criterion. Let's draft one that is more precise: "Compliant: 2026-08-05 dilated retinal exam by optometrist meets N1 numerator; two E11 visits (2025-05-12, 2026-01-27) met denominator, no exclusions." Count:
1 Compliant:
2 2026-08-05
3 dilated
4 retinal
5 exam
6 by
7 optometrist
8 meets
9 N1
10 numerator;
11 two
12 E11
13 visits
14 (2025-05-12,
15 2026-01-27)
16 met
17 denominator,
18 no
19 exclusions.
19 words. Good. It contains a colon, not a period? It's one sentence if ends with period. Let's make it a sentence: "Compliant: 2026-08-05 dilated retinal exam by optometrist meets N1 numerator; two E11 visits (2025-05-12, 2026-01-27) met denominator, and no exclusions." Add "and" before no exclusions. Word count:
Compliant: (1)
2026-08-05 (2)
dilated (3)
retinal (4)
exam (5)
by (6)
optometrist (7)
meets (8)
N1 (9)
numerator; (10)
two (11)
E11 (12)
visits (13)
(2025-05-12, (14)
2026-01-27) (15)
met (16)
denominator, (17)
and (18)
no (19)
exclusions. (20) Good. Under 30.

Could there be an issue with "optometrist" not being an "eye care professional"? In typical measure specs, eye care professional includes optometrist or ophthalmologist. The spec doesn't define it, but it's understood. If not defined, we assume optometrist is eye care professional. The record explicitly says "by an optometrist" for dilated retinal exam. That's an eye care professional. Good.

Edge: The exam is "Dilated retinal examination". Numerator N1: "retinal or dilated eye examination". Yes.

No need met_7_day etc.

Let's produce final exactly.
json{
  "status": "compliant",
  "reason": "Compliant: 2026-08-05 dilated retinal exam by optometrist meets N1 numerator; two E11 visits (2025-05-12, 2026-01-27) met denominator, and no exclusions."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 5,146 tokens
We need answer JSON with status, reason, and for QM-FUM? Wait the task says "Items drawn from measure QM-FUM require two further keys...". But the measure given is QM-DEE. Measure QM-DEE — DIABETIC EYE EXAMINATION. So the extra keys met_7_day / met_30_day are only for QM-FUM, not needed here. Wait check task: It says "TASK FAMILY — QUALITY MEASURE LOGIC" and "Items drawn from measure QM-FUM require two further keys...". The measure provided is QM-DEE. Since this measure is QM-DEE, we should not include met_7_day/met_30_day? The required JSON keys for the task are status and reason. But then there is a note: "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." Since this is QM-DEE, not QM-FUM, those keys are not required. 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 we should output exactly status and reason. Do not add met_7_day and met_30_day. Yes because not asked for. The note is conditional.

Let's evaluate member record against QM-DEE.

Measurement year 2026.

Denominator eligibility:
- Age: 18 through 75 as of 2026-12-31. DOB 1979-04-16. On 2026-12-31, age = 2026 - 1979 = 47 (since birthday April 16, before Dec 31, so 47). 47 is between 18 and 75 inclusive? Yes. Age eligible.
- Event: diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, OR on one acute inpatient discharge, during 2026 or 2025.
History:
  2025-05-12 Office visit, diagnosis E11.9. That's outpatient claim? "Office visit" likely outpatient. Date 2025-05-12, diagnosis E11.9 (Type 2 diabetes mellitus without complications? actually E11.9 is type 2 diabetes mellitus without complications). This is an outpatient claim with E11.- code.
  2026-01-27 Office visit, diagnosis E11.65 (Type 2 diabetes mellitus with hyperglycemia). Outpatient claim, distinct date (2026-01-27) from 2025-05-12. So at least two outpatient claims on distinct dates of service during 2025 or 2026. Yes: two claims: 2025-05-12 and 2026-01-27. Both have E11.- codes. So event met. (Even if the 2025-05-12 and 2026-01-27 are distinct dates, yes). Wait requirement: "during 2026 or 2025" means the claims must be in 2025 or 2026 measurement? It says during 2026 or 2025. So 2025-05-12 is in 2025, 2026-01-27 is in 2026. Both within 2025 or 2026. Yes. Distinct dates of service: 2025-05-12 and 2026-01-27 are distinct. So event met.
- Continuous enrolment: full measurement year 2026-01-01 through 2026-12-31, continuous. Record says Enrolment: 2026-01-01 through 2026-12-31, continuous. No gap. Meets.

So member is in denominator (eligible population).

Now Exclusions evaluated before numerator:
E1 Bilateral eye enucleation any time on or before 2026-12-31. Record: No enucleation. Not met.
E2 Hospice at any time during measurement year (2026). Record: no hospice. Not met.
E3 Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025. Record has E11.9 and E11.65, which are Type 2 diabetes mellitus (E11.-). Not gestational (O24.- codes usually) or steroid-induced (E09.-?). So E3 not met. Also they have other diabetes diagnosis (E11). Not excluded.

So not excluded. Evaluate numerator.

Numerator: either
N1. A retinal or dilated eye examination performed by an eye care professional during 2026.
N2. A retinal or dilated eye examination performed by an eye care professional during 2025 WITH a result documented as negative for retinopathy. A 2025 exam with positive result or no result documented does not satisfy.

Record: 2026-08-05 Dilated retinal examination by an optometrist. Mild non-proliferative retinopathy noted.
- Optometrist is an eye care professional? Yes, eye care professional includes optometrist or ophthalmologist. (The spec says "eye care professional". Typically optometrist is an eye care professional. We'll assume yes.)
- Date: 2026-08-05, which is during 2026. So this is a dilated retinal examination performed by an eye care professional during 2026. This satisfies N1. The result: mild non-proliferative retinopathy noted. For N1, there is no requirement about result; N1 just requires exam performed by eye care professional during 2026. The result doesn't matter for N1. Wait does N1 require negative for retinopathy? No. N1: "A retinal or dilated eye examination performed by an eye care professional during 2026." It doesn't specify result. N2 is for 2025 exam with result negative for retinopathy. Since the exam is in 2026, N1 is met regardless of result. The exam found retinopathy (positive), but that's fine for N1; the numerator is met because they had the exam in 2026. Actually let's verify: In real HEDIS measure (Dilated Eye Exam), numerator is an eye exam in the measurement year; if in prior year, must be negative for retinopathy. So yes, a 2026 exam with retinopathy still counts because it was performed in 2026. The measure is about having the exam, not about the result. The N2 condition about negative result only applies to 2025 exams. The 2026 exam meets N1. So numerator met.

Thus status: "compliant" (in denominator, not excluded, meets numerator).

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

What decided it? The dilated retinal exam on 2026-08-05 by an optometrist satisfies N1 (2026 exam by eye care professional). Or we could say: "Met numerator via 2026-08-05 dilated retinal exam by optometrist (N1); in denominator with diabetes on two 2025/2026 outpatient visits." Must be one sentence, under 30 words. Let's craft.

Need specify criterion/date. E.g., "Compliant: 2026-08-05 dilated retinal exam by an optometrist meets N1; denominator met by E11.9 (2025-05-12) and E11.65 (2026-01-27) office visits." Count words: Let's count.
"Compliant:" maybe part of reason? The reason field should be a sentence naming criterion/date. The status field is separate. The reason string should be one sentence, under 30 words. It shouldn't start with status? It can just state. Let's draft: "N1 met by the 2026-08-05 dilated retinal exam by an optometrist; denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27." Let's count words:
N1 (1) met (2) by (3) the (4) 2026-08-05 (5) dilated (6) retinal (7) exam (8) by (9) an (10) optometrist; (11) denominator (12) met (13) by (14) E11.9 (15) on (16) 2025-05-12 (17) and (18) E11.65 (19) on (20) 2026-01-27. (21) That's 21 words. Under 30. Good. But maybe omit "N1" if not clear? The criterion is N1. Or "Numerator met by 2026-08-05 dilated retinal exam by optometrist (N1); eligible from E11.9 (2025-05-12) and E11.65 (2026-01-27) visits." Count: Numerator (1) met (2) by (3) 2026-08-05 (4) dilated (5) retinal (6) exam (7) by (8) optometrist (9) (N1); (10) eligible (11) from (12) E11.9 (13) (2025-05-12) (14) and (15) E11.65 (16) (2026-01-27) (17) visits (18). 18 words. Let's make sure it's one sentence. It has a semicolon, still one sentence? Yes, a sentence with a semicolon joining two independent clauses. Or use "and". Let's do: "Numerator met by the 2026-08-05 dilated retinal exam by an optometrist (N1), with denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27." Count words:
Numerator (1) met (2) by (3) the (4) 2026-08-05 (5) dilated (6) retinal (7) exam (8) by (9) an (10) optometrist (11) (N1), (12) with (13) denominator (14) met (15) by (16) E11.9 (17) on (18) 2025-05-12 (19) and (20) E11.65 (21) on (22) 2026-01-27. (23) That's 23 words. Under 30.

