One diabetes claim only
Record written for Parity against synthetic measure QM-DEE. The event requires two outpatient dates or one inpatient discharge; a single office visit does not establish it.
Field mean
96.4
across 28 models
Models scoring 100
27
of 28
Models scoring 0
1
of 28
What the model was given
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.MEMBER RECORD
MEMBER 40304. Date of birth 1990-09-12, so 36 years old on 2026-12-31.
Enrolment: 2026-01-01 through 2026-12-31, continuous.
History:
2026-04-14 Office visit, diagnosis E11.9. Metformin started.
No other claim in 2025 or 2026 carries a diabetes diagnosis.
2026-09-02 Dilated retinal examination by an optometrist, negative.
No enucleation, no hospice.json{
"kind": "fields",
"fields": {
"status": "not_eligible"
}
}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 · Anthropic9.4s · 169 out | 4.0s · 140 out | 6.9s · 171 out
Only one outpatient claim with a diabetes diagnosis (2026-04-14) and no acute inpatient discharge — the event criterion requires two outpatient claims on distinct dates. Member never enters the denominator, regardless of the eye exam.
json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim (2026-04-14) in 2025-2026; the event criterion requires two distinct-date outpatient claims or an inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Event criterion requires two outpatient claims on distinct dates or one inpatient discharge; only one outpatient diabetes claim (2026-04-14) exists, so member never enters denominator.
json{"status": "not_eligible", "reason": "Only one outpatient claim (2026-04-14) carries a diabetes diagnosis; the event criterion requires two distinct dates or an inpatient discharge."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Member has only one outpatient diabetes claim (2026-04-14) and no inpatient discharge, so the event criterion (two outpatient claims on distinct dates, or one acute inpatient discharge) is not met. Member never enters the denominator despite the 2026 eye exam.
json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim (2026-04-14) and no inpatient discharge, so the two-claim event criterion for the denominator is not met."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.7 Flash · Google3.7s · 488 out | 4.7s · 451 out | 6.8s · 501 out
Reasoning · 429 tokens
**Assessing Diabetic Eye Exams**
I'm currently processing data for the QM-DEE measure in 2026. Member 40304, aged 36, is within the eligible age range and has met the continuous enrollment requirement for the entire measurement year, which is a positive step towards assessing their diabetic eye examination status.
json{
"status": "not_eligible",
"reason": "The member has only one outpatient diabetes claim across 2025 and 2026, failing the denominator requirement of two distinct outpatient claims or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 394 tokens
**Analyzing Diabetic Eye Exams**
I'm currently reviewing the criteria for the QM-DEE measure, specifically focusing on the 2026 measurement year. My analysis confirms the member meets the age requirement of 18-75 as of December 31, 2026. The next step is to evaluate the event criteria.
json{
"status": "not_eligible",
"reason": "The member has only one outpatient claim with a diabetes diagnosis during 2025 and 2026, failing the denominator requirement of two distinct claims."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 448 tokens
**Evaluating Eligibility Status**
I'm currently assessing Member 40304's eligibility for the QM-DEE measure in 2026. Initial checks confirm they meet the age criteria, being 36 years old as of the end of that year. The next step is to confirm other denominator requirements.
json{
"status": "not_eligible",
"reason": "The member has only one outpatient claim with a diabetes diagnosis during 2025–2026, failing the denominator event requirement."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.5 · OpenAI2.3s · 132 out | 2.5s · 139 out | 2.9s · 133 out
json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes diagnosis on 2026-04-14, not two distinct dates or one acute inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes diagnosis on 2026-04-14, so the diabetes event denominator criterion is not met."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 80 tokens
**Clarifying JSON requirements**
I need to determine if we only require the JSON keys for status and reason, specifically for QM-DEE without any extra information. It's important to confirm the denominator includes age and enrollment. For diabetes, there should be at least two distinct outpatient visits or one acute inpatient for the years 2026/25. Notably, E11.9 would only apply to one outpatient visit, meaning it wouldn’t enter the denominator. The status will indicate not eligible, and I’ll keep the reason under 30 words.json{
"status": "not_eligible",
"reason": "Only one outpatient E11.9 diabetes claim in 2025-2026, so the diabetes event denominator criterion was not met."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Sol · OpenAI1.3s · 46 out | 4.0s · 43 out | 1.4s · 49 out
json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim occurred, so the required two distinct dates or one acute inpatient discharge were not met."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim occurred, so the required two claims on distinct dates were not met."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim occurred in 2025-2026, fewer than the two distinct dates required for denominator eligibility."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.6 · xAI5.7s · 314 out | 7.7s · 467 out | 5.5s · 330 out
Reasoning · 275 tokens
The member is 36 years old, which is between 18 and 75. That's fine for age.
json{"status": "not_eligible", "reason": "Only one outpatient diabetes claim (2026-04-14); two distinct dates or one inpatient discharge required."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 421 tokens
The user wants me to evaluate a member against the QM-DEE measure specification and output JSON with status and reason.
json{"status": "not_eligible", "reason": "Only one outpatient diabetes claim (E11.9 on 2026-04-14); two distinct outpatient dates or one inpatient discharge required."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 285 tokens
The member is 36 years old, which is between 18 and 75. Age is fine.
json{"status": "not_eligible", "reason": "Only one outpatient diabetes claim (2026-04-14 E11.9); event requires two distinct outpatient dates or one inpatient discharge."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.5 · xAI4.1s · 217 out | 5.6s · 342 out | 5.1s · 318 out
Reasoning · 174 tokens
The member is 36 years old on 2026-12-31, so age is fine (18-75).
json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes diagnosis claim in 2025-2026; two distinct dates required for denominator."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 306 tokens
The task is about quality measure QM-DEE — Diabetic Eye Examination.
json{"status":"not_eligible","reason":"Only one outpatient E11.9 claim; denominator requires two distinct outpatient dates or one inpatient discharge."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 276 tokens
The member is being evaluated for QM-DEE — Diabetic Eye Examination.
json{
"status": "not_eligible",
"reason": "Only one outpatient E11.9 claim; event requires two distinct outpatient dates or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.1 Pro · Google8.0s · 737 out | 11.4s · 1,054 out | 8.4s · 627 out
Reasoning · 683 tokens
**Evaluating Member 40304 for the QM-DEE Measure in 2026**
My task is to determine if member 40304 qualifies for the QM-DEE (Diabetic Eye Examination) measure for the 2026 measurement year. This involves assessing their eligibility for the denominator.
First, I'll check the age criterion. The member needs to be between 18 and 75 years old as of December 31, 2026. Member 40304's date of birth is September 12, 1990, which makes them 36 years old in 2026. This clearly satisfies the age requirement.
Next, I need to examine the event criterion for the denominator. This requires the member to have a documented diagnosis of diabetes mellitus (codes E10.- or E11.-) on at least two outpatient claims with distinct dates of service, or on one acute inpatient discharge, occurring during either 2025 or 2026.
Reviewing the member's claim history, I found a single outpatient claim on April 14, 2026, with a diagnosis of E11.9 (type 2 diabetes mellitus without complications). I've also confirmed that there are no other claims in either 2025 or 2026 that list a diabetes diagnosis.
Therefore, the member only has one outpatient claim with a diabetes diagnosis. This falls short of the requirement for at least two distinct outpatient claims or one inpatient discharge. Because the member does not meet this event criterion, they are not eligible for the denominator of this measure.
Consequently, the member's status for this measure is "not_eligible."
The reason for this status is that "The member had only one outpatient claim with a diabetes diagnosis in 2025 and 2026, failing the denominator event requirement." This explanation is concise, accurate, and within the specified word limit. I've also confirmed that the required JSON output keys ("status" and "reason") are present and correctly formatted, and no QM-FUM specific keys are needed as this is the QM-DEE measure. The JSON output looks correct.
json{
"status": "not_eligible",
"reason": "The member had only one outpatient claim with a diabetes diagnosis in 2025 and 2026, failing the denominator event requirement."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,005 tokens
**My Thought Process for Evaluating MEMBER 40304 against the QM-DEE Measure**
Okay, my task is to assess MEMBER 40304 for the QM-DEE measure, specifically looking at the year 2026. First, I need to confirm if they fall within the eligible population. They are 36 years old as of December 31, 2026, which is perfectly within the 18-75 age range required. Additionally, they had continuous enrollment for the full measurement year 2026, so that requirement is also met.
Now, the crucial part is evaluating the "Event" criteria for the denominator. This measure requires documented diabetes mellitus (indicated by E10.- or E11.- codes) on *at least two outpatient claims on distinct dates of service*, or alternatively, on *one acute inpatient discharge*. This documentation needs to have occurred during either 2026 or 2025.
I've reviewed the member's claims history. I see an office visit on April 14, 2026, with a diagnosis code E11.9, which signifies Type 2 diabetes. This is one outpatient claim. However, the records indicate "No other claim in 2025 or 2026 carries a diabetes diagnosis." This is the critical piece of information.
Since the member only has this single outpatient claim documenting diabetes, they fail to meet the "at least two outpatient claims on distinct dates of service" requirement. They also don't have an acute inpatient discharge with a diabetes diagnosis. Therefore, the member does not meet the denominator criteria for this measure.
Because they don't qualify for the denominator, they are not considered part of the eligible population for this measure. The status should be "not_eligible."
For the reason, I need to be precise, one sentence, under 30 words, and state the specific criterion that was not met. The core issue is the number of diabetes-related outpatient claims. I initially thought of "The member had only one outpatient claim with a diabetes diagnosis, failing the event requirement of two," but I can make it more direct. "The member does not meet the denominator event because there is only one outpatient claim with a diabetes diagnosis rather than the required two" is better, but still a bit long. Let's try to condense it further while retaining clarity. "The member is not eligible because the event criterion requires two outpatient claims with a diabetes diagnosis, and only one is documented" seems to fit the bill perfectly. It's concise, states the reason clearly, and identifies the specific unmet requirement.
I also mentally noted to check for exclusions like enucleation or hospice, or specific types of diabetes like gestational or steroid-induced, but these are irrelevant since the member doesn't even make it into the denominator.
Finally, I double-checked the required JSON structure. I need a "status" field set to "not_eligible" and a "reason" field containing the precisely worded string I've formulated. The measure is QM-DEE, not QM-FUM, so I don't need to include fields like `met_7_day` or `met_30_day`.
So, the final output will be:
```json
{
"status": "not_eligible",
"reason": "The member is not eligible because the event criterion requires two outpatient claims with a diabetes diagnosis, and only one is documented."
}
```
json{
"status": "not_eligible",
"reason": "The member did not meet the event criterion because there was only one outpatient claim with a diabetes diagnosis instead of the required two."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 575 tokens
**My Thought Process on QM-DEE Eligibility for 2026**
Alright, let's break down the QM-DEE measure for the 2026 measurement year and see if this particular member qualifies. The core of it is identifying individuals with diabetes who are due for an eye exam.
First, I'm looking at the basic criteria: age and continuous enrollment. The measurement year is 2026, and the member needs to be between 18 and 75 on December 31st, 2026. My member was born in 1990, so on that date, they'll be 36. That fits perfectly within the age range. For enrollment, the requirement is continuous coverage throughout 2026. I've confirmed their record shows continuous enrollment from January 1st, 2026, all the way through to December 31st, 2026. So far, so good – they meet these foundational requirements.
Now, the critical part: the "event" criterion. To be eligible for this measure, the member needs to have a documented diagnosis of diabetes mellitus (specifically ICD-10 codes E10.- or E11.-). This diagnosis needs to appear on at least two separate outpatient claims on distinct dates of service, OR on a single acute inpatient discharge claim, within either 2026 or 2025.