Wait, but the reason should name "the specific criterion or date that decided it". The deciding criterion: N1 retinal exam during 2026 by eye care professional, date 2026-08-05. It also needs to confirm not excluded/eligible? The requirement: "one sentence, under 30 words, naming the specific criterion or date that decided it". It says naming the specific criterion or date that decided it (plural? "criterion or date"). It likely expects naming the numerator criterion and date, maybe also denominator event date. Let's ensure we say N1 and 2026-08-05. We can say: "Met N1 via the 2026-08-05 dilated retinal exam by an optometrist; eligible with E11.9 (2025-05-12) and E11.65 (2026-01-27) visits." Count: Met (1) N1 (2) via (3) the (4) 2026-08-05 (5) dilated (6) retinal (7) exam (8) by (9) an (10) optometrist; (11) eligible (12) with (13) E11.9 (14) (2025-05-12) (15) and (16) E11.65 (17) (2026-01-27) (18) visits (19). Actually "E11.9 (2025-05-12)" maybe word count includes code and date? Dates are tokens. It's fine. 19 words. Very concise. Let's check: Is "optometrist" an eye care professional? Yes. Did they perform "dilated retinal examination"? Yes. During 2026? Yes, 2026-08-05.

Now check continuous enrolment: 2026-01-01 through 2026-12-31 continuous. Yes.

Check age: 47, within 18-75.

Check exclusions: none. No enucleation, no hospice, not gestational/steroid only.

Check if N2? Not needed. The 2025 exam? There is no 2025 eye exam in record. There's only 2026-08-05. So N1.

One nuance: The numerator N1 says "A retinal or dilated eye examination performed by an eye care professional during 2026." The record says "Dilated retinal examination by an optometrist." That matches. "Mild non-proliferative retinopathy noted" is a result but N1 doesn't require negative. So compliant.

Status is "compliant".

Now output JSON. Must be exactly one fenced JSON code block and nothing else. No preamble. Ensure keys: "status", "reason". No extra keys.

Wait, let's re-read the task: "Required JSON keys:

  "status"  string — exactly one of:
      "compliant"      in the denominator, not excluded, and meets the numerator
      "non_compliant"  in the denominator, not excluded, does not meet the numerator
      "excluded"       meets a required exclusion, so removed from the denominator
      "not_eligible"   never enters the denominator (age, event, or enrolment)
  "reason"  string — one sentence, under 30 words, naming the specific criterion
            or date that decided it

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."

Since measure is QM-DEE, not QM-FUM, do we still need to include met_7_day and met_30_day? The sentence "Items drawn from measure QM-FUM require two further keys" means if the item is drawn from QM-FUM, then those keys are required. Since this item is drawn from QM-DEE, those keys are NOT required, and we should NOT add them because "Do not add keys that were not asked for." The required keys are given by the task: status and reason. The QM-FUM note is conditional. So output only status and reason.

Let's double-check if there is any trick: The event requires "diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025." The dates: 2025-05-12 and 2026-01-27. Are these "distinct dates of service"? Yes. Are both outpatient claims? The record says "Office visit" for both. Office visit is outpatient. So yes, at least two outpatient claims on distinct dates. "During 2026 or 2025" means the claims are dated in 2025 or 2026. Yes. So denominator event met.

Could there be an issue that E11.9 is "Type 2 diabetes mellitus without complications" and E11.65 is "Type 2 diabetes mellitus with hyperglycemia". Both are E11.-, so diabetes mellitus. Yes.

Age: as of 2026-12-31, born 1979-04-16. 2026 minus 1979 = 47. Since April 16 is before Dec 31, he turned 47 on 2026-04-16. So age 47. 18-75 inclusive. Yes.

Enrolment: continuous full year. Yes.

Exclusions: E1 no enucleation, E2 no hospice, E3 gestational/steroid only? No, has E11, so not excluded.

Numerator N1: 2026-08-05 Dilated retinal examination by an optometrist. Eye care professional: optometrist qualifies. It was in 2026. So N1 met. Compliant.

Wait: Is there any requirement that the exam must be "performed by an eye care professional" and the result must be documented? No, N1 just exam. The result "Mild non-proliferative retinopathy noted" is just clinical info. It doesn't say "no result documented". So N1 met.

One more nuance: The measure says "Measurement year: 2026-01-01 through 2026-12-31." N1: exam during 2026. The exam date 2026-08-05 is in measurement year. Good.

Now, reason wording. Need under 30 words. Let's finalize reason:

"Met N1 via the 2026-08-05 dilated retinal exam by an optometrist; eligible with E11.9 (2025-05-12) and E11.65 (2026-01-27) visits."

Let's count words exactly, treating punctuation as separating tokens. Words:
1 Met
2 N1
3 via
4 the
5 2026-08-05
6 dilated
7 retinal
8 exam
9 by
10 an
11 optometrist;
12 eligible
13 with
14 E11.9
15 (2025-05-12)
16 and
17 E11.65
18 (2026-01-27)
19 visits.

That's 19 words (if dates/codes count as one word each). Under 30. It names N1 and date 2026-08-05 (criterion and date). Also gives denominator dates. Good.

Maybe remove parentheses to avoid confusion: "Met N1 via the 2026-08-05 dilated retinal exam by an optometrist; eligible with E11.9 on 2025-05-12 and E11.65 on 2026-01-27." Count:
1 Met
2 N1
3 via
4 the
5 2026-08-05
6 dilated
7 retinal
8 exam
9 by
10 an
11 optometrist;
12 eligible
13 with
14 E11.9
15 on
16 2025-05-12
17 and
18 E11.65
19 on
20 2026-01-27
21 visits? Wait I didn't include visits. Let's recount full sentence: "Met N1 via the 2026-08-05 dilated retinal exam by an optometrist; eligible with E11.9 on 2025-05-12 and E11.65 on 2026-01-27." Words:
Met(1) N1(2) via(3) the(4) 2026-08-05(5) dilated(6) retinal(7) exam(8) by(9) an(10) optometrist;(11) eligible(12) with(13) E11.9(14) on(15) 2025-05-12(16) and(17) E11.65(18) on(19) 2026-01-27(20). That's 20 words. No "visits" at end. That's fine; "E11.9 on 2025-05-12" implies diagnosis on that date. It's one sentence with semicolon. Maybe better: "Met N1 by the 2026-08-05 dilated retinal exam from an optometrist; denominator met by E11.9 (2025-05-12) and E11.65 (2026-01-27) visits." Let's recalc:
Met(1) N1(2) by(3) the(4) 2026-08-05(5) dilated(6) retinal(7) exam(8) from(9) an(10) optometrist;(11) denominator(12) met(13) by(14) E11.9(15) (2025-05-12)(16) and(17) E11.65(18) (2026-01-27)(19) visits(20). 20 words.

Even simpler: "N1 met by 2026-08-05 dilated retinal exam by optometrist; denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27." Count: N1(1) met(2) by(3) 2026-08-05(4) dilated(5) retinal(6) exam(7) by(8) optometrist;(9) denominator(10) met(11) by(12) E11.9(13) on(14) 2025-05-12(15) and(16) E11.65(17) on(18) 2026-01-27(19). 19 words.

Let's use this: "N1 met by 2026-08-05 dilated retinal exam by optometrist; denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27." It names N1 and the date. It says optometrist (eye care professional). Perfect.

Check if we need to mention age/enrolment? Not needed; the reason just needs to name the specific criterion or date that decided it. The deciding criterion for compliant vs non-compliant is the numerator N1 met. Denominator met is also necessary but the deciding factor for being compliant instead of non_compliant is N1. Actually if denominator not met, status would be not_eligible. So the reason should reflect that they are compliant because N1 met and they were eligible. The sentence does that.

Now output format. Must be exactly one fenced JSON code block:

```json
{
  "status": "compliant",
  "reason": "N1 met by 2026-08-05 dilated retinal exam by optometrist; denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27."
}
```

No trailing commas. Use two spaces? Not important as long as valid JSON. Ensure no text outside. The code block must be exactly fenced with ```json and ```. No other text.

Let's verify no required keys missing. status and reason present. No met_7_day. Good.

One final check: The task says "Reply with exactly one fenced JSON code block and nothing else. No preamble, no commentary before or after, no second code block." So I must output only the block.

Let's ensure the reason is a sentence: "N1 met by 2026-08-05 dilated retinal exam by optometrist; denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27." This is a sentence (has subject/predicate? "N1 met by..." is a clause; "denominator met by..." second clause). Ends with period. Under 30 words. Good.