I've reviewed the member's claims history. I see a claim on April 14th, 2026, with a diagnosis of E11.9 (Type 2 diabetes). However, upon careful checking, there are no *other* claims in either 2025 or 2026 that carry a diabetes diagnosis. This is a crucial point. I only have *one* outpatient claim with a diabetes diagnosis for this member within the specified timeframe.
The rule explicitly states I need *two* distinct outpatient claims on different dates, or one inpatient discharge. Since I only have one outpatient claim, the member does not meet the required "event" criterion. This means they don't even make it into the denominator for this measure.
Therefore, my conclusion is that the member is "not_eligible."
Now, for the reason. I need to be concise and accurate. Initially, I thought of something like "Member has only one outpatient claim with a diabetes diagnosis, not meeting the requirement of two distinct dates." But the instructions say to refine it. I should also include the relevant timeframe. The refined reason, which I'll use, is: "The member is not eligible because they have only one outpatient claim with a diabetes diagnosis in the measurement or prior year, failing the event criterion." This captures the essence of the unmet requirement within the specified period.
It's important to note that even though there *is* a compliance event present – a dilated retinal examination on September 2nd, 2026 – it doesn't matter. The rules are clear: if a member never enters the denominator (i.e., doesn't meet the eligibility criteria), their status is "not_eligible," regardless of any compliance actions.
So, my final output for this member will be:
"status": "not_eligible"
"reason": "The member is not eligible because they have only one outpatient claim with a diabetes diagnosis in the measurement or prior year, failing the event criterion."
json{
"status": "not_eligible",
"reason": "The member is not eligible because they have only one outpatient claim with a diabetes diagnosis in the measurement or prior year, failing the event criterion."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 5 · Anthropic2.3s · 122 out | 2.3s · 116 out | 1010.0s · 132 out
json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim (2026-04-14); event requires two distinct-date outpatient claims or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim (2026-04-14); event requires two distinct dates or an inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"not_eligible","reason":"Only one outpatient diabetes claim (2026-04-14); event requires two distinct outpatient dates or one inpatient discharge in 2025-2026."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3 Flash · Google8.3s · 852 out | 11.0s · 1,126 out | 11.1s · 1,091 out
Reasoning · 793 tokens
**My Thought Process for Evaluating the QM-DEE Measure for a Specific Member**
Alright, let's break down my evaluation process for this Diabetic Eye Examination (QM-DEE) measure, specifically for this individual and the 2026 measurement year.
First, I immediately identify the core of the measure: QM-DEE. I know this is about ensuring diabetic patients are getting their eyes checked regularly. The measurement period is clear: January 1, 2026, through December 31, 2026.
My primary goal is to determine if this member is *eligible* for the denominator. This involves checking several criteria.
1. **Age:** The requirement is being between 18 and 75 years old *as of December 31, 2026*. The member is 36. My quick calculation confirms that a birth date around September 12, 1990, would indeed place them within this age range for the specified date. So, age is **OK**.
2. **Continuous Enrollment:** The rule states continuous enrollment for the entire measurement year (2026), with a maximum of one 45-day gap. I see that the member was enrolled from January 1, 2026, to December 31, 2026, without any gaps. This criterion is also **OK**.
3. **Diabetes Diagnosis Event (This is where it gets critical):** Now, this is the crucial part. To be included in the eligible population (the denominator), the member needs a documented history of diabetes. The specific criteria are:
* Diabetes mellitus (indicated by ICD-10 codes E10.- or E11.-).
* This documentation must be on *at least two outpatient claims on distinct dates of service*, OR *one acute inpatient discharge*.
* This event must have occurred during either *2025 or 2026*.
I meticulously review the member's claims data for this period. I see a diagnosis of E11.9 (Type 2 diabetes mellitus without complications) on a single outpatient claim dated April 14, 2026. I then scan the records for 2025 and the rest of 2026, and importantly, the note confirms: "No other claim in 2025 or 2026 carries a diabetes diagnosis."
Here's the direct conflict: The measure *requires* two outpatient claims or one inpatient discharge. This member *only has one outpatient claim* that meets the diabetes diagnosis criteria within the specified timeframe. Therefore, the member **does not meet the "Event" requirement for the eligible population.**
Because they fail to meet this fundamental "Event" criterion, they never even enter the denominator. It's a hard stop at this stage. I don't even need to look at the numerator requirements (like whether they had an eye exam in 2025 or 2026) because they are not part of the group the measure is intended to track for that specific performance period.
4. **Exclusions:** Just for thoroughness, I quickly check the exclusion criteria.
* Bilateral eye enucleation (E1): No indication of this.
* Hospice during 2026 (E2): No indication of this.
* Only gestational or steroid-induced diabetes (E3): The diagnosis is E11.9, which is not gestational or steroid-induced.
None of these exclusions apply, but again, this is moot since they weren't eligible for the denominator anyway.
**Conclusion:**
Based on the review, the member's status is unequivocally **"not_eligible"**. The precise reason, which I'll document for clarity and audit purposes, is that **"Member had only one outpatient claim with a diabetes diagnosis during 2025-2026, failing the requirement for two outpatient claims or one inpatient discharge."** This accurately captures the single point of failure in the denominator eligibility criteria.
json{
"status": "not_eligible",
"reason": "The member only had one outpatient claim with a diabetes diagnosis during 2025-2026, failing the requirement for two distinct outpatient visits or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,071 tokens
**My Thought Process Regarding QM-DEE Eligibility**
Right, so I'm looking at this QM-DEE measure, the Diabetic Eye Examination, for the 2026 measurement year. My first step is always to nail down the denominator requirements. The timeframe is clear: January 1st, 2026, through December 31st, 2026.
For eligibility, I need to consider a few things: age, a qualifying event, and continuous enrollment. Let's break it down for this specific member.
First, the age. They need to be between 18 and 75 as of the end of the measurement year, December 31st, 2026. This member is 36, so that checks out perfectly.
Next, continuous enrollment. The requirement is for the full measurement year, 2026, with a maximum of one gap of 45 days. Looking at the records, this member was continuously enrolled from January 1st, 2026, to December 31st, 2026. Another checkmark.
Now, the critical part: the event. This is where they need a diagnosis of diabetes mellitus (either E10 or E11 codes) documented on *at least two outpatient claims on distinct dates*, or on *one acute inpatient discharge*, during either 2025 or 2026. I'm reviewing the claims data. I see one outpatient claim on April 14th, 2026, with the diagnosis E11.9. The history explicitly states, "No other claim in 2025 or 2026 carries a diabetes diagnosis." This is the sticking point. They only have *one* outpatient claim with a diabetes diagnosis. The requirement, as I understand it, is for *two* distinct outpatient claims or a single inpatient discharge. Since they only have one, they haven't met this core event criterion for the denominator.
I'm just double-checking that I'm not misinterpreting the "Event" section. "Diabetes mellitus... documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025." Yes, the wording is quite specific about needing two distinct claims or one discharge. With just that single claim on 2026-04-14, they fall short.
So, the overall status is "not_eligible." The reason for this is precisely that failure to meet the event criteria. Specifically, they only had one outpatient claim with a diabetes diagnosis (E11.9) during the 2025-2026 period, which means they don't qualify for the denominator.
I'm also quickly confirming I haven't missed anything else. Age is good, enrollment is continuous and full. The diagnosis event is the only unmet criterion. I'm also mindful that for *this particular* QM-DEE specification, things like starting a medication like Metformin wouldn't count towards fulfilling the diagnosis *event* requirement; it's strictly based on the documented claims or discharge.
To summarize the outcome:
* **Status:** `not_eligible`
* **Reason:** The member only has one outpatient claim with a diabetes diagnosis (E11.9) during 2025-2026, failing the requirement for two outpatient claims or one acute inpatient discharge. (This is concise and captures the core issue within the word limit).
json{
"status": "not_eligible",
"reason": "The member only has one outpatient claim with a diabetes diagnosis (E11.9), failing the requirement for two outpatient claims or one acute inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,030 tokens
**My Thought Process Regarding the QM-DEE Measure for This Member**
Alright, let's break down my evaluation for the QM-DEE (Diabetic Eye Examination) measure for this particular member. My primary objective is to determine if they are eligible for the denominator and, if so, whether they meet the numerator criteria.
First, I'm looking at the measurement year, which is set for 2026, from January 1st to December 31st.
Next, I need to assess the **Denominator Criteria**. This involves a few key pieces of information about the member:
1. **Age:** The criteria state the member must be between 18 and 75 years old as of December 31, 2026. I see the member is 36, so they meet this age requirement. That's a checkmark.
2. **Event:** This is where it gets a bit more specific. The member needs a documented history of diabetes (specifically ICD-10 codes E10.- or E11.-) evidenced by *either* two outpatient claims on distinct dates *or* one acute inpatient discharge. This must have occurred in either 2025 or 2026.
* I check the member's record. I find an outpatient claim on April 14, 2026, with the diagnosis E11.9 (Type 2 diabetes mellitus without complications). Metformin was also initiated.
* Now, I critically re-examine the "Event" requirement. It explicitly states "at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge." The member's record, as I see it, only shows this *single* outpatient claim with a diabetes diagnosis in 2025 or 2026. There are no other claims in 2025 or 2026 that carry a diabetes diagnosis.
* This is the crucial point: one outpatient claim is insufficient. The criteria require *two*. Therefore, the member fails to meet the "Event" criterion for the denominator.
3. **Continuous Enrollment:** The member must have been continuously enrolled for the full measurement year of 2026, with no more than one gap of 45 days. I see the member's enrollment dates are January 1, 2026, to December 31, 2026. This means they were enrolled for the entire measurement year without any gaps. This criterion is met.
Now, because the member did not meet the "Event" criterion for the denominator, they are automatically **not eligible** for this measure. I don't even need to proceed to the numerator criteria (retinal/dilated eye exam in 2026 or 2025 with a negative retinopathy result) or the exclusion criteria (bilateral enucleation, hospice, etc.), as they are already out of the running for denominator inclusion.
So, my conclusion is that the member is `not_eligible`.
The specific reason is: "The member had only one outpatient claim with a diabetes diagnosis in 2025 or 2026, failing the denominator requirement of two outpatient claims or one inpatient discharge." I've double-checked this phrasing, and it accurately reflects the data and the measure's specifications. It's concise and hits the key point – the unmet denominator event criteria. I've also confirmed the word count is appropriate.
json{
"status": "not_eligible",
"reason": "The member only had one outpatient claim with a diabetes diagnosis during 2025 and 2026, failing the denominator requirement of two outpatient claims or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K3 · Moonshot18.7s · 384 out | 17.2s · 485 out | 15.8s · 582 out
Reasoning · 314 tokens
Let me analyze this member against the QM-DEE specification.
Member 40304:
- DOB 1990-09-12, age 36 on 2026-12-31. Age 18-75: meets age criterion.
- Enrolment: full year 2026, continuous. Meets continuous enrolment.
- Event: diabetes mellitus (E10.- or E11.-) on at least two outpatient claims on distinct dates of service, OR one acute inpatient discharge, during 2026 or 2025.
The record: 2026-04-14 office visit, E11.9. That's only ONE outpatient claim with a diabetes diagnosis. No other claim in 2025 or 2026 carries a diabetes diagnosis. No acute inpatient discharge.
So the event criterion is not met: only one outpatient diabetes diagnosis, not two on distinct dates, and no inpatient discharge.
Therefore the member never enters the denominator: "not_eligible".