Wait, is "optometrist" considered an eye care professional without explicit statement? The measure spec says "performed by an eye care professional". In payer ops, optometrists are eye care professionals (along with ophthalmologists). The record says "by an optometrist". It's safe. No need to pend.

Everything settles. No insufficiency. So not pend, not excluded, not not_eligible.

I'm ready to output.
json{
  "status": "compliant",
  "reason": "N1 met by 2026-08-05 dilated retinal exam by optometrist; denominator met by E11.9 on 2025-05-12 and E11.65 on 2026-01-27."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K2.6 · Moonshot40.1s · 1,426 out | 29.6s · 1,555 out | 23.3s · 1,409 out
Attempt 1
Reasoning · 1,385 tokens
We need to evaluate member record against measure QM-DEE.

First, let's parse the measure spec carefully.

Measure QM-DEE — Diabetic Eye Examination
Measurement year: 2026-01-01 through 2026-12-31.

Denominator (eligible population):
- Age: 18 through 75 years as of 2026-12-31.
- Event: diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025.
- Continuous enrollment: the full measurement year with no more than one gap of up to 45 days.

Numerator (either of):
- N1. A retinal or dilated eye examination performed by an eye care professional during 2026.
- N2. A retinal or dilated eye examination performed by an eye care professional during 2025 WITH a result documented as negative for retinopathy. A 2025 examination with a positive result, or with no result documented, does not satisfy the numerator.

Required Exclusions:
- E1. Bilateral eye enucleation any time on or before 2026-12-31.
- E2. Hospice at any time during the measurement year.
- E3. Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025.

Member record:
- MEMBER 40301. DOB 1979-04-16. Age 47 on 2026-12-31. So age criterion met.
- Enrollment: 2026-01-01 through 2026-12-31, continuous. So continuous enrollment criterion met.
- History:
  - 2025-05-12 Office visit, diagnosis E11.9. (Outpatient claim)
  - 2026-01-27 Office visit, diagnosis E11.65. (Outpatient claim)
  - 2026-08-05 Dilated retinal examination by an optometrist. Mild non-proliferative retinopathy noted.
- No enucleation, no hospice.

Check event (diabetes):
- Need diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025.
- We have:
  - 2025-05-12: E11.9 (outpatient)
  - 2026-01-27: E11.65 (outpatient)
  Two outpatient claims on distinct dates of service in 2025/2026. So event criterion met.
- So denominator is satisfied. Member is in denominator.

Check exclusions:
- E1: No enucleation. Not excluded.
- E2: No hospice. Not excluded.
- E3: Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025.
  - Diagnoses are E11.9 and E11.65. These are Type 2 diabetes. Not gestational or steroid-induced. So E3 does not apply.
- So no exclusions. Member is not excluded.

Check numerator:
- N1: A retinal or dilated eye examination performed by an eye care professional during 2026.
  - 2026-08-05: Dilated retinal examination by an optometrist. This is during 2026. It is a dilated retinal examination by an eye care professional (optometrist). So N1 is met.
- Wait, but the exam noted "Mild non-proliferative retinopathy noted." Does that matter for N1? N1 does not require any result; it just requires the exam performed. So N1 is satisfied.
- Since N1 is met, numerator is met.

Thus status should be "compliant".

Reason: one sentence, under 30 words, naming the specific criterion or date that decided it.
We need to be concise. The decision is based on the dilated retinal exam on 2026-08-05.
Possible reason: "Dilated retinal examination by an optometrist performed on 2026-08-05."
Let's count words: Dilated (1) retinal (2) examination (3) by (4) an (5) optometrist (6) performed (7) on (8) 2026-08-05 (9). That's 9 words. Under 30. Good.

Check if any nuance about "eye care professional" includes optometrist. Usually yes, optometrist is an eye care professional. The prompt says "by an optometrist". So that's fine.

The task does not ask for met_7_day or met_30_day because this is QM-DEE, not QM-FUM. 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-DEE, we do not include those keys. The required keys are status and reason only.

Wait, let me re-read: "Required JSON keys: 'status' string... 'reason' string... Items drawn from measure QM-FUM require two further keys...". So for QM-DEE, only status and reason.

Thus JSON:
{
  "status": "compliant",
  "reason": "Dilated retinal examination by an optometrist performed on 2026-08-05."
}

Double-check:
- Age 47 on 12/31/2026: yes, between 18 and 75.
- Enrollment continuous full year: yes.
- Two outpatient diabetes claims in 2025/2026: yes, 2025-05-12 and 2026-01-27.
- No exclusions.
- Numerator: N1 met by 2026-08-05 exam.

Everything looks correct.

One potential subtlety: The prompt says "A retinal or dilated eye examination performed by an eye care professional during 2026." The record says "Dilated retinal examination by an optometrist." That matches. The result is positive for retinopathy, but N1 doesn't care about result. N2 would care if it were 2025, but it's 2026.

Thus final answer is as above.

Ensure JSON format: exactly one fenced JSON code block, no extra text.

```json
{
  "status": "compliant",
  "reason": "Dilated retinal examination by an optometrist performed on 2026-08-05."
}
```
json{
  "status": "compliant",
  "reason": "Dilated retinal examination by an optometrist performed on 2026-08-05."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,546 tokens
 We need to evaluate member record against measure QM-DEE (Diabetic Eye Examination) for measurement year 2026-01-01 through 2026-12-31.

Let's parse the member record:

- Member 40301. DOB: 1979-04-16. Age on 2026-12-31: 47 years old. That falls within 18 through 75 years. So age criterion met.
- Enrollment: 2026-01-01 through 2026-12-31, continuous. That meets continuous enrollment for full measurement year with no gaps.
- Event (diabetes mellitus): Need diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025.
  - 2025-05-12 Office visit, diagnosis E11.9. (Outpatient claim)
  - 2026-01-27 Office visit, diagnosis E11.65. (Outpatient claim)
  Two outpatient claims on distinct dates of service in 2025 and 2026. So event criterion met.

Now exclusions:
- E1: Bilateral eye enucleation any time on or before 2026-12-31. Record says no enucleation.
- E2: Hospice at any time during measurement year. Record says no hospice.
- E3: Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025. The record has E11.9 and E11.65, which are type 2 diabetes, not gestational or steroid-induced. So no exclusion.

Now numerator:
N1. A retinal or dilated eye examination performed by an eye care professional during 2026.
- 2026-08-05 Dilated retinal examination by an optometrist. This is during 2026 and is a dilated retinal examination by an eye care professional (optometrist is an eye care professional). So N1 is met.

Wait, what about the result? N1 doesn't require a result. N1 just requires the exam performed during 2026. So the fact that mild non-proliferative retinopathy noted doesn't matter for N1. The exam counts.

Thus the member is in denominator, not excluded, and meets numerator. So status is "compliant". 

We need to provide status, reason. Also for QM-FUM we would need met_7_day and met_30_day, but this is QM-DEE, not QM-FUM. 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-DEE, those keys are not required. The required keys are status and reason (and possibly the FUM ones if the measure is QM-FUM). The task says "Required JSON keys: 'status' string ... 'reason' string ... Items drawn from measure QM-FUM require two further keys...". Since this is QM-DEE, we only need status and reason.

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

It should name the specific criterion or date that decided it. Since the member is compliant because of a dilated retinal exam in 2026. So something like: "Dilated retinal examination by an optometrist on 2026-08-05 satisfies N1." Let's count words. "Dilated retinal examination by an optometrist on 2026-08-05 satisfies N1." That's 11 words. Good.

Alternatively, "Member received a dilated retinal examination on 2026-08-05." That's 9 words. Good.

But must be under 30 words. I'll use a concise one.

Let's double-check all details.

Age: 1979-04-16 to 2026-12-31. Let's calculate: 2026 - 1979 = 47. Month/day Dec 31 vs Apr 16: yes 47 years old. Within 18-75 inclusive? The spec says "18 through 75 years". Usually "through" includes both endpoints. 47 is within.

Enrollment: 2026-01-01 through 2026-12-31 continuous. Good.

Event: at least two outpatient claims on distinct dates of service during 2026 or 2025. We have 2025-05-12 and 2026-01-27. Distinct dates. Both are office visits (outpatient). Good.

Exclusion E3: Gestational diabetes or steroid-induced diabetes only. Diagnoses are E11.9 and E11.65, which are Type 2 diabetes mellitus. So not excluded.

N1: exam performed by eye care professional during 2026. The record says "Dilated retinal examination by an optometrist." Optometrist is an eye care professional. Date 2026-08-05. So numerator met.

Therefore status: "compliant".
Reason: "Dilated retinal examination by an optometrist on 2026-08-05 meets numerator N1."

Wait, need to ensure no extra keys. So only status and reason.

Double-check: The problem statement says "Required JSON keys: 'status' string ... 'reason' string ...". So just those two.

Let's verify the word count: "Dilated retinal examination by an optometrist on 2026-08-05 meets numerator N1." That's 11 words. Fine.

Could also mention that denominator criteria were met, but the reason should name the specific criterion or date that decided it. For a compliant member, it's the numerator event that decides. So naming the exam is correct.

Thus final JSON:

```json
{
  "status": "compliant",
  "reason": "Dilated retinal examination by an optometrist on 2026-08-05 meets numerator N1."
}
```

Wait, does the reason need to mention the decision? "meets numerator N1" is fine. Or "satisfies N1". I'll phrase exactly.

Check if there is any nuance: The exam noted "Mild non-proliferative retinopathy noted." That doesn't affect N1. N2 would be about a 2025 exam with negative result. Not relevant.

One thing: Is an optometrist considered an "eye care professional"? The measure says "performed by an eye care professional". In typical HEDIS/quality measures, eye care professional includes optometrists and ophthalmologists. The prompt does not define it further. The record explicitly says "by an optometrist". Since no definition is given that excludes optometrists, we accept it. Even if there were ambiguity, the record presents it as satisfying the description. In the harness, we must take the material as given. So yes.

Also, check if the exam is "retinal or dilated eye examination". It says "Dilated retinal examination". That qualifies.

No enucleation/no hospice is given. So exclusions are none.

Everything looks good.

Make sure to output exactly one fenced JSON code block and nothing else.
json{
  "status": "compliant",
  "reason": "Dilated retinal examination by an optometrist on 2026-08-05 meets numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,363 tokens
 We need to produce a JSON with keys: "status", "reason", plus for QM-FUM (not applicable here) no extra keys? Wait the prompt 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 measure is QM-DEE. So I think those extra keys are only required if the measure is QM-FUM. The prompt says "Required JSON keys: status, reason. Items drawn from measure QM-FUM require two further keys". So for QM-DEE, we do NOT include met_7_day or met_30_day. We only include status and reason. Let's read carefully.

Actually the prompt says:

"Required JSON keys:

  "status"  string — exactly one of:
      "compliant"      in the denominator, not excluded, and meets the numerator
      "non_compliant"  in the denominator, not excluded, does not meet the numerator
      "excluded"       meets a required exclusion, so removed from the denominator
      "not_eligible"   never enters the denominator (age, event, or enrolment)
  "reason"  string — one sentence, under 30 words, naming the specific criterion
            or date that decided it

Exclusions are evaluated before the numerator. A member who meets both an
exclusion and the numerator is "excluded", not "compliant". A member who never
enters the denominator is "not_eligible" even if a compliance event is present in
the record.

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

So only if measure is QM-FUM. Here measure is QM-DEE. So just status and reason.

Now evaluate.

Member: DOB 1979-04-16. Age 47 as of 2026-12-31. That is within 18-75. So age eligible.

Event: diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025.

History:
2025-05-12 Office visit, diagnosis E11.9. (Outpatient claim, one).
2026-01-27 Office visit, diagnosis E11.65. (Outpatient claim, second distinct date).
No acute inpatient discharge mentioned. So two outpatient claims with E11.- codes on distinct dates (2025-05-12 and 2026-01-27). That satisfies the event criterion. Note the timeframe is 2026 or 2025. Both are within that. So event satisfied.

Continuous enrollment: 2026-01-01 through 2026-12-31, continuous. Full measurement year with no gaps >45 days. The prompt says "continuous." So meets enrollment.

Thus denominator: yes.

Exclusions:
E1. Bilateral eye enucleation any time on or before 2026-12-31. Record says "No enucleation". So no.
E2. Hospice at any time during measurement year. Record says "no hospice". So no.
E3. Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025. The record has E11.9 and E11.65, which are type 2 diabetes mellitus. So not gestational or steroid-induced only. Thus not excluded.

So not excluded.

Numerator:
N1. A retinal or dilated eye examination performed by an eye care professional during 2026.
History: 2026-08-05 Dilated retinal examination by an optometrist. Mild non-proliferative retinopathy noted.
This is a retinal or dilated eye examination performed by an eye care professional (optometrist qualifies) during 2026. So N1 is satisfied.

N2 is irrelevant.

Thus status = "compliant". Reason: one sentence under 30 words naming specific criterion or date that decided it. Since it's numerator N1 and the date of exam. Something like: "Dilated retinal examination performed by an optometrist on 2026-08-05 satisfies N1." Count words: Let's see: "Dilated retinal examination by optometrist on 2026-08-05 meets numerator N1." That's 10 words. Good.

Alternatively: "Retinal exam on 2026-08-05 meets numerator N1." Even shorter.

Need to ensure it's a complete sentence. "Retinal exam on 2026-08-05 meets numerator N1." is 9 words. Good.

Wait: "Dilated retinal examination by an optometrist on 2026-08-05 satisfies N1." That's 10 words. Good.

Make sure it's under 30 words. Yes.

Double-check: Are there any tricky parts? The exam result is mild non-proliferative retinopathy noted. For N1, result doesn't matter. It just needs the exam. So yes.

Measure spec says N1: A retinal or dilated eye examination performed by an eye care professional during 2026. The record says "Dilated retinal examination by an optometrist." Optometrist is an eye care professional. So fine.

No issues.

Now produce JSON.

Keys required: status, reason. No extra keys.

JSON:
{
  "status": "compliant",
  "reason": "Dilated retinal examination by optometrist on 2026-08-05 satisfies N1."
}

Check punctuation: none required. Just a string.

Make sure no trailing commentary. Exactly one fenced JSON code block.

Double-check age: born 1979-04-16. As of 2026-12-31, age = 2026-1979 = 47, and month/day Dec 31 is after Apr 16, so 47. Yes.

Enrollment continuous full year. Yes.

Two outpatient claims distinct dates. Yes.

No exclusions.

Therefore answer is compliant.

Wait: The prompt says "Answer only from the material in the prompt." and "Where the supplied material does not settle the question, say so through the answer format rather than assuming a resolution."

Everything seems settled.

Thus final.
json{
  "status": "compliant",
  "reason": "Dilated retinal examination by optometrist on 2026-08-05 satisfies N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Luna · OpenAI2.8s · 96 out | 1.7s · 87 out | 2.3s · 89 out
Attempt 1
Reasoning · 42 tokens
**Determining eligibility criteria**

I need to ensure that I provide the exact JSON keys regarding the status reason. Specifically, I have two distinct dates related to diabetes, showing continuous compliance. The 2026 eye exam satisfies the requirement, regardless of if the results are positive. I need to keep the reason under 30 words and ensure it aligns with the specific criteria and date. Let's make this as clear and concise as possible!
json{
  "status": "compliant",
  "reason": "Eligible at age 47 with diabetes on distinct dates and continuous enrollment; 2026-08-05 dilated retinal examination satisfies N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status":"compliant","reason":"Meets the denominator criteria and had a dilated retinal examination by an optometrist on 2026-08-05."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 46 tokens
**Formatting output for QM-DEE**

I need to ensure I'm capturing the required keys for the QM-DEE output. It’s crucial to include the status reason, eligibility, and ensure there are no exclusions. For the numerator, it looks like I should use the 2026 exam, specifying compliance. I also want to keep the reason concise, under 30 words, detailing the specific criterion or date. Finally, I’ll make sure everything is wrapped in JSON format correctly.
json{"status":"compliant","reason":"Met numerator N1 with a dilated retinal examination by an optometrist on 2026-08-05."}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Haiku 4.5 · Anthropic18.3s · 1,234 out | 16.4s · 1,420 out | 12.8s · 1,099 out
Attempt 1
Reasoning · 1,182 tokens
Let me work through this step by step using the QM-DEE measure specification.

**MEMBER INFORMATION:**
- Date of birth: 1979-04-16
- Age on 2026-12-31: 47 years old
- Enrolment: 2026-01-01 through 2026-12-31, continuous (no gaps)
- No enucleation, no hospice

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

Age requirement: 18 through 75 years as of 2026-12-31
- Member is 47 years old on 2026-12-31 ✓ MEETS

Event requirement: diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025.
- 2025-05-12: Office visit, diagnosis E11.9 ✓
- 2026-01-27: Office visit, diagnosis E11.65 ✓
Two outpatient claims on distinct dates with diabetes codes ✓ MEETS

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

Member IS ELIGIBLE (enters denominator).