The 2026-09-02 dilated retinal exam (numerator-compliant event) doesn't matter because the member never enters the denominator. The spec says: "A member who never enters the denominator is 'not_eligible' even if a compliance event is present in the record."
So status: "not_eligible".
Reason: Only one outpatient diabetes diagnosis (E11.9 on 2026-04-14); event criterion requires two outpatient claims on distinct dates or one acute inpatient discharge, so denominator not met.
Keep under 30 words.json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim (E11.9 on 2026-04-14); event criterion requires two outpatient diagnoses on distinct dates or one acute inpatient discharge, so denominator is not met."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 414 tokens
Let me work through this measure carefully.
Measure QM-DEE — Diabetic Eye Examination, measurement year 2026.
Member 40304:
- DOB 1990-09-12, age 36 on 2026-12-31. Age 18–75: passes.
- Enrolment: full year 2026-01-01 through 2026-12-31, continuous: passes.
Event (diabetes diagnosis requirement): diabetes mellitus (E10.- or E11.-) documented on at least two outpatient claims on distinct dates of service, OR one acute inpatient discharge, during 2026 or 2025.
Record: 2026-04-14 office visit, E11.9. That's ONE outpatient claim. "No other claim in 2025 or 2026 carries a diabetes diagnosis." So only one outpatient claim, no inpatient discharge.
Therefore the event criterion is NOT met — only one outpatient diabetes claim, not two, and no acute inpatient discharge. So the member never enters the denominator → "not_eligible".
Even though the numerator (N1: 2026-09-02 dilated retinal exam by optometrist — eye care professional — during 2026) is met, a member who never enters the denominator is "not_eligible" even if a compliance event is present.
So status = "not_eligible".
Reason: must be one sentence under 30 words naming the specific criterion/date. Something like: "Only one outpatient diabetes claim (2026-04-14, E11.9); the denominator requires two outpatient claims on distinct dates or one inpatient discharge."
Count words: "Only one outpatient diabetes claim (2026-04-14, E11.9); the denominator requires two outpatient claims on distinct dates or one inpatient discharge." — roughly 21 words. Good.
Keys: status, reason. No FUM keys needed (this is QM-DEE, not QM-FUM).
Output exactly one fenced JSON block.json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim (2026-04-14, E11.9); the denominator event requires two outpatient claims on distinct dates or one acute inpatient discharge in 2025-2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 508 tokens
Let me work through this carefully.
Member 40304:
- DOB 1990-09-12, age 36 on 2026-12-31. Age 18-75: passes age criterion.
- Enrolment: full 2026, continuous. Passes continuous enrolment.
- 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 record shows only ONE claim with a diabetes diagnosis: 2026-04-14 office visit E11.9. No other claim in 2025 or 2026 carries a diabetes diagnosis. So the event criterion is NOT met — only one outpatient claim, not two on distinct dates, and no acute inpatient discharge.
Therefore the member never enters the denominator → "not_eligible".
Even though there's a 2026-09-02 dilated retinal exam by optometrist (an eye care professional) which would satisfy N1, the member isn't in the denominator. The instructions say: "A member who never enters the denominator is 'not_eligible' even if a compliance event is present in the record."
So status = "not_eligible".
Reason: Only one outpatient diabetes claim (2026-04-14, E11.9) in 2025–2026; the event criterion requires two outpatient claims on distinct dates or one inpatient discharge.
Under 30 words. Let me draft: "Diabetes event criterion not met: only one outpatient claim with a diabetes diagnosis (2026-04-14, E11.9); two distinct-date outpatient claims or one inpatient discharge required."
Count words: Diabetes(1) event(2) criterion(3) not(4) met:(5) only(6) one(7) outpatient(8) claim(9) with(10) a(11) diabetes(12) diagnosis(13) (2026-04-14,(14) E11.9);(15) two(16) distinct-date(17) outpatient(18) claims(19) or(20) one(21) inpatient(22) discharge(23) required.(24) — 24 words. Good.
This is QM-DEE, not QM-FUM, so no met_7_day/met_30_day keys.
Output exactly one fenced JSON block with keys "status" and "reason".json{
"status": "not_eligible",
"reason": "Diabetes event criterion not met: only one outpatient claim with a diabetes diagnosis (2026-04-14, E11.9); two distinct-date outpatient claims or one inpatient discharge required."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 2.5 Pro · Google11.3s · 995 out | 12.0s · 1,097 out | 12.1s · 915 out
Reasoning · 948 tokens
Alright, let's break down this QM-DEE evaluation for Member 40304. I need to ascertain their status concerning the Diabetic Eye Examination quality measure for the 2026 measurement year.
First, I'm looking at the **eligibility criteria**, specifically the denominator. The member's age is 36 as of December 31, 2026, which falls perfectly within the 18-75 age range required. Their enrollment is also continuous for the entire measurement year, which is a key requirement. So, the age and enrollment checks are clear – they're good to go on those fronts.
The crucial part of the denominator is the **event criterion**: a diagnosis of diabetes mellitus (E10.- or E11.-) on at least two distinct outpatient claims within 2025 or 2026, or on one acute inpatient discharge. Reviewing the member's history, I see an office visit on April 14, 2026, with diagnosis E11.9 (Type 2 diabetes mellitus without complications). However, the record explicitly states there are *no other diabetes diagnoses* in 2025 or 2026. This means they only have one outpatient claim with a diabetes diagnosis. This is a critical miss. They haven't met the requirement of having at least two outpatient claims with a diabetes diagnosis. I also don't see any indication of an inpatient discharge related to diabetes.
Because the member fails this "event" criterion, they aren't even making it into the denominator for this measure. This is the absolute first hurdle, and if it's not cleared, the status is determined right there.
Therefore, my conclusion is that Member 40304 is **not eligible**.
The **reason** for this determination is straightforward: the member hasn't met the minimum requirement for documented diabetes diagnoses on claims. Specifically, they only have one outpatient claim with a diabetes diagnosis, and the measure requires a minimum of two such claims (or one inpatient discharge).
I've also double-checked that there are no exclusions like enucleation or hospice, and the diabetes type (E11.9) doesn't fall into any special exclusion categories. But even if they had the eye exam (which they do, a dilated retinal exam on September 2, 2026), it wouldn't matter for eligibility. The denominator must be met first.
So, in summary, the member is **not_eligible** because they don't have the necessary two distinct outpatient diabetes diagnoses (or one inpatient discharge) within the specified timeframe.json{
"status": "not_eligible",
"reason": "The member is not eligible because they have only one outpatient diabetes diagnosis instead of the required two or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,045 tokens
Alright, let's break down this QM-DEE evaluation for Member 40304. I need to assess their record against the criteria for the Diabetic Eye Examination quality measure for the 2026 measurement year.
First, I've thoroughly reviewed the measure specification. For the **denominator**, the key requirements are being between 18 and 75 years old by the end of 2026, having a diagnosis of diabetes (E10 or E11 codes), evidenced by at least two outpatient claims on different dates or one inpatient discharge in 2025 or 2026, and being continuously enrolled throughout 2026 with minimal gaps. For the **numerator**, compliance means having a retinal/dilated eye exam in 2026, or an exam in 2025 with a negative retinopathy finding. I've also noted the specific **exclusions**: bilateral eye enucleation, hospice care in 2026, or only gestational/steroid-induced diabetes without other types.
Now, I'm turning my attention to the specific member's record, **MEMBER 40304**. Their date of birth (1990-09-12) means they are 36 as of 2026-12-31, satisfying the age requirement. Their enrolment is continuous for the entire 2026 year, which is perfect.
The critical point is the **event criterion** for the denominator. The member has a diabetes diagnosis (E11.9) on an outpatient claim dated 2026-04-14. However, the measure explicitly states "at least two outpatient claims on distinct dates in 2025 or 2026" OR one acute inpatient discharge. The member has only this single outpatient claim and no other diabetes-related claims in the specified periods. This is the sticking point.
Regarding the **numerator** and **exclusions**, while the member *did* have a dilated retinal examination by an optometrist on 2026-09-02 which was negative – an event that *would* satisfy the numerator if they were in the denominator – it doesn't matter at this stage. Furthermore, I've checked for the exclusion criteria: no bilateral enucleation, no hospice, and their E11.9 diagnosis is not gestational or steroid-induced. So, none of the exclusions apply.
Therefore, when I evaluate the member against the measure logic, the crucial finding is that **they do not meet the denominator's event requirement**. Because they only have one outpatient diabetes claim and not the required two (or one inpatient claim), they are not eligible to be considered for the measure at all.
My conclusion is that this member is **"not_eligible"**. The reason is precisely that they had only one outpatient diabetes diagnosis, and the measure mandates two to qualify for the denominator.
Finally, I'll formulate the JSON output as requested: `{"status": "not_eligible", "reason": "The member had only one outpatient diabetes diagnosis, but two are required to enter the denominator."}`. This adheres to the specified format and constraints. The task family isn't QM-FUM, so I don't need those additional keys. Everything appears to be in order.json{
"status": "not_eligible",
"reason": "The member had only one outpatient diabetes diagnosis in 2025-2026, but the denominator requires at least two."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 865 tokens
Here's my thought process for evaluating member 40304 against the QM-DEE quality measure. My objective is to determine their status – "compliant", "non_compliant", "excluded", or "not_eligible" – and then provide a concise reason.
My initial strategy is to proceed in a logical sequence: first, check if the member qualifies for inclusion in the denominator (eligibility), then see if they should be removed from consideration due to specific exclusions, and finally, ascertain if they've met the criteria for compliance (the numerator).
**Step 1: Assessing Eligibility (The Denominator)**
I need to confirm if member 40304 meets the basic requirements to even be considered for this quality measure. This involves checking three key areas: age, continuous enrollment, and the primary health event.
* **Age Criterion:** The member is 36 years old as of December 31, 2026. The measure specifies an age range of 18-75. Since 36 falls squarely within this range, this criterion is satisfied.
* **Continuous Enrollment Criterion:** The member was enrolled from January 1, 2026, through December 31, 2026. The requirement is continuous enrollment throughout the entire measurement year, with a permissible gap of no more than 45 days. This member's enrollment is continuous for the entire year, so this criterion is also met.
* **Event Criterion (Diabetes Diagnosis):** This is the crucial part for denominator eligibility. The rule states the member must have a diagnosis of diabetes mellitus (indicated by specific ICD-10 codes E10.- or E11.-) documented on **at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge** during either 2026 or 2025.
* I see the member has one outpatient claim with diagnosis E11.9 dated April 14, 2026.
* Crucially, the provided record explicitly states: "No other claim in 2025 or 2026 carries a diabetes diagnosis."
* This means the member only has *one* instance of a diabetes diagnosis documented (a single outpatient claim). The rule, however, demands *two* such outpatient claims on different dates or *one* inpatient discharge.
* Therefore, the member **does not meet the event criterion** required to enter the denominator.
**Step 2: Determining the Final Status**
Because the member failed to meet the essential event criterion, they are not eligible to be included in the denominator for this quality measure. This means I don't need to proceed with checking for exclusions or numerator compliance. The process stops here.
My determination is that the member's status is **"not_eligible"**.
**Step 3: Articulating the Reason**
The core of why the member is not eligible is their insufficient documentation of diabetes diagnoses according to the measure's requirements. I need to succinctly explain this.
The reason is: **"The member is not eligible due to having only one outpatient claim with a diabetes diagnosis, while two are required."** This clearly and concisely captures the failure to meet the event criterion.