**STEP 2: CHECK EXCLUSIONS**

E1. Bilateral eye enucleation any time on or before 2026-12-31
- No enucleation documented ✗ NOT EXCLUDED

E2. Hospice at any time during the measurement year
- No hospice documented ✗ NOT EXCLUDED

E3. Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025
- Member has E11.9 and E11.65 (both Type 2 diabetes - E11 codes are for Type 2 diabetes)
- Not gestational or steroid-induced only ✗ NOT EXCLUDED

Member is NOT EXCLUDED.

**STEP 3: CHECK NUMERATOR**

N1. A retinal or dilated eye examination performed by an eye care professional during 2026
- 2026-08-05: Dilated retinal examination by an optometrist ✓
This satisfies N1 — performed in 2026 by a qualifying eye care professional.

N2. A retinal or dilated eye examination performed by an eye care professional during 2025 WITH a result documented as negative for retinopathy
- No 2025 exam on record ✗ Does not apply

N1 alone is sufficient — the numerator is satisfied.

**CONCLUSION:**
- Status: compliant (denominator, no exclusion, numerator met)
- Reason: dilated eye exam performed in 2026 by an optometrist.

Verifying the criteria chain:
1. Age 47 as of 2026-12-31 - falls in 18-75 range ✓
2. Two diabetes diagnoses (E11.9 on 2025-05-12, E11.65 on 2026-01-27) on separate dates ✓
3. Continuous enrollment 2026-01-01 to 2026-12-31 ✓
4. Not excluded

5. N1 satisfied via the 2026-08-05 exam ✓

Final reason (concise, ~10 words): "Dilated retinal examination performed during 2026 by eye care professional."

json{
  "status": "compliant",
  "reason": "Dilated retinal examination performed by optometrist during 2026 satisfies numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,372 tokens
Let me work through this systematically for QM-DEE (Diabetic Eye Examination).

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

Age requirement:
- DOB: 1979-04-16
- Age on 2026-12-31: 47 years old
- Range: 18-75 years
- ✓ MEETS: Member is 47, within range

Event requirement (diabetes mellitus):
- Need at least TWO outpatient claims on distinct dates of service during 2026 or 2025, OR one acute inpatient discharge
- 2025-05-12: Office visit, diagnosis E11.9 (Type 2 diabetes without complications)
- 2026-01-27: Office visit, diagnosis E11.65 (Type 2 diabetes with hyperglycemia)
- These are TWO outpatient claims on distinct dates (2025-05-12 and 2026-01-27) with diabetes codes
- ✓ MEETS: Has two outpatient claims with diabetes on distinct dates

Continuous enrolment:
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- Allowed: up to one gap of up to 45 days
- No gaps mentioned
- ✓ MEETS: Continuous enrollment for full measurement year

**Step 1 Result: Member IS in the denominator**

**Step 2: Check for required exclusions**

E1. Bilateral eye enucleation any time on or before 2026-12-31:
- Record states: "No enucleation"
- ✗ Does NOT meet exclusion

E2. Hospice at any time during the measurement year:
- Record states: "no hospice"
- ✗ Does NOT meet exclusion

E3. Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis:
- E11.9 and E11.65 are both Type 2 diabetes, not gestational or steroid-induced
- ✗ Does NOT meet exclusion

**Step 2 Result: Member is NOT excluded**

**Step 3: Check numerator**

N1. Retinal or dilated eye exam by an eye care professional during 2026:
- 2026-08-05: Dilated retinal examination by an optometrist — falls within 2026, optometrist qualifies as eye care professional
- ✓ MEETS N

N2 doesn't need checking since N1 is satisfied, but for completeness — no 2025 exam is recorded, so ✗ N2 not met.

**Final Result: COMPLIANT**

The member is in the denominator (age 47, two distinct diabetes diagnosis dates, continuous enrollment), not excluded (no enucleation, no hospice, Type 2 diabetes confirmed), and meets the numerator via the 2026 dilated retinal exam by an optometrist.

Let me verify this against the numerator criteria once more.

The optometrist qualifies as an eye care professional, and the exam date falls within 2026, satisfying N1 directly. Checking the record: "Dilated retinal examination by an optometrist" on 2026-08-05, noting mild non-proliferative retinopathy — this confirms an actual exam occurred during the measurement year, which is all N1 requires regardless of findings.

N1 doesn't condition on the result, unlike N2 which needs a negative finding from 2025. Since this exam happened in 2026, the result doesn't matter for compliance purposes.

The reason statement should be brief: "Dilated retinal examination by optometrist during 2026 satisfies numerator N1."

json{
  "status": "compliant",
  "reason": "Dilated eye examination performed by optometrist during 2026 meets numerator."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,043 tokens
Let me work through this quality measure (QM-DEE) step by step.

**Member Details:**
- DOB: 1979-04-16
- Age on 2026-12-31: 47 years old
- Enrolment: 2026-01-01 through 2026-12-31, continuous (no gaps over 45 days)

**Measurement Year:** 2026-01-01 through 2026-12-31

**Step 1: Check Not_Eligible Criteria**

Age requirement: 18 through 75 years as of 2026-12-31.
- Member is 47 on 2026-12-31 ✓ (meets age requirement)

**Step 2: Check Eligibility Criteria (Denominator)**

Age: 18-75 as of 2026-12-31 ✓

Event - Diabetes mellitus requirement: At least two outpatient claims on distinct dates OR one acute inpatient discharge during 2026 or 2025.
- 2025-05-12: Office visit, diagnosis E11.9 (Type 2 diabetes mellitus without complications) ✓
- 2026-01-27: Office visit, diagnosis E11.65 (Type 2 diabetes with hypoglycemia) ✓
Two distinct dates, both with E11.- codes ✓

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

The member IS eligible for the denominator.

**Step 3: Check Required Exclusions**

E1. Bilateral eye enucleation any time on or before 2026-12-31.
- No enucleation documented, not excluded

E2. Hospice at any time during 2026.
- No hospice documented, not excluded

E3. Gestational or steroid-induced diabetes only, no other diagnosis, during 2026-2025.
- Both codes present (E11.9, E11.65) reflect standard Type 2 diabetes, not gestational/steroid-induced
- Not excluded

None of the required exclusions apply.

**Step 4: Numerator**

N1: Retinal or dilated eye exam by eye care professional in 2026.
- 2026-08-05 dilated retinal exam by optometrist ✓ satisfies N1

N2 (checking anyway): Exam in 2025 with negative retinopathy result.
- No 2025 exam on file, not met

N1 alone is sufficient.

**Conclusion:**
- In denominator, no exclusions, numerator met via N1
- Status: **COMPLIANT**

Reason: dilated retinal exam by optometrist on 2026-08-05 satisfies numerator N1 — concise, names the date and criterion, under 30 words.

json{
  "status": "compliant",
  "reason": "Dilated retinal examination performed by optometrist on 2026-08-05 satisfies numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
67Qwen3.8 Flash · Alibaba8.7s · 359 out | 22.4s · 930 out | 18.1s · 608 out
Attempt 1
Reasoning · 298 tokens
We need answer user's request? Need inspect. User provided only system-like messages? There is no explicit user question after member record? We need respond to user. We must use immediate response. The user likely expects some analysis? They provided a task about measure logic? Need infer. We need answer in same language as user's request. User's request is English. Need call? Already did.

Need determine what to output. There is no explicit instruction beyond providing member record. Could be asking us to evaluate? The initial prompt: "You are a careful..." not explicit question. Usually such tasks maybe from some evaluation where they expect answer? User just gave data, perhaps wants something. Need ask clarifying? But maybe they expect us to process? Since no explicit request, we should respond acknowledging and ask what they'd like us to do with the member record. But system says careful problem solver, likely must answer if possible. However no task. Could infer from prior? There is no prior. Maybe hidden evaluation expects us to provide some structured result? We need be safe.

Let's think if this is from some coding/ML prompt with incomplete task? Could be they want us to compute age or something? They gave member record. No instruction. The only plausible is maybe they are setting up for a question but forgot. We should say: "I can help, please specify what you'd like me to do". Need final only. No analysis. Ensure English.
I can help with this member record, but I don’t see a specific question or requested output. Please tell me what you’d like me to do—for example, calculate age at a date, review the diagnosis timeline, summarize the history, or generate clinical/administrative documentation from it.
Grader detail
json{
  "reason": "response did not contain parseable JSON"
}
Attempt 2
Reasoning · 872 tokens
We need answer in JSON only per output contract. Need analyze member record against QM-DEE. Need determine status and reason. Keys: status, reason. No met_7_day or met_30_day because not QM-FUM. Need ensure reason under 30 words one sentence. Need compute eligibility.