*Self-Correction/Double Check:*
I'm reviewing my logic. Age (36) is within the 18-75 range. Enrollment is continuous for the measurement year. The event criterion requires *two* outpatient claims with diabetes on distinct dates or *one* inpatient discharge. The member has only *one* outpatient claim. This definitively means they don't meet the event requirement. Consequently, they are not eligible for the denominator, and their status is correctly "not_eligible". The provided reason accurately reflects this.
It's worth noting that if the member *had* met the event criterion, I would have then checked exclusions. Even if they had a retinal exam (which would satisfy the numerator's N1 criterion), that only matters *after* they are deemed eligible for the denominator. The eligibility check is paramount and must come first.
My final output should be a JSON object containing the `status` and `reason`.
```json
{
"status": "not_eligible",
"reason": "The member is not eligible due to having only one outpatient claim with a diabetes diagnosis, while two are required."
}
```
This structure and content appear to be correct and fully address the requirements of the task.json{
"status": "not_eligible",
"reason": "The member does not meet the event criterion, as there is only one outpatient claim with a diabetes diagnosis, not the required two."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.2 · Z.ai5.3s · 514 out | 4.6s · 290 out | 2.8s · 181 out
Reasoning · 457 tokens
Let me analyze this member against the QM-DEE measure specification.
**Eligible Population (Denominator):**
1. Age: 18 through 75 as of 2026-12-31. Member is 36 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.
- Member has one claim on 2026-04-14 with E11.9. That's only one outpatient claim. There's no second outpatient claim with a diabetes diagnosis, and no acute inpatient discharge with diabetes.
- So the member does NOT meet the event criterion.
3. Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. ✓
Since the member does not meet the event criterion (needs at least two outpatient claims on distinct dates of service, or one acute inpatient discharge), the member never enters the denominator.
**Status:** "not_eligible" — the member does not meet the denominator event criterion.
**Reason:** Only one outpatient claim with diabetes (E11.9) in 2026; the measure requires at least two on distinct dates or one acute inpatient discharge.
Wait, let me re-read the event criterion: "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."
So the member has only one outpatient claim with diabetes. This does not meet the event requirement. Therefore, the member is not_eligible.
The member did have a dilated retinal examination on 2026-09-02, negative, which would have satisfied N1. But since the member doesn't enter the denominator, the status is not_eligible.
Status: not_eligible
Reason: Only one outpatient diabetes claim (E11.9 on 2026-04-14); requires two on distinct dates or one acute inpatient discharge.json{ "status": "not_eligible", "reason": "Only one outpatient claim with diabetes (E11.9 on 2026-04-14); the measure requires at least two on distinct dates or one acute inpatient discharge." }
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 238 tokens
We need to answer with JSON. Need determine status for QM-DEE. Member 40304. Age 36 as of 2026-12-31, meets age 18-75. Event: diabetes mellitus E10/E11 documented on at least two outpatient claims on distinct DOS, or one acute inpatient discharge during 2026 or 2025. Member has only 2026-04-14 office visit diagnosis E11.9. No other claim in 2025 or 2026 carries diabetes dx. Only one outpatient claim. No acute inpatient discharge. Therefore never enters denominator. Not eligible. Numerator has 2026-09-02 dilated retinal exam by optometrist negative, would meet N1. But not eligible due to insufficient diabetes event. Exclusions none. status not_eligible. Reason one sentence under 30 words naming criterion/date: only one outpatient diabetes diagnosis claim (2026-04-14) not two distinct, no inpatient discharge, so denominator event criterion not met. Need exact JSON. For QM-DEE no extra keys besides status, reason. Ensure no additional keys.json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes diagnosis claim (2026-04-14) exists, so the two-claim denominator event criterion is not met."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 132 tokens
Let me evaluate Member 40304 against QM-DEE.
Age: 36 on 2026-12-31 → meets age criterion (18-75).
Event: diabetes diagnosis documented. Need at least two outpatient claims on distinct dates of service with E10.- or E11.-, OR one acute inpatient discharge. The member has only one claim with diabetes diagnosis (2026-04-14, E11.9). That's only one outpatient claim, not two, and no acute inpatient discharge.
So the member does NOT meet the denominator event criterion. Therefore they never enter the denominator → "not_eligible".json{"status": "not_eligible", "reason": "Only one outpatient diabetes claim in 2025-2026, and no acute inpatient discharge, so the denominator event criterion is not met."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 4.8 · Anthropic1.5s · 65 out | 1.7s · 75 out | 1.5s · 68 out
json{ "status": "not_eligible", "reason": "Only one outpatient diabetes claim (2026-04-14); event requires two distinct dates or one inpatient discharge." }
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{ "status": "not_eligible", "reason": "Only one outpatient diabetes diagnosis (2026-04-14) in 2025-2026; needs two distinct dates or one inpatient discharge." }
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{ "status": "not_eligible", "reason": "Only one outpatient diabetes diagnosis (2026-04-14); event requires two distinct dates or one inpatient discharge." }
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 5 · Anthropic4.1s · 290 out | 3.9s · 274 out | 4.3s · 293 out
json{
"status": "not_eligible",
"reason": "Only one outpatient claim (2026-04-14) documents a diabetes diagnosis; the event criterion requires two distinct dates or an inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "not_eligible",
"reason": "Only one outpatient claim (2026-04-14) carries a diabetes diagnosis; denominator requires two distinct dates or an inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "not_eligible",
"reason": "Only one outpatient claim (2026-04-14) documents diabetes; event criterion requires two distinct dates or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.7 Max · Alibaba9.0s · 544 out | 5.0s · 433 out | 6.0s · 456 out
Reasoning · 486 tokens
Let me analyze this member against the QM-DEE measure specification.
**ELIGIBLE POPULATION (denominator)**
1. **Age**: 18 through 75 years as of 2026-12-31. Member was born 1990-09-12, so 36 years old on 2026-12-31. ✓ Meets age criterion.
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.
- 2026-04-14: Office visit, diagnosis E11.9. This is one outpatient claim with a diabetes diagnosis.
- "No other claim in 2025 or 2026 carries a diabetes diagnosis."
- So there is only ONE outpatient claim with a diabetes diagnosis. The requirement is at least TWO outpatient claims on distinct dates of service, OR one acute inpatient discharge.
- The member does NOT meet the event criterion.
Since the member does not meet the event criterion, the member never enters the denominator.
**Status**: not_eligible
**Reason**: Only one outpatient claim with diabetes diagnosis; requires two distinct dates or one inpatient discharge.
Let me check the other criteria just to be thorough:
3. **Continuous enrolment**: 2026-01-01 through 2026-12-31, continuous. ✓
**NUMERATOR**:
- 2026-09-02: Dilated retinal examination by an optometrist, negative. This would satisfy N1 (retinal or dilated eye exam during 2026).
**EXCLUSIONS**:
- No enucleation, no hospice, no gestational/steroid-induced diabetes only.
But since the member doesn't meet the event criterion for the denominator, the status is "not_eligible".
Reason: Only one outpatient diabetes claim in 2025-2026; two distinct dates or one inpatient discharge required.json{
"status": "not_eligible",
"reason": "Only one outpatient claim with diabetes diagnosis in 2025-2026; measure requires two distinct dates or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 381 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 was born 1990-09-12, so 36 years old on 2026-12-31. ✅ Meets age criterion.
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.
- The record shows only ONE claim with a diabetes diagnosis: 2026-04-14, office visit, E11.9.
- No other claim in 2025 or 2026 carries a diabetes diagnosis.
- There is no acute inpatient discharge with diabetes.
- So the member does NOT meet the event criterion. ❌
3. **Continuous enrolment:** 2026-01-01 through 2026-12-31, continuous. ✅ Meets enrolment criterion.
Since the member does not meet the event criterion (needs at least two outpatient claims on distinct dates with diabetes diagnosis, or one acute inpatient discharge), the member never enters the denominator.
**Status:** "not_eligible"
**Reason:** The member has only one outpatient claim with a diabetes diagnosis, failing the requirement for two distinct-date claims or one inpatient discharge.
Since this is not QM-FUM, I don't need met_7_day or met_30_day keys.json{
"status": "not_eligible",
"reason": "Only one outpatient claim with a diabetes diagnosis; the measure requires two distinct-date outpatient claims or one acute inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 396 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 was born 1990-09-12, so 36 years old on 2026-12-31. ✓ Meets age criteria.
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.
- The member has only ONE claim with a diabetes diagnosis: 2026-04-14, office visit, E11.9.
- No other claim in 2025 or 2026 carries a diabetes diagnosis.
- This is only one outpatient claim, not two on distinct dates.
- There is no acute inpatient discharge with diabetes.
- ✗ Does NOT meet the event criteria.
3. **Continuous enrolment:** 2026-01-01 through 2026-12-31, continuous. ✓ Meets enrolment criteria.
Since the member does not meet the event criteria (needs at least two outpatient claims with diabetes diagnosis on distinct dates, or one acute inpatient discharge), the member never enters the denominator.
**Status:** not_eligible
**Reason:** Only one outpatient claim with a diabetes diagnosis in 2025-2026; requires two on distinct dates or one inpatient discharge.
This is not about exclusions - the member simply doesn't qualify for the denominator because the event criterion is not met.json{
"status": "not_eligible",
"reason": "Only one outpatient claim with diabetes diagnosis in 2025-2026; measure requires two on distinct dates or one acute inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 · Z.ai3.8s · 717 out | 2.1s · 100 out | 3.7s · 575 out
Reasoning · 611 tokens
Let me work through this carefully.
Measure QM-DEE — Diabetic Eye Examination.
Denominator requirements:
1. Age: 18 through 75 as of 2026-12-31. Member is 36. ✓
2. Event: diabetes mellitus (E10.- or E11.-) documented on at least two outpatient claims on distinct dates of service, OR one acute inpatient discharge, during 2026 or 2025.
The member has ONE outpatient claim with E11.9 (2026-04-14). The record explicitly says "No other claim in 2025 or 2026 carries a diabetes diagnosis." There's no acute inpatient discharge. So the event criterion is NOT met — only one claim with diabetes diagnosis, not two.
3. Continuous enrolment: full measurement year with no more than one gap up to 45 days. Member is enrolled continuously 2026-01-01 through 2026-12-31. ✓
But the event criterion fails. So the member never enters the denominator.
Status: "not_eligible" — never enters the denominator (age, event, or enrolment). The event criterion is the failing one.
The member did have a dilated retinal exam by an optometrist (eye care professional) in 2026 with negative result. But per the task family instructions: "A member who never enters the denominator is 'not_eligible' even if a compliance event is present in the record."
So status = "not_eligible".
Reason: one sentence, under 30 words, naming the specific criterion or date that decided it. Something like: "Only one outpatient claim (2026-04-14, E11.9) carries a diabetes diagnosis; the two-claim event criterion is not met, so the member never enters the denominator."
Let me count words: "Only one 2026-04-14 outpatient claim carries diabetes (E11.9); the two-distinct-date event criterion is unmet, so the member never enters the denominator." That's under 30 words.
Is QM-FUM required? No — items drawn from measure QM-FUM require the extra keys. This is QM-DEE, so only "status" and "reason".
JSON output:
{
"status": "not_eligible",
"reason": "Only one outpatient claim (2026-04-14, E11.9) carries a diabetes diagnosis; the two-claim event criterion is unmet, so the member never enters the denominator."
}
Word count check on reason: "Only(1) one(2) outpatient(3) claim(4) (2026-04-14,(5) E11.9)(6) carries(7) a(8) diabetes(9) diagnosis;(10) the(11) two-claim(12) event(13) criterion(14) is(15) unmet,(16) so(17) the(18) member(19) never(20) enters(21) the(22) denominator.(23)" — 23 words, under 30. Good.json{
"status": "not_eligible",
"reason": "Only one outpatient claim (2026-04-14, E11.9) carries a diabetes diagnosis; the two-distinct-date event criterion is unmet, so the member never enters the denominator."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 51 tokens
Diabetes only documented once (one outpatient claim). No acute inpatient discharge. So event criterion fails → not in denominator → not_eligible. The exam doesn't matter. QM-DEE, not FUM, so no extra keys.json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim (2026-04-14); the event criterion requires two distinct-date claims or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 482 tokens
Let me work through this.
Member 40304, DOB 1990-09-12, age 36 as of 2026-12-31. Age requirement: 18 through 75 as of 2026-12-31. Age is fine.
Enrolment: continuous full year 2026 — fine.
Event requirement: diabetes diagnosis on at least two outpatient claims on distinct dates of service, OR one acute inpatient discharge, during 2026 or 2025. The record shows only ONE claim with a diabetes diagnosis: 2026-04-14 office visit with E11.9. "No other claim in 2025 or 2026 carries a diabetes diagnosis." So the event criterion is NOT met — only one outpatient claim with diabetes, no inpatient discharge.
Therefore the member never enters the denominator. Status: "not_eligible" — never enters the denominator (age, event, or enrolment). Even though there's a compliant-looking exam (2026-09-02 dilated retinal exam by optometrist, negative), the member is not eligible. Per the task instructions: "A member who never enters the denominator is 'not_eligible' even if a compliance event is present in the record."
Reason: only one outpatient claim with a diabetes diagnosis in 2025–2026; the event criterion requires two distinct-date outpatient claims or one acute inpatient discharge.
This is QM-DEE, not QM-FUM, so the extra keys (met_7_day, met_30_day) are not required. The task says "Items drawn from measure QM-FUM require two further keys" — this is QM-DEE, so only "status" and "reason".
Reason one sentence under 30 words: "Only one outpatient claim with a diabetes diagnosis in 2025–2026; the event criterion requires two distinct-date outpatient claims or one acute inpatient discharge."
Count words: Only(1) one(2) outpatient(3) claim(4) with(5) a(6) diabetes(7) diagnosis(8) in(9) 2025–2026;(10) the(11) event(12) criterion(13) requires(14) two(15) distinct-date(16) outpatient(17) claims(18) or(19) one(20) acute(21) inpatient(22) discharge(23). Under 30 words. Good.json{
"status": "not_eligible",
"reason": "Only one outpatient claim with a diabetes diagnosis (2026-04-14) in 2025-2026; the event criterion requires two distinct-date outpatient claims or one acute inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Max · Alibaba12.5s · 482 out | 7.5s · 329 out | 8.4s · 375 out
Reasoning · 419 tokens
We need answer JSON only. Need analyze task. We have measure QM-DEE, member record. Need determine status, reason. Also if QM-FUM additional keys not relevant? Task says items drawn from QM-FUM require keys, but this is QM-DEE, so only status reason? Required JSON keys: status, reason. No extra keys. Need evaluate.
Member DOB 1990-09-12, age 36 on 2026-12-31: eligible age 18-75. Enrollment continuous full measurement year yes. Event: diabetes mellitus any E10/E11 documented on at least two outpatient claims on distinct DOS, or one acute inpatient discharge, during 2026 or 2025. History: 2026-04-14 office visit diagnosis E11.9. No other claim in 2025 or 2026 carries diabetes diagnosis. So only one outpatient claim, no inpatient. Therefore does not meet denominator event criterion. Status not_eligible. Reason: only one outpatient diabetes claim, fails two distinct outpatient claims/inpatient criterion. Need under 30 words. "Only one outpatient E11.9 claim in 2025-2026; denominator requires two distinct outpatient diabetes claims or one acute inpatient discharge." Count? Only(1) one2 outpatient3 E11.9 4 claim5 in6 2025-2026;7 denominator8 requires9 two10 distinct11 outpatient12 diabetes13 claims14 or15 one16 acute17 inpatient18 discharge19. Good.
Exclusions? No enucleation/hospice, not gestational/steroid only, but irrelevant because not eligible. Numerator has eye exam negative but not in denominator. Status not_eligible. JSON only. Ensure no extra keys.json{
"status": "not_eligible",
"reason": "Only one outpatient E11.9 claim in 2025-2026; denominator requires two distinct outpatient diabetes claims or one acute inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 267 tokens
We need answer JSON only. Need analyze measure. Member DOB 1990-09-12 age 36 on 2026-12-31, eligible age. Continuous enrollment full year. Event: diabetes mellitus any E10/E11 documented on at least two outpatient claims on distinct DOS, or one acute inpatient discharge, during 2026 or 2025. Record: 2026-04-14 office visit diagnosis E11.9. No other claim in 2025 or 2026 carries diabetes diagnosis. So only one outpatient claim, no inpatient mentioned. Thus does not meet denominator event criterion. Not eligible. Exclusions evaluated? Not relevant; no enucleation/hospice, but not eligible due event. Reason under 30 words naming criterion/date. Need status not_eligible. Since measure not QM-FUM, no met_7_day etc. Required keys only status reason. Could mention "Only one outpatient E11.9 claim on 2026-04-14; denominator requires two distinct outpatient claims or one inpatient." Word count maybe 19. Need JSON block only. Ensure no extra keys.json{
"status": "not_eligible",
"reason": "Only one outpatient E11.9 claim on 2026-04-14; denominator requires two distinct outpatient claims or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 316 tokens
We need answer user's task. Need produce final JSON only. Need analyze measure QM-DEE. Member 40304 DOB 1990-09-12 age 36 on 2026-12-31. Enrolled continuous full 2026. Diabetes event criterion: diabetes mellitus any E10 or E11 documented on at least two outpatient claims on distinct DOS, or one acute inpatient discharge, during 2026 or 2025. History: 2026-04-14 office visit diagnosis E11.9. No other claim in 2025 or 2026 carries diabetes diagnosis. So only one outpatient claim, no inpatient. Therefore not eligible denominator due to event criterion. Status not_eligible. Reason under 30 words naming criterion/date. Need maybe "Only one outpatient diabetes claim on 2026-04-14; measure requires two distinct outpatient claims or one acute inpatient discharge." Count words? Only(1) one2 outpatient3 diabetes4 claim5 on6 2026-04-14;7 measure8 requires9 two10 distinct11 outpatient12 claims13 or14 one15 acute16 inpatient17 discharge18. Good. Need no extra keys because QM-FUM not relevant. Required JSON keys status reason. Ensure exactly fenced JSON. final only.json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim on 2026-04-14; measure requires two distinct outpatient claims or one acute inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Terra · OpenAI1.4s · 42 out | 1.3s · 42 out | 1.1s · 42 out
json{"status":"not_eligible","reason":"Only one outpatient diabetes claim is documented in 2025-2026, so the diabetes event criterion is not met."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"not_eligible","reason":"Only one outpatient diabetes claim is documented during 2025-2026, so the diabetes event criterion is not met."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"not_eligible","reason":"Only one outpatient diabetes claim is documented in 2025-2026, and no acute inpatient diabetes discharge is recorded."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 Flash · Z.ai14.3s · 574 out | 32.1s · 387 out | 10.6s · 545 out
Reasoning · 514 tokens
Let me work through this.
Measure QM-DEE — Diabetic Eye Examination, measurement year 2026.
Eligible population:
- Age 18–75 as of 2026-12-31. DOB 1990-09-12 → age 36 on 2026-12-31. Age OK.
- Event: diabetes mellitus (E10.- or E11.-) on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025.
Member has only ONE outpatient claim with E11.9 (2026-04-14). No other claim with diabetes diagnosis in 2025 or 2026. No inpatient discharge. So the event criterion is NOT met — only one claim with diabetes dx.
- Continuous enrolment: full year, continuous. OK.
So the member never enters the denominator → status "not_eligible".
Note: the dilated eye exam on 2026-09-02 by an optometrist, negative — would have met numerator N1, but the member never enters the denominator. Per harness: "A member who never enters the denominator is 'not_eligible' even if a compliance event is present in the record."
Exclusions: no enucleation, no hospice — but exclusion evaluation doesn't matter since not in denominator anyway; status is not_eligible.
Required keys: "status", "reason". QM-DEE is not QM-FUM, so no met_7_day/met_30_day keys.
Reason: one sentence, under 30 words, naming the specific criterion or date that decided it.
Reason: "Only one outpatient claim (2026-04-14) carries a diabetes diagnosis; the two-claim distinct-date event criterion is not met, so the member never enters the denominator."
Word count: let me count. "Only(1) one(2) outpatient(3) claim(4) (2026-04-14)(5) carries(6) a(7) diabetes(8) diagnosis;(9) the(10) two-claim(11) distinct-date(12) event(13) criterion(14) is(15) not(16) met,(17) so(18) the(19) member(20) never(21) enters(22) the(23) denominator(24)." Under 30 words. Good.
Output exactly one fenced JSON block.json{
"status": "not_eligible",
"reason": "Only one outpatient claim (2026-04-14) carries a diabetes diagnosis; the two-claim distinct-date event criterion is unmet, so the member never enters the denominator."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 325 tokens
Let me analyze this member against QM-DEE.
Member: DOB 1990-09-12, 36 years old on 2026-12-31. Age 18-75: eligible age-wise.
Event: diabetes diagnosis on at least two outpatient claims on distinct dates of service during 2026 or 2025, OR one acute inpatient discharge.
History: only one claim with diabetes diagnosis — 2026-04-14 office visit E11.9. "No other claim in 2025 or 2026 carries a diabetes diagnosis."
So only one outpatient claim with diabetes diagnosis on a distinct date. No inpatient discharge mentioned. Therefore the member does not meet the event criterion — never enters the denominator.
Status: not_eligible.
Numerator: 2026-09-02 dilated retinal exam by optometrist — would meet N1, but since not in denominator, status remains not_eligible. The instructions: "A member who never enters the denominator is 'not_eligible' even if a compliance event is present in the record."
Reason: one sentence, under 30 words, naming the specific criterion or date that decided it. E.g., "Only one outpatient claim with a diabetes diagnosis (2026-04-14); the two-claim event criterion is not met, so the member never enters the denominator."
QM-DEE doesn't require met_7_day / met_30_day keys — those are only for QM-FUM. So just status and reason.
Output exactly one fenced JSON code block.json{
"status": "not_eligible",
"reason": "Only one outpatient claim carries a diabetes diagnosis (E11.9 on 2026-04-14), failing the two-distinct-date event criterion, so the member never enters the denominator."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 481 tokens
Let me work through QM-DEE for member 40304.
Eligible population:
- Age: 36 on 2026-12-31 (DOB 1990-09-12). Within 18-75. OK.
- Event: diabetes diagnosis (E10.- or E11.-) on at least two outpatient claims on distinct dates of service, or one acute inpatient discharge, during 2026 or 2025.
- The record shows only one outpatient claim with E11.9 on 2026-04-14. "No other claim in 2025 or 2026 carries a diabetes diagnosis." So only one outpatient claim with diabetes diagnosis. No inpatient discharge. So the diabetes event criterion is not met.
- Continuous enrolment: met, but moot.
Therefore, the member never enters the denominator → "not_eligible". Even though there is a compliance event (dilated retinal exam on 2026-09-02, negative), the member never enters the denominator.
Per the output contract: "A member who never enters the denominator is 'not_eligible' even if a compliance event is present in the record."