Measure QM-DEE measurement year 2026-01-01 through 2026-12-31.
Eligible population:
Age 18 through 75 as of 2026-12-31. Member DOB 1979-04-16, age 47 on 2026-12-31. eligible age.
Event: diabetes mellitus any E10.- or E11.- documented on at least two outpatient claims on distinct dates of service, or one acute inpatient discharge during 2026 or 2025.
History: 2025-05-12 office visit E11.9; 2026-01-27 office visit E11.65. These are two outpatient claims distinct dates within 2026 or 2025. Both E11. Event met.
Continuous enrolment: full measurement year no more than one gap 45 days. Enrolment continuous Jan-Dec 2026. Met.
Exclusions: E1 no enucleation. E2 no hospice. E3 gestational/steroid only no other diabetes; no, E11.9 and E11.65 type 2? Not gestational/steroid. No exclusion.
Numerator:
N1 retinal/dilated eye exam performed by eye care professional during 2026. Member 2026-08-05 dilated retinal exam by optometrist. Optometrist likely eye care professional. It notes mild non-proliferative retinopathy positive result. But N1 does not require result, only exam during 2026. So numerator met. Even though result positive. For 2025 N2 requires negative result; irrelevant because N1 met.
Status compliant.
Reason: one sentence under 30 words naming specific criterion/date. Need concise.
Potential reason: "Age, diabetes events on 2025-05-12 and 2026-01-27, continuous enrolment, and numerator met by dilated eye exam on 2026-08-05." Count words? Age1, diabetes2, events3, on4, 2025-05-125, and6, 2026-01-277, continuous8, enrolment9, and10, numerator11, met12, by13, dilated14, eye15, exam16, on17, 2026-08-0518. OK. Could be under 30.
But need status exactly. JSON only fenced code. Ensure no additional text.

Double-check: The record says 2025-05-12 office visit diagnosis E11.9. 2026-01-27 office visit E11.65. E11.9 and E11.65 are E11.- codes. Event requires at least two outpatient claims on distinct dates of service during 2026 or 2025. yes.
Eye exam by optometrist: eye care professional? HEDIS often eye care professional includes optometrist or ophthalmologist. Yes.
Numerator N1 says performed during 2026 by eye care professional. Result positive does not matter. So compliant.
Need output JSON object with keys status, reason. Could use "compliant". reason under 30 words. Ensure valid JSON no comments. Final only fenced JSON.
json{
  "status": "compliant",
  "reason": "Age and diabetes event criteria met; no exclusions apply; numerator met by dilated eye exam on 2026-08-05."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 536 tokens
We need answer JSON only. Need analyze member record against QM-DEE.

Member 40301 DOB 1979-04-16 age 47 on 2026-12-31, denominator age eligible 18-75.
Enrolment continuous 2026-01-01 to 2026-12-31 no gaps.
Event: diabetes mellitus any E10/E11 documented on at least two outpatient claims on distinct dates in 2026 or 2025, or one acute inpatient discharge during 2026 or 2025.
History: 2025-05-12 office visit diagnosis E11.9. 2026-01-27 office visit diagnosis E11.65. Both outpatient claims distinct dates in 2025/2026. So diabetes event satisfied. No gestational/steroid only. No exclusions (no enucleation, hospice).
Numerator: either N1 retinal/dilated eye exam by eye care professional during 2026; or N2 2025 exam with negative result.
There is 2026-08-05 dilated retinal examination by optometrist. Mild non-proliferative retinopathy noted. Does result matter for N1? N1 only exam during 2026 by eye care professional; result can be positive/negative irrelevant. Optometrist is eye care professional. So meets numerator. Status compliant.
Reason one sentence under 30 words naming specific criterion/date. Could say: "Age and continuous enrolment met, E11.9/E11.65 diabetes event met, and 2026-08-05 dilated retinal exam by optometrist satisfied N1." Count: Age1 and2 continuous3 enrolment4 met5 E11.9/E11.65 6 diabetes7 event8 met9 and10 2026-08-05 11 dilated12 retinal13 exam14 by15 optometrist16 satisfied17 N1 18. Under 30. Need maybe include no exclusions? Not necessary but can. Ensure JSON only fenced. Keys status, reason. No met_7_day. final exactly one fenced json block.
json{
  "status": "compliant",
  "reason": "Age, continuous enrolment, and E11.9/E11.65 diabetes event met; 2026-08-05 dilated retinal exam by optometrist satisfied N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
67DeepSeek V4 Pro · DeepSeek10.3s · 707 out | 18.7s · 57 out | 10.9s · 711 out
Attempt 1
Reasoning · 665 tokens
We are given Member 40301. We need to evaluate against measure QM-DEE (Diabetic Eye Examination) for measurement year 2026. Let's go through the steps:

1. **Eligible population (denominator):**
   - Age: 18-75 as of 2026-12-31. DOB 1979-04-16, age 47 -> eligible.
   - Event: diabetes mellitus (E10.- or E11.-) documented on at least two outpatient claims on distinct dates OR one acute inpatient discharge during 2026 or 2025. The member has two outpatient claims: 2025-05-12 with E11.9, and 2026-01-27 with E11.65. Both are E11 codes. They are on distinct dates (one in 2025, one in 2026), so the event criterion is satisfied.
   - Continuous enrolment: full measurement year with no more than one gap up to 45 days. The record shows enrolment 2026-01-01 through 2026-12-31, continuous, so no gap. Satisfied.
   So the member enters the denominator (eligible).

2. **Exclusions (required):**
   - E1: Bilateral eye enucleation any time on or before 2026-12-31. No enucleation, so not excluded.
   - E2: Hospice at any time during measurement year. No hospice, not excluded.
   - E3: Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025. The member has E11.9 and E11.65, which are Type 2 diabetes codes, not gestational or steroid-induced. So not excluded.
   The member is not excluded.

3. **Numerator:**
   - N1: Retinal or dilated eye exam by eye care professional during 2026. The member had a dilated retinal exam by an optometrist on 2026-08-05. So N1 is met.
   - N2: Exam in 2025 with negative result. Not needed since N1 is met.
   So the member meets numerator N1. Therefore, compliant.

Thus, status: "compliant". Reason: one sentence naming the criterion. The deciding factor is the dilated retinal exam on 2026-08-05, which satisfies N1. So reason: "Retinal or dilated eye exam performed on 2026-08-05 meets numerator N1." Under 30 words.

For QM-FUM keys, they are not requested? The prompt says "Items drawn from measure QM-FUM require two further keys". This is QM-DEE, not QM-FUM, so we don't need those keys. The output should have only the required keys: status and reason.

Check: The task says "MEASURE QM-DEE" and "Required JSON keys: status, reason". It then says "Items drawn from measure QM-FUM require two further keys", but we are not dealing with QM-FUM, so we ignore that.

Thus, JSON with status "compliant" and reason text.
json{
  "status": "compliant",
  "reason": "Retinal or dilated eye exam performed on 2026-08-05 meets numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "non_compliant",
  "reason": "2026-08-05 retinal exam is compliant, but result is positive for retinopathy, and prior 2025 event does not meet N2 without a negative result."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "non_compliant",
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
Attempt 3
Reasoning · 668 tokens
We are given measure QM-DEE, measurement year 2026. Member 40301: DOB 1979-04-16, age as of 2026-12-31 is 47 (1979-04-16 to 2026-12-31: 2026-1979=47, and birthday is before 12-31, so 47). So age 18-75, eligible.

Event: diabetes mellitus documented on at least two outpatient claims on distinct dates of service during 2026 or 2025, or on one acute inpatient discharge. Here, they have: 2025-05-12 office visit E11.9 (Type 2 diabetes mellitus without complications), and 2026-01-27 office visit E11.65 (Type 2 diabetes mellitus with hyperglycemia). So two outpatient claims on distinct dates (2025-05-12 and 2026-01-27) with diabetes codes. That satisfies the event criterion. Continuous enrolment: 2026-01-01 to 2026-12-31 with no gap >45 days, so met.

Exclusions: no bilateral eye enucleation, no hospice, no gestational or steroid-induced diabetes only (they have E11.9 and E11.65, which are not gestational/steroid-induced). So no exclusions apply.

Numerator: Retinal or dilated eye exam during 2026, or during 2025 with negative result. They had a dilated retinal examination by optometrist on 2026-08-05, but with mild non-proliferative retinopathy noted. That is positive for retinopathy. The numerator requires either a 2026 exam (does not specify result, so any exam by eye care professional in 2026 is sufficient?) Let's check: N1: "A retinal or dilated eye examination performed by an eye care professional during 2026." It does not say negative result. So having the exam in 2026 is enough, regardless of result? Wait, measure wording: "NUMERATOR — either of: N1. A retinal or dilated eye examination performed by an eye care professional during 2026. N2. A retinal or dilated eye examination performed by an eye care professional during 2025 WITH a result documented as negative for retinopathy." So N1 is simply an exam in 2026. The result is not mentioned. So the 2026-08-05 exam satisfies N1, regardless of the retinopathy finding. Therefore, the member is compliant. But wait, the retinopathy noted is "mild non-proliferative retinopathy" which is a positive finding, but N1 doesn't require negative result. So they are compliant.

However, check if an optometrist is considered an "eye care professional"? Usually yes, optometrists perform dilated eye exams. The measure specification likely defines eye care professional as ophthalmologist or optometrist. So that's fine.

Thus status: "compliant", reason: "Dilated retinal exam by optometrist on 2026-08-05 meets numerator N1."

No additional keys needed for QM-DEE, only "status" and "reason". So output JSON.
json{
  "status": "compliant",
  "reason": "Dilated retinal exam by optometrist on 2026-08-05 satisfies numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
67DeepSeek V4 Flash · DeepSeek7.1s · 474 out | 84.0s · 3,800 out | 11.1s · 536 out
Attempt 1
Reasoning · 383 tokens
We need to evaluate QM-DEE. Member 40301, DOB 1979-04-16, age 47 on 2026-12-31 (since 2026-12-31 minus 1979-04-16 is 47 years). Enrolment continuous full year. Diabetes: E11.9 in 2025, E11.65 in 2026. Two outpatient visits on distinct dates (2025-05-12 and 2026-01-27) - that's two distinct dates, but note requirement: "during 2026 or 2025" - at least two outpatient claims on distinct dates of service during 2026 or 2025. Yes both are within 2025-2026. So denominator met. No exclusions: no enucleation, no hospice. Gestational or steroid-induced? No, E11 is type 2. So not excluded. Numerator: N1: retinal or dilated eye exam during 2026 by eye care professional. On 2026-08-05 dilated retinal exam by optometrist. Result: mild non-proliferative retinopathy noted. That is a positive result, meaning retinopathy present, not negative. But N1 doesn't require negative result, just performance of exam during 2026. So N1 satisfied regardless of result. N2 is for 2025 exam with negative result. Not applicable. Thus compliant. Also need met_7_day and met_30_day? Those are for QM-FUM, but the task says items drawn from QM-FUM require those keys. QM-DEE does not require them. The instructions: "Items drawn from measure QM-FUM require two further keys". So for QM-DEE, we don't include those keys. We only include status and reason. The task says required keys: status, reason. For QM-FUM extra. So output JSON with status and reason. Reason under 30 words. Mention the 2026-08-05 dilated exam by optometrist satisfies numerator.
json{
  "status": "compliant",
  "reason": "Dilated retinal exam by optometrist on 2026-08-05 during measurement year satisfies numerator N1."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 3,817 tokens
We need to evaluate QM-FUM? The task says "MEASURE QM-DEE — DIABETIC EYE EXAMINATION" but the prompt says "MEASURE QM-FUM" in one part? Actually the instructions mention "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." But the actual measure is QM-DEE. Wait, the GROUND RULES and output contract: The task says "OUTPUT CONTRACT: Reply with exactly one fenced JSON code block" and keys required given by task. But the problem statement does not explicitly list the required keys? It says "MEASURE QM-DEE — DIABETIC EYE EXAMINATION". So likely we need to output something like numerator, denominator, exclusion, etc. But the instructions mention "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That might be a generalized instruction for any measure? Actually it says "MEASURE QM-FUM" in that line? Let me re-read: The user message includes:

```
MEASURE QM-DEE — DIABETIC EYE EXAMINATION
...
REQUIRED EXCLUSIONS
...
```

And then the GROUND RULES include: "For a member who is 'exexcluded' or 'not_eligible' under QM-FUM, report both as false." Wait, it's a general rule that if a member is excluded or not eligible under any measure? Actually it says "under QM-FUM" specifically. But we have QM-DEE. Possibly the output keys are defined elsewhere? The user's prompt does not specify the JSON structure. However, we have to infer from typical tasks. Maybe this is a task where we need to output fields like: numerator, denominator, exclusion, etc. The instruction: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That suggests that for the measure being evaluated, we have to report both 'excluded' and 'not_eligible' as booleans? Actually it says "report both as false" meaning if excluded or not eligible, then both should be false? Or perhaps "excluded" means the member meets an exclusion, and "not_eligible" means not in denominator. Both should be false if not applicable? I need to decipher.

The ground rules also say: "Answer only from the material in the prompt." So we need to determine if the member meets the denominator, numerator, and exclusions. Then output something. Possibly the expected JSON keys are: "denominator": boolean, "numerator": boolean, "exclusion": boolean, and then maybe "not_eligible" as a separate flag? But the instruction says "report both as false" for "excluded" or "not_eligible". That implies we need keys named "excluded" and "not_eligible"? Alternatively, maybe the task is to determine whether the member is in the numerator, denominator, exclusion, etc. But the typical quality measure reporting includes fields like "denominator", "numerator", "exclusion". Also maybe "eligible_population" etc.

Let's search memory: In previous tasks of this harness, typically the output contract specifies required keys. But here it's not given. However, the user prompt says "MEASURE QM-DEE — DIABETIC EYE EXAMINATION" and then lists details. So likely we need to output a JSON with keys like "denominator" (boolean), "numerator" (boolean), "exclusions" (boolean) or similar. Also possibly "not_eligible" is for those not meeting denominator criteria? The rule says: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That might be a generic instruction for all measures: if a member is excluded or not eligible, then both the numerator and denominator should be false? Or report both "excluded" and "not_eligible" as false? Actually it says "report both as false" - what is both? Possibly it means report both the "excluded" flag and the "not_eligible" flag as false? That would be weird. More likely it means: if a member is excluded or not eligible, then both the numerator and denominator flags should be false. But that is obvious.

Given the lack of explicit keys, I'll assume the expected output is something like:

{
  "denominator": true/false,
  "numerator": true/false,
  "exclusion": true/false
}

But also perhaps "not_eligible" is a separate concept. Let's read the measure spec: Eligible population (denominator) includes age, event, continuous enrolment. Exclusions are E1, E2, E3. Numerator is N1 or N2.

So we need to determine:

- Age: 47 as of 2026-12-31, within 18-75, yes.
- Diabetes event: two outpatient claims on distinct dates: 2025-05-12 (E11.9) and 2026-01-27 (E11.65) - that's two outpatient visits, distinct dates, during 2025 or 2026. Yes.
- Continuous enrolment: full year, no gap. Yes.
- So denominator = true.

Exclusions:
- E1: no enucleation.
- E2: no hospice.
- E3: gestational or steroid-induced diabetes only. The diagnoses are E11.9 and E11.65 (type 2 diabetes with complications? Actually E11.65 is type 2 diabetes with hyperglycemia? Anyway, not gestational or steroid-induced. So no.
- So exclusion = false.

Numerator:
- N1: retinal or dilated eye examination performed by eye care professional during 2026. On 2026-08-05, dilated retinal exam by optometrist. Eye care professional? Optometrist qualifies. So N1 is met.
- N2: not needed.
- So numerator = true.

Thus the member is in denominator, not excluded, and numerator met.

Now the instruction: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." Again, QM-FUM is a different measure? Possibly it's a typo, but they might mean for any measure. I think it's a general note: if the member is excluded or not eligible, report both (maybe numerator and denominator) as false. In our case, the member is not excluded and is eligible, so both should be true? Actually denominator is true, numerator is true. But we need to report the status.

Perhaps the output should include "excluded" and "not_eligible" as separate booleans. The instruction says "report both as false" for those who are excluded or not eligible. That implies that for normal members, both "excluded" and "not_eligible" are false. So in our case, excluded = false, not_eligible = false. Then numerator and denominator are true.

But what are the required keys? I'll check typical harness tasks: Usually they ask for "denominator" and "numerator" booleans. Also sometimes "exclusion" boolean. Also sometimes "met" etc. However, they gave specific instruction about "excluded" and "not_eligible". So I'll include those keys.

Let me see if there is any pattern: The phrase "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That suggests that the JSON output has keys "excluded" and "not_eligible". So for any member, these two booleans are reported. If the member is excluded (meets any exclusion), then "excluded" is true, and also "not_eligible" is false? Actually the phrasing "report both as false" might mean that if a member is either excluded or not eligible, then report both "excluded" and "not_eligible" as false? That doesn't make sense. Perhaps it means: If a member is excluded, then report "excluded" as true and "not_eligible" as false? Or if they are not eligible, report "not_eligible" as true and "excluded" as false? But they say "both as false" for either condition. That would be contradictory.

Maybe it's a typo: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both numerator and denominator as false." That would be common: if excluded or not eligible, the measure is not met, so numerator and denominator are both false. But then why mention QM-FUM? Possibly it's a general rule.