Required keys: "status", "reason". QM-DEE doesn't require met_7_day/met_30_day (those are only for QM-FUM).
Reason: under 30 words, naming the specific criterion. E.g., "Only one outpatient claim with a diabetes diagnosis (E11.9 on 2026-04-14); the two-claim distinct-date event criterion is not met, so the member never enters the denominator."
That's about 28 words. Let me count: "Only(1) one(2) outpatient(3) claim(4) with(5) a(6) diabetes(7) diagnosis(8) (E11.9(9) on(10) 2026-04-14);(11) the(12) two-claim(13) distinct-date(14) event(15) criterion(16) is(17) not(18) met,(19) so(20) the(21) member(22) never(23) enters(24) the(25) denominator(26)." 26 words. Good.
Output exactly one fenced JSON code block.json{
"status": "not_eligible",
"reason": "Only one outpatient claim carries a diabetes diagnosis (E11.9 on 2026-04-14); the two-distinct-date event criterion is unmet, so the member never enters the denominator."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Hunyuan 4 · Tencent42.6s · 2,769 out | 32.6s · 1,911 out | 26.6s · 1,580 out
Reasoning · 2,718 tokens
We need to answer JSON with keys: status, reason. Possibly not QM-FUM, so no met_7_day/met_30_day. Need evaluate QM-DEE measure for member 40304.
Let's parse the member record.
Measure QM-DEE: Diabetic Eye Examination. Measurement year 2026-01-01 through 2026-12-31.
Denominator:
- Age: 18 through 75 years as of 2026-12-31. DOB 1990-09-12, so 36 on 2026-12-31. 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.
- 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. So continuous enrolment satisfied.
Event: They have only one claim in 2025 or 2026 with diabetes diagnosis: 2026-04-14 Office visit, diagnosis E11.9. It says: "No other claim in 2025 or 2026 carries a diabetes diagnosis." So only one outpatient claim with diabetes diagnosis on one date (2026-04-14). The requirement is at least two outpatient claims on distinct dates of service, OR one acute inpatient discharge, during 2026 or 2025. They do not have two outpatient claims; they have only one outpatient claim. Do they have an acute inpatient discharge? No mention; history only says office visit and dilated retinal exam (by optometrist). No acute inpatient discharge. Therefore, the diabetes event criteria is NOT met. Thus the member never enters the denominator: not_eligible.
Check exclusions? Exclusions evaluated before numerator, but denominator eligibility is first. Since not in denominator due to event not met, status = not_eligible.
Wait: Need be careful: The event is "diabetes mellitus (any E10.- or E11.- code) documented on at至少 two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025." It says "during 2026 or 2025" meaning the claims/discharge occurred in 2025 or 2026. The member has only one outpatient claim in 2026. So event not satisfied. Therefore not_eligible.
But let's double-check: Could the dilated retinal examination by an optometrist count as an outpatient claim with diabetes diagnosis? The record says "No other claim in 2025 or 2026 carries a diabetes diagnosis." The exam on 2026-09-02 is a dilated retinal examination, negative. It doesn't say it has a diabetes diagnosis code. It is a procedure, but does it carry a diabetes diagnosis? The statement "No other claim in 2025 or 2026 carries a diabetes diagnosis" means only the 2026-04-14 office visit carries a diabetes diagnosis. So no second diagnosis. Thus event not satisfied.
Therefore status: not_eligible. Reason: one sentence, under 30 words, naming specific criterion or date that decided it. "Only one outpatient claim with a diabetes diagnosis (2026-04-14), not two distinct dates or an inpatient discharge." Let's count words: Only(1) one(2) outpatient(3) claim(4) with(5) a(6) diabetes(7) diagnosis(8) (2026-04-14),(9) not(10) two(11) distinct(12) dates(13) or(14) an(15) inpatient(16) discharge(17). That's 17 words. Under 30. It names criterion: event requires two outpatient claims on distinct dates or one acute inpatient discharge; member has only one outpatient claim (2026-04-14). Good.
But wait: There's also age eligible, continuous enrollment satisfied. Exclusions: E1 no enucleation, E2 no hospice, E3 gestational/steroid-induced only? Member has E11.9 (type 2 diabetes mellitus), not gestational/steroid induced. So no exclusion. But since never enters denominator, not_eligible.
Need to consider numerator: Even if denominator not met? Not relevant.
Let's verify if there is any nuance about "during 2026 or 2025" for event: "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 2026-04-14. They also have a dilated retinal exam 2026-09-02, but does that count as an outpatient claim? It is a procedure, likely an outpatient claim. But does it have a diabetes diagnosis? The record says "No other claim in 2025 or 2026 carries a diabetes diagnosis." That implies the dilated retinal exam does not carry a diabetes diagnosis. The event requires the diabetes code to be documented on the claim(s). So it doesn't count. So only one claim with diabetes code. So event not met.
Wait: Could the office visit on 2026-04-14 and the start of Metformin indicate diabetes? The claim has diagnosis E11.9. That's one outpatient claim. They need at least two outpatient claims on distinct dates. So no.
Thus status is "not_eligible". Reason: "Only one outpatient claim carries a diabetes diagnosis (2026-04-14); event requires two distinct dates or one inpatient discharge." Let's check words: Only(1) one(2) outpatient(3) claim(4) carries(5) a(6) diabetes(7) diagnosis(8) (2026-04-14);(9) event(10) requires(11) two(12) distinct(13) dates(14) or(15) one(16) inpatient(17) discharge(18). 18 words.
Should we mention "never enters denominator"? The reason field spec: "one sentence, under 30 words, naming the specific criterion or date that decided it". So saying "Only one outpatient claim carries a diabetes diagnosis (2026-04-14); denominator event requires two distinct dates or one inpatient discharge." That names criterion/date. Good.
Let's ensure no other keys. The task says: "Items drawn from measure QM-FUM require two further keys... For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." This measure is QM-DEE, not QM-FUM. So no met_7_day/met_30_day. Required keys for this task: status, reason. The initial instructions: "Required JSON keys: 'status' string..., 'reason' string...". And then "Items drawn from measure QM-FUM require two further keys...". Since QM-DEE, only status and reason. Don't add met_7_day etc.
Need output exactly one fenced JSON code block, nothing else. So:
```json
{
"status": "not_eligible",
"reason": "Only one outpatient claim carries a diabetes diagnosis (2026-04-14); denominator event requires two distinct dates or one inpatient discharge."
}
```
Check JSON formatting: Use null? No, reason is string. No trailing commas. Good.
Let's double-check reason word count: "Only one outpatient claim carries a diabetes diagnosis (2026-04-14); denominator event requires two distinct dates or one inpatient discharge."
Words: Only(1) one(2) outpatient(3) claim(4) carries(5) a(6) diabetes(7) diagnosis(8) (2026-04-14);(9) denominator(10) event(11) requires(12) two(13) distinct(14) dates(15) or(16) one(17) inpatient(18) discharge(19). 19 words. Under 30.
Wait: The reason must be "one sentence". It is one sentence (semicolon joins two independent clauses, still one sentence). Good.
Let's ensure not to use "excluded" or "compliant". Status not_eligible. Good.
But let's thoroughly review the measure spec to ensure no alternative interpretation:
ELIGIBLE POPULATION (denominator)
- Age: 18 through 75 years as of 2026-12-31. Member is 36. OK.
- 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 had an office visit 2026-04-14 with diagnosis E11.9. Metformin started. No other claim in 2025 or 2026 carries a diabetes diagnosis. So there is exactly one outpatient claim with an E11 code. Not two. No acute inpatient discharge. So event criterion not met. Therefore not in denominator. Status = not_eligible.
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. Meets requirement. But since event fails, not eligible.
Now numerator: Dilated retinal examination by optometrist, negative, on 2026-09-02. This would satisfy N1 (retinal or dilated eye exam by eye care professional during 2026). Actually N1: "A retinal or dilated eye examination performed by an eye care professional during 2026." The exam was 2026-09-02, by an optometrist (eye care professional), dilated retinal examination. So if they were in denominator, they'd be compliant (numerator met). But they're not in denominator. So not_eligible.
Check exclusions: E1 bilateral eye enucleation any time on or before 2026-12-31: none. E2 hospice during measurement year: none. E3 gestational or steroid-induced only: they have E11.9, not only gestational/steroid induced. So no exclusion. But since not in denominator, not_eligible anyway.
One nuance: The measure denominator event: "during 2026 or 2025" might mean the two outpatient claims must be in the same year? It says "during 2026 or 2025" meaning the time frame for the claims is the union of 2025 and 2026. It doesn't require them both in the same year. But they only have one in 2026, none in 2025 with diabetes. So still not met.
Another nuance: "documented on at least two outpatient claims on distinct dates of service" - Could the 2026-04-14 office visit and the 2026-09-02 dilated retinal examination both be outpatient claims, and even if the retinal exam doesn't have a diabetes diagnosis code documented, does the member have diabetes documented somewhere? The event definition specifically says the diabetes code must be documented on those claims: "diabetes mellitus (any E10.- or E11.- code) documented on at least two outpatient claims". So the claim must have the code. The record explicitly says no other claim carries a diabetes diagnosis. So fails.
Another nuance: The event can also be met by "one acute inpatient discharge" with diabetes documented. No inpatient discharge. So fails.
Thus final answer.
Wait: The output contract says: "If a task asks for a list, emit a JSON array even when it has one element or none." Not relevant.
"Use JSON null, not the string 'null', for a value you are told to leave empty." We aren't leaving empty.
Money and dates: Not relevant.
Let's craft final response with exactly one fenced JSON code block and nothing else.
```json
{
"status": "not_eligible",
"reason": "Only one outpatient claim carries a diabetes diagnosis (2026-04-14); denominator event requires two distinct dates or one inpatient discharge."
}
```
Check if reason ends with period inside string? Yes.
Let's ensure no extra text outside the block. The instruction: "Reply with exactly one fenced JSON code block and nothing else. No preamble, no commentary before or after, no second code block."
Thus final answer is just the block.
One more check: The prompt says "Required JSON keys: 'status' string — exactly one of: ... 'reason' string — one sentence, under 30 words, naming the specific criterion or date that decided it". Our reason names the specific criterion (denominator event requires two distinct dates or one inpatient discharge) and date (2026-04-14). Good.
I will output exactly that.json{
"status": "not_eligible",
"reason": "Only one outpatient claim carries a diabetes diagnosis (2026-04-14); denominator event requires two distinct dates or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,850 tokens
We need answer JSON with status, reason. Possibly also need keys? Task says: "Items drawn from measure QM-FUM require two further keys..." This measure is QM-DEE, not QM-FUM. So only required keys: "status", "reason". Must not add others. Need evaluate per QM-DEE spec.
Let's parse member:
DOB 1990-09-12, age on 2026-12-31 = 36. Age eligible 18-75 yes.
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: 2026-04-14 Office visit, diagnosis E11.9. Metformin started. No other claim in 2025 or 2026 carries a diabetes diagnosis. So only one outpatient claim with diabetes diagnosis on one distinct date of service. No acute inpatient discharge. Therefore event/diagnosis criteria not met? Wait: "documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge". One outpatient claim only. So member never enters denominator due to not meeting event (diabetes diagnosis requirement). Thus status = not_eligible.
But need check numerator: 2026-09-02 dilated retinal exam by optometrist, negative. Would meet N1 (during 2026 retinal/dilated eye exam by eye care professional; optometrist is eye care professional presumably). But since not in denominator, status not_eligible even if compliance event present. Good.
Continuous enrolment full year, no gap. Age yes. Exclusions: no enucleation, no hospice. E3 gestational/steroid only? They have E11.9 type 2 diabetes mellitus, not gestational/steroid only. But not relevant because not in denominator (event not satisfied). Actually denominator requires event; if event not met, not eligible. Not excluded because exclusions only evaluated for denominator? Spec says: "A member who never enters the denominator is 'not_eligible' even if a compliance event is present in the record." Wait, event is denominator criterion. If event missing, not eligible. Yes.
Need reason under 30 words, one sentence, naming specific criterion or date that decided it. Example: "Only one outpatient claim with an E11.9 diabetes diagnosis (2026-04-14); at least two distinct outpatient dates or an inpatient discharge is required for denominator entry." That's one sentence? Let's count words: Only(1) one(2) outpatient(3) claim(4) with(5) an(6) E11.9(7) diabetes(8) diagnosis(9) (2026-04-14);(10) at(11) least(12) two(13) distinct(14) outpatient(15) dates(16) or(17) an(18) inpatient(19) discharge(20) is(21) required(22) for(23) denominator(24) entry(25). Under 30. Good. But might need mention date 2026-04-14. It names criterion and date. Could say: "The diabetes event criterion is unmet: only one outpatient claim (E11.9 on 2026-04-14), not two distinct dates or an inpatient discharge." Count: The(1) diabetes(2) event(3) criterion(4) is(5) unmet:(6) only(7) one(8) outpatient(9) claim(10) (E11.9(11) on(12) 2026-04-14),(13) not(14) two(15) distinct(16) dates(17) or(18) an(19) inpatient(20) discharge(21). Good. Under 30.
Need ensure "status" exactly one of four. Use "not_eligible". Reason must be string. Need output exactly one fenced JSON code block. No other text. Ensure JSON valid.
Let's check possible nuance: Member has metformin started. Does that count as diabetes diagnosis event? No, event requires diagnosis code on claims. So no.
Could the "2026-04-14 Office visit, diagnosis E11.9" count as one outpatient claim on one distinct date. The spec: "documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025." "No other claim in 2025 or 2026 carries a diabetes diagnosis." So indeed only one. Not eligible.
Wait: It says "during 2026 or 2025". Does "or" mean either year? The event must be documented on at least two outpatient claims on distinct dates of service during 2026 or 2025, or on one acute inpatient discharge during 2026 or 2025. Usually HEDIS: Diabetes can be identified during the measurement year or year prior. Need at least two outpatient visits on different dates of service, or one acute inpatient discharge, with diabetes diagnosis. Here only one in 2026, none in 2025. So fails.
Could there be an exception: metformin started indicates diabetes but not a claim? Not a diagnosis code. No.
Now, output must include only the JSON block. Need not include met_7_day etc because measure is QM-DEE, not QM-FUM. The instructions say items drawn from QM-FUM require two further keys. For this task (QM-DEE) we should not add those keys. Do not add keys not asked. The required keys are status and reason. Good.
Check reason length: Under 30 words. Let's draft final reason: "The diabetes event criterion is unmet: only one outpatient claim with E11.9 (2026-04-14), not two distinct outpatient dates or an inpatient discharge." Count words: The(1) diabetes(2) event(3) criterion(4) is(5) unmet:(6) only(7) one(8) outpatient(9) claim(10) with(11) E11.9(12) (2026-04-14),(13) not(14) two(15) distinct(16) outpatient(17) dates(18) or(19) an(20) inpatient(21) discharge(22). 22 words. Good. It names specific criterion (diabetes event criterion) and date (2026-04-14). Under 30, one sentence. Use colon and comma. It's one sentence? It ends with period. Yes.
Alternative: "Denominator event not met: only one outpatient diabetes claim (E11.9 on 2026-04-14); two distinct outpatient dates or one inpatient discharge are required." Count: Denominator(1) event(2) not(3) met:(4) only(5) one(6) outpatient(7) diabetes(8) claim(9) (E11.9(10) on(11) 2026-04-14);(12) two(13) distinct(14) outpatient(15) dates(16) or(17) one(18) inpatient(19) discharge(20) are(21) required(22). 22 words. This maybe clearer. It still one sentence (with semicolon). Under 30.
Reason must "naming the specific criterion or date that decided it". This names event criterion and date.
Let's ensure no extra spaces? JSON keys: "status": "not_eligible", "reason": "...". Use double quotes. Ensure code block:
```json
{
"status": "not_eligible",
"reason": "Denominator event not met: only one outpatient diabetes claim (E11.9 on 2026-04-14); two distinct outpatient dates or one inpatient discharge are required."
}
```
Check the reason under 30 words: let's count tokens precisely: Denominator(1) event(2) not(3) met:(4) only(5) one(6) outpatient(7) diabetes(8) claim(9) (E11.9(10) on(11) 2026-04-14);(12) two(13) distinct(14) outpatient(15) dates(16) or(17) one(18) inpatient(19) discharge(20) are(21) required(22). Period. 22 words. Good.
But wait, is "E11.9" considered a word? Usually punctuation attaches, but word count ignoring? Safe.
Now, final answer: only fenced JSON code block. No preamble. Ensure no trailing text. Done.json{
"status": "not_eligible",
"reason": "Denominator event not met: only one outpatient diabetes claim (E11.9 on 2026-04-14); two distinct outpatient dates or one inpatient discharge are required."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,520 tokens
We need answer JSON only. Need analyze QM-DEE measure. Member 40304.
We need determine status, reason, and if QM-FUM? No, measure is QM-DEE. So only status and reason required. Wait task says "Items drawn from measure QM-FUM require two further keys..." not QM-FUM here. So required JSON keys: status, reason. Output exactly one fenced JSON code block. Need no extra keys. Let's evaluate.
Measure QM-DEE Diabetic Eye Examination. Measurement year 2026.
Eligible population:
- Age 18 through 75 as of 2026-12-31. DOB 1990-09-12 -> on 2026-12-31 age: 2026 - 1990 = 36, birthday Sep 12 passed, so 36. Yes within 18-75.
- 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.
Record: 2026-04-14 office visit diagnosis E11.9. That's one outpatient claim with E11.9 during 2026. "No other claim in 2025 or 2026 carries a diabetes diagnosis." Need at least two outpatient claims on distinct dates OR one acute inpatient discharge. We have only one outpatient claim with diabetes diagnosis. Not one acute inpatient discharge. So event/diabetes criterion not met. Therefore not in denominator. So status = "not_eligible". Wait continuous enrolment full year yes, but event fails. So not_eligible.
But need be careful: "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 record says "2026-04-14 Office visit, diagnosis E11.9. Metformin started. No other claim in 2025 or 2026 carries a diabetes diagnosis." So only one outpatient claim with diabetes diagnosis. No acute inpatient discharge. Thus member never enters denominator. status not_eligible.
Reason: one sentence, under 30 words, naming specific criterion or date that decided it. Need name criterion: only one outpatient claim with diabetes diagnosis (E11.9 on 2026-04-14), not two distinct dates or an inpatient discharge, so not eligible. Count words. Let's draft:
"Only one outpatient claim (E11.9 on 2026-04-14) documents diabetes; without two distinct-date outpatient claims or an acute inpatient discharge, the denominator event is unmet."
Word count: Only(1) one(2) outpatient(3) claim(4) (E11.9(5) on(6) 2026-04-14)(7) documents(8) diabetes;(9) without(10) two(11) distinct-date(12) outpatient(13) claims(14) or(15) an(16) acute(17) inpatient(18) discharge,(19) the(20) denominator(21) event(22) is(23) unmet.(24) Under 30. Good. Might mention age? Not needed. Or "Only one E11.9 outpatient claim on 2026-04-14 exists; the required two distinct-date outpatient diabetes claims or one acute inpatient discharge is absent." Count: Only1 one2 E11.9? maybe token. Let's count: Only(1) one(2) E11.9(3) outpatient(4) claim(5) on(6) 2026-04-14(7) exists;(8) the(9) required(10) two(11) distinct-date(12) outpatient(13) diabetes(14) claims(15) or(16) one(17) acute(18) inpatient(19) discharge(20) is(21) absent.(22) Good.
Need ensure "diagnosis" maybe. We'll use concise.
But wait: The numerator event: 2026-09-02 dilated retinal exam by optometrist, negative. That's N1? Actually N1: retinal or dilated eye exam performed by eye care professional during 2026. It doesn't mention result? N1 doesn't require negative result, just exam during 2026. The record has that. But since not in denominator, numerator irrelevant. Status not_eligible. Reason should name criterion that decided it: age? no. event only. Continuous enrolment ok. Exclusions none but not needed. If member not eligible, status not_eligible even if compliance event present. Yes.
Let's verify there isn't any possible interpretation: The diabetes diagnosis documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025. They have one office visit with E11.9. Does "Metformin started" count? No, event requires diagnosis codes on claims. No other claim carries diabetes diagnosis. So event not met. Not eligible.
Could there be an embedded issue: Date of birth 1990-09-12, 36 on 2026-12-31, within 18-75. Enrolment continuous full year. Good.
Exclusions: none.
Thus final JSON:
{
"status": "not_eligible",
"reason": "Only one outpatient claim (E11.9 on 2026-04-14) documents diabetes; the required two distinct-date outpatient claims or one acute inpatient discharge is absent."
}
Check reason under 30 words: Let's recount full string: "Only one outpatient claim (E11.9 on 2026-04-14) documents diabetes; the required two distinct-date outpatient claims or one acute inpatient discharge is absent."
Words split:
1 Only
2 one
3 outpatient
4 claim
5 (E11.9
6 on
7 2026-04-14)
8 documents
9 diabetes;
10 the
11 required
12 two
13 distinct-date
14 outpatient
15 claims
16 or
17 one
18 acute
19 inpatient
20 discharge
21 is
22 absent.
That's 22 words. Under 30. Good.
Wait, "E11.9" maybe code plus parentheses. Fine.
Need output exactly one fenced JSON code block and nothing else. No commentary. Use JSON null? Not needed.
Double-check no keys for QM-FUM. Since measure is QM-DEE, no met_7_day/met_30_day. Do not add.
Potential nuance: "Any E10.- or E11.- code" includes E11.9. Documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025. The office visit code is outpatient claim. Only one. So not eligible. Good.
Let's produce final with code block. Ensure valid JSON: string with semicolon okay. No trailing commas. Use true/false only if needed. Not.
Let's final.json{
"status": "not_eligible",
"reason": "Only one outpatient claim (E11.9 on 2026-04-14) documents diabetes; the required two distinct-date outpatient claims or one acute inpatient discharge is absent."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Flash · Alibaba14.6s · 746 out | 3.9s · 335 out | 3.3s · 271 out
Reasoning · 686 tokens
We need answer user's implicit request? They provided member record maybe expecting evaluation under QM-DEE? Need produce final likely concise result with status? Need infer. They gave member record only. Likely ask to determine quality measure? Need compute: Member 36, diabetes documented on at least two outpatient claims distinct dates OR one acute inpatient discharge during 2026 or 2025. Here only one office visit with E11.9, no other diabetes claim. So not eligible because denominator event not met. Even numerator present 2026 dilated retinal exam. Need maybe answer not_eligible reason. Could mention QM-DEE? Need be careful: 2026-09-02 dilated retinal examination by optometrist, negative: meets N1 if eligible (during 2026). But ineligible due only one diabetes claim. Enrolment continuous. No exclusions. Status non_compliant? No, not eligible. If task family required JSON keys? The prompt only says member record, no explicit question. Maybe they expect structured status? Need provide. Could output a concise determination. Need maybe include if measure QM-FUM? No items drawn? User included only QM-DEE? Actually task family says items drawn from QM-FUM require extra keys, but this is QM-DEE. Maybe output keys status and reason. But user didn't explicitly request; likely in evaluation, answer should classify.