Given the ambiguity, I'll look at the exact wording: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." It could mean: if the member is excluded, then report "excluded" as true, and if not eligible, report "not_eligible" as true. But "both as false" suggests both flags should be false for a normal member. That is, by default, both "excluded" and "not_eligible" are false. Only if a member is excluded would we set "excluded" to true; if not eligible, set "not_eligible" to true. So for our member, both are false.

But we also need to report numerator and denominator? Possibly the output is a full set: denominator, numerator, excluded, not_eligible. Or maybe just the flags.

Given the output contract says "The keys required in that object are given by the task." But the task does not list them explicitly. Perhaps the expected keys are standard for this harness: "denominator" and "numerator". But then why mention excluded/not_eligible? In many quality measures, they want to know if the member is in the denominator, if numerator criteria are met, and if there are exclusions. Also they might want a final "met" flag. 

Let's think of the gold answer format. Since I don't have it, I need to deduce from the instruction. The instruction is actually in the GROUND RULES section, not in the measure spec. It says: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That seems like a specific instruction for QM-FUM measure, but we have QM-DEE. However, it might be a generic rule that applies to all measures: if a member is excluded or not eligible, then report both the "numerator" and "denominator" as false. In typical measure logic, if a member is not eligible, they are not in the denominator, so denominator false and numerator false. If a member is excluded, they are removed from denominator, so denominator false and numerator false. So that instruction might just be clarifying that for any measure, if there is an exclusion or not eligible, the denominator and numerator should both be false. But in our case, there is no exclusion and the member is eligible, so denominator true and numerator true.

Thus the output might just be: { "denominator": true, "numerator": true }.

But also we might need to include "excluded" and "not_eligible" as separate? The instruction says "report both as false" meaning if either condition is true, report both (i.e., denominator and numerator) as false. It doesn't say to output "excluded" or "not_eligible" keys. However, the phrase "report both as false" could be interpreted as "report both the numerator and denominator as false". So we don't need to output excluded/not_eligible.

Given the typical tasks in this environment, they often ask for "denominator" and "numerator" booleans. Also sometimes "exclusion" boolean. But they might ask for "met" as well. I'll check the prompt: It says "MEASURE QM-DEE — DIABETIC EYE EXAMINATION" and then gives the denominator, numerator, exclusions. It doesn't specify the output format. But the ground rules say "The keys required in that object are given by the task." So the task must have given keys somewhere. In the user message, perhaps there is a hidden requirement? The user message only includes the measure definition. However, in the system prompt (the instructions from the harness), it might have been mentioned? But we only see this prompt.

Wait, the user message includes the GROUND RULES and OUTPUT CONTRACT. The CONTRACT says "The keys required in that object are given by the task." That means the task (the user's specific instruction) will specify which keys. But here it doesn't. So maybe the task is simply to evaluate and output a JSON with the standard keys: "denominator", "numerator", "excluded", and "not_eligible"? Or perhaps there is a standard set of keys for all quality measures in this harness. Let me think about the phrase "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That strongly suggests that the output includes "excluded" and "not_eligible" as keys. Because otherwise it wouldn't mention them. So I'll include those two keys, and set them to false for this member.

Moreover, it says "report both as false" - meaning that if a member is either excluded or not eligible, then report both "excluded" and "not_eligible" as false? That would be weird. Actually "both" could refer to the two conditions: if a member is excluded, then both "excluded" and "not_eligible" are false? No, that makes no sense.

Maybe it means: If a member is excluded, then report "excluded" as true, and also report "not_eligible" as false? Or if a member is not eligible, report "not_eligible" as true, and "excluded" as false? The phrase "report both as false" might be a mistake, and they meant "report both as true" for the respective one. But the wording is clear: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." That could be interpreted as: For a member who meets any exclusion or is not eligible, then both the "denominator" and "numerator" flags should be false. That is a common rule: if you are excluded or not eligible, you are not counted in the denominator, so both denominator and numerator are false. So we don't need to output excluded/not_eligible keys.

Given that the task is to evaluate the measure, the most straightforward output is to indicate whether the member is in the denominator and whether the numerator is met. Possibly also indicate exclusion status separately. Since the instruction specifically mentions "excluded" and "not_eligible", I'll include those as keys.

To be safe, I'll output a JSON with keys: "denominator", "numerator", "excluded", "not_eligible". And set excluded=false, not_eligible=false, denominator=true, numerator=true.

But wait: Is the member considered "not_eligible"? No, they meet all eligibility criteria, so not_eligible is false. Excluded is false.

Thus the answer is straightforward.

Let's double-check the numerator: Dilated retinal exam by optometrist in 2026, so N1 satisfied. No need to consider N2.

Thus final JSON.

However, the instruction also says "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." This might be a generic rule that applies to all measures, and it might mean that if either of those is true, then output "denominator" and "numerator" as false. In our case, they are true, so we output true for both.

I'll include the keys as mentioned.

Alternatively, maybe the output keys are exactly "denominator" and "numerator" only. But the ground rules specifically say "report both as false" for excluded/not_eligible, which implies that those two flags are not part of the output; rather, we report the numerator and denominator as false. So I'll only output "denominator" and "numerator".

Which is correct? Let's see the context: The ground rules are general, not measure-specific. They give an example of what to do in a specific scenario. It says "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." This is a rule that if a member is excluded or not eligible, then the numerator and denominator should be false. That does not require outputting excluded or not_eligible. So I'll stick with "denominator" and "numerator".

But the task might require more. In many quality measure tasks, they want to know the status of each exclusion? Possibly they want a field "exclusions" that is a list of those that apply, or a boolean "meets_exclusion". But the instruction doesn't indicate.

Given the ambiguity, I'll output the minimal required: denominator and numerator.

However, note the ground rules also say "Report every dollar amount as a plain number..." etc., but that's not applicable.

I'll go with:

```json
{
  "denominator": true,
  "numerator": true
}
```

But let's see if there is any chance the member is not eligible? They have diabetes on two outpatient claims, yes. Continuous enrolment, yes. Age 47, yes. So denominator true.

Exclusion: no.

Numerator: yes.

Thus output.

I'll produce that.
json{
  "denominator": true,
  "numerator": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": null,
      "ok": false,
      "present": false
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 533 tokens
We need to parse the task. We have a measure specification with exclusions, a member record, and we need to place the member against the spec. But the task description is actually the prompt: "TASK FAMILY — QUALITY MEASURE LOGIC" and then a "MEASURE SPECIFICATION" is not fully given? Actually the prompt shows:

"EXCLUSIONS
  E1. Bilateral eye enucleation any time on or before 2026-12-31.
  E2. Hospice at any time during the measurement year.
  E3. Gestational diabetes or steroid-induced diabetes only, with no other diabetes diagnosis, during 2026 and 2025."

It seems like there is a measure spec missing? Actually the task is to apply the exclusions to the member. The member has diabetes type 2 (E11.9, E11.65). No enucleation, no hospice. So E1 and E2 not met. E3: gestational or steroid-induced diabetes only with no other diabetes diagnosis during 2026 and 2025. The member has E11 diagnoses, which are type 2 diabetes, not gestational or steroid-induced. So E3 not met. So none of the exclusions apply. The member is not excluded. The denominator? Likely the member is in the denominator (diabetes). The numerator? The measure spec likely is something like "Diabetic retinopathy screening" or similar. But the prompt doesn't actually state the measure. However the task family is "Quality Measure Logic". It asks for status: compliant, non_compliant, excluded, not_eligible. We need to determine if the member meets the numerator. Based on the member record: they had a dilated retinal examination by an optometrist in 2026-08-05. That is presumably the numerator service. So the member is compliant. So status = "compliant".

But wait, we need to be careful: the measure specification isn't fully given. The prompt shows only exclusions, not the full measure. However the member record includes a dilated retinal examination, so likely the numerator is "diabetic retinopathy screening" or similar. Given the exclusions are eye-related, it's likely a measure for diabetic retinopathy screening. The member had the exam, so compliant.

So answer: status: "compliant". Need to output exactly JSON with required key "status". The task says "Required JSON keys: "status" string". So we output:

{
  "status": "compliant"
}

No other keys.
{"status":"compliant"}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
33DeepSeek V3.2 · DeepSeek1.8s · 40 out | 2.7s · 43 out | 1.8s · 38 out
Attempt 1
json{
    "status": "non_compliant",
    "reason": "The 2026 eye exam documented a positive retinopathy result, not a negative one."
}
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": "The 2026 dilated retinal exam was positive for retinopathy and no 2025 negative exam exists."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "non_compliant",
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
Attempt 3
json{
    "status": "compliant",
    "reason": "Met numerator N1 with a 2026 dilated retinal exam by an eye care professional."
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}