Need maybe note age 36 as of 2026-12-31 within 18-75. Continuous enrolment yes. Event no. So status: not_eligible. reason: only one diabetes diagnosis claim, fails denominator requiring two outpatient dates or inpatient discharge. Could say "not eligible for QM-DEE denominator because diabetes documented on only one outpatient claim during 2025-2026." Under 30 words? If required from task family, reason under 30 words. Need maybe JSON:
{
"status": "not_eligible",
"reason": "Age and enrolment meet denominator, but only one diabetes diagnosis claim on 2026-04-14 fails the two outpatient distinct dates or inpatient discharge event requirement."
}
Need ensure under 30 words? Count: Age(1) and2 enrolment3 meet4 denominator,5 but6 only7 one8 diabetes9 diagnosis10 claim11 on12 2026-04-14(13?) fails14 the15 two16 outpatient17 distinct18 dates19 or20 inpatient21 discharge22 event23 requirement24. Good under 30 if dates one token. Could simpler.
Need maybe if output not JSON? The system doesn't require JSON for this? It described required JSON keys for task family. The final can be concise. Need maybe mention met_7_day? Not QM-FUM? User says items drawn from QM-FUM require two further keys; this is QM-DEE, so no.
Need decide final: Since likely grading expects JSON with status/reason. Use JSON code block? Maybe.{
"status": "not_eligible",
"reason": "Only one diabetes diagnosis claim exists on 2026-04-14, so the denominator event requiring two outpatient dates or an acute inpatient discharge is not met."
}Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 273 tokens
We need answer JSON only. Need analyze measure. Member DOB 1990-09-12 age 36 as of 2026-12-31 age eligible. Continuous enrolment eligible. Event: diabetes mellitus any E10/E11 documented on at least two outpatient claims on distinct dates of service, or one acute inpatient discharge, during 2026 or 2025. Record: 2026-04-14 office visit diagnosis E11.9 only, no other claim with diabetes diagnosis. Dilated retinal exam 2026-09-02 negative? Does retinal exam by optometrist carry E11? likely not unless diagnosis? They say no other claim in 2025 or 2026 carries a diabetes diagnosis. Thus one outpatient only, no acute inpatient. Never enters denominator. Status not_eligible. Reason one sentence under 30 words: member has only one outpatient claim with diabetes diagnosis in 2026 or 2025 and no acute inpatient discharge, so denominator event not met. Need maybe not_eligible even numerator event present. No QM-FUM extras. Ensure exact keys status reason. JSON block only.
json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes diagnosis claim occurred in 2026 or 2025 and no acute inpatient discharge, so denominator event criteria were not met."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 216 tokens
We need answer JSON only. Need analyze measure QM-DEE. Member age 36 within 18-75. Continuous enrolment full measurement year OK. Event diabetes: any 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. Record: 2026-04-14 office visit E11.9. No other claim in 2025 or 2026 carries diabetes. Only one outpatient claim, no acute inpatient discharge. Therefore not enter denominator: not_eligible. Exclusions? no enucleation/hospice; gestational? not. Need reason under 30 words naming specific criterion/date. "Only one outpatient diabetes diagnosis on 2026-04-14; no second claim or acute inpatient discharge." Status not_eligible. No QM-FUM keys. Ensure JSON exactly.
json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes diagnosis on 2026-04-14; no second claim or acute inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K2.6 · Moonshot16.9s · 1,350 out | 4.3s · 1,166 out | 48.7s · 1,653 out
Reasoning · 1,306 tokens
We need to determine the measure status for QM-DEE for this member.
Measure: Diabetic Eye Examination (QM-DEE)
Measurement year: 2026-01-01 through 2026-12-31.
Eligible population (denominator):
- Age: 18 through 75 years as of 2026-12-31. Member DOB 1990-09-12. Age on 2026-12-31: 2026-1990 = 36, and birthday is Sep 12, so by Dec 31, 2026, they have turned 36. So age 36, which is within 18-75.
- 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: 2026-04-14 Office visit, diagnosis E11.9. No other claim in 2025 or 2026 carries a diabetes diagnosis.
So there is only one outpatient claim with E11.9. The event requirement is at least two outpatient claims on distinct dates of service, or one acute inpatient discharge. The member has only one outpatient claim. So they do NOT meet the event criterion.
Therefore, the member is not eligible (never enters denominator).
Wait, but the prompt says: "A member who never enters the denominator is 'not_eligible' even if a compliance event is present in the record." So not_eligible.
But let's double-check: 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 record shows one office visit on 2026-04-14 with E11.9. No other claim. So indeed fails event.
Thus status: "not_eligible".
Reason: Must be one sentence, under 30 words, naming the specific criterion or date that decided it.
Possible reason: "Only one outpatient diabetes claim in 2025 or 2026; requires two distinct outpatient claims or one inpatient discharge." Let's count words: "Only one outpatient diabetes claim in 2025 or 2026; requires two distinct outpatient claims or one inpatient discharge." That's 16 words. Good.
Or "Member had only one diabetes claim during 2025-2026, failing the event criterion." 11 words.
Let's be precise: "Only one outpatient claim with diabetes diagnosis in 2025 or 2026." That's 11 words. But maybe should mention the criterion. The reason should name the specific criterion or date that decided it. The criterion is the event criterion (two outpatient claims or one inpatient). So: "Fewer than two outpatient diabetes claims and no inpatient discharge during 2025 or 2026." 13 words. Good.
Now, the question: The task family says "Items drawn from measure QM-FUM require two further keys: met_7_day, met_30_day". This measure is QM-DEE, not QM-FUM. So we do NOT include those keys. The required JSON keys are only "status" and "reason" for this measure, unless otherwise specified. Let's check the prompt.
Prompt says:
Required JSON keys:
"status" string
"reason" string
Then: "Items drawn from measure QM-FUM require two further keys..."
Since this is QM-DEE, we only need status and reason.
Thus final JSON:
{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim in 2025 or 2026; event criterion requires two distinct outpatient claims or one inpatient discharge."
}
Wait, word count: let's count.
"Only one outpatient diabetes claim in 2025 or 2026; event criterion requires two distinct outpatient claims or one inpatient discharge."
1 Only 2 one 3 outpatient 4 diabetes 5 claim 6 in 7 2025 8 or 9 2026; 10 event 11 criterion 12 requires 13 two 14 distinct 15 outpatient 16 claims 17 or 18 one 19 inpatient 20 discharge. That's 20 words. Under 30. Good.
But maybe more concise: "Only one outpatient diabetes claim during 2025-2026; denominator requires two distinct claims or an inpatient discharge." That's 15 words. Good.
Let's make sure it's accurate: "during 2025 or 2026" vs "during 2025-2026". The spec says "during 2026 or 2025". So "in 2025 or 2026" is fine.
Let's also verify there are no exclusions that would apply. E1: No enucleation. E2: No hospice. E3: Gestational or steroid-induced diabetes only. The diagnosis is E11.9 (Type 2 diabetes mellitus without complications). So not excluded.
But since not eligible due to event, we don't need to consider exclusions or numerator. The numerator event (eye exam) is present, but irrelevant.
One subtle point: The prompt says "No other claim in 2025 or 2026 carries a diabetes diagnosis." So indeed only one claim. However, could the prescription of Metformin count as documentation? No, the spec explicitly says "documented on at least two outpatient claims ... or on one acute inpatient discharge". Medication start is not a claim diagnosis. The claim is the office visit. So only one.
Thus status is not_eligible.
I will output exactly the JSON block.
One more check: The prompt says "Answer only from the material in the prompt." The material says "No other claim in 2025 or 2026 carries a diabetes diagnosis." So we use that.
Final JSON:
```json
{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim in 2025 or 2026; denominator requires two distinct claims or an inpatient discharge."
}
```
Word count: 16 words. Good.
I need to ensure no extra keys. The required keys are "status" and "reason". No met_7_day or met_30_day because it's QM-DEE.
Thus final answer.json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim in 2025 or 2026; denominator requires two distinct claims or an inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,147 tokens
We need to evaluate the member against measure QM-DEE (Diabetic Eye Examination). Let's parse the member record and specification.
Measure QM-DEE details:
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:
- 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. (2025 exam with positive or no result does not satisfy.)
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.
Now member record:
- Member 40304. DOB 1990-09-12. Age on 2026-12-31: 2026-12-31 minus 1990-09-12 = 36 years old. So age criterion met (18-75).
- Enrollment: 2026-01-01 through 2026-12-31, continuous. So continuous enrollment criterion met.
- History:
- 2026-04-14 Office visit, diagnosis E11.9. Metformin started.
- No other claim in 2025 or 2026 carries a diabetes diagnosis.
- 2026-09-02 Dilated retinal examination by an optometrist, negative.
- No enucleation, no hospice.
First, check denominator: event requires diabetes mellitus (any 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.
Member has only one claim with diabetes diagnosis: 2026-04-14 office visit. No other claim in 2025 or 2026 carries a diabetes diagnosis. So they have only one outpatient claim, not two distinct dates. There is no acute inpatient discharge. Therefore, the event criterion is NOT met.
Thus the member never enters the denominator. So status should be "not_eligible". The reason should be one sentence, under 30 words, naming the specific criterion or date that decided it.
Even though the member had a dilated retinal exam in 2026 (which would satisfy numerator N1 if they were in denominator), they are not eligible because they lack the required two outpatient claims or inpatient discharge.
Check exclusions: Not applicable because not in denominator. But for completeness: no enucleation, no hospice, E3 doesn't apply because they have E11.9 (not gestational or steroid-induced only). But since not in denominator, status is "not_eligible".
Keys required: "status", "reason". No extra keys. This is not a QM-FUM measure, so no met_7_day or met_30_day 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." Since this is QM-DEE, not QM-FUM, we should not include those keys. The instruction says "Required JSON keys: 'status', 'reason'". And "Include every required key. Do not add keys that were not asked for." So only status and reason.
Thus final JSON:
{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim found; denominator requires two distinct dates or one inpatient discharge."
}
Wait, need to check word count: "Only one outpatient diabetes claim found; denominator requires two distinct dates or one inpatient discharge." Let's count: Only(1) one(2) outpatient(3) diabetes(4) claim(5) found;(6) denominator(7) requires(8) two(9) distinct(10) dates(11) or(12) one(13) inpatient(14) discharge.(15) That's 15 words. Good.
Check if the criterion is exactly "Event: diabetes mellitus ... documented on at least two outpatient claims on distinct dates of service, or on one acute inpatient discharge, during 2026 or 2025." So reason should reference the event criterion.
Alternative reason: "Diabetes documented on only one outpatient claim; denominator requires two distinct dates or an inpatient stay." (14 words). Good.
Make sure not to mention the exam. The exam is irrelevant.
Double-check age: 1990-09-12 to 2026-12-31 is indeed 36. So age is fine.
Enrollment is continuous full year.
So the only failing criterion is event.
Thus "not_eligible".
Return JSON block only.json{
"status": "not_eligible",
"reason": "Diabetes documented on only one outpatient claim; denominator requires two distinct dates or an inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,632 tokens
We need to evaluate Member 40304 against measure QM-DEE (Diabetic Eye Examination). Let's parse the spec and the member record.
Measure QM-DEE Details:
- 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 enrolment: full measurement year with no more than one gap of up to 45 days.
- Numerator:
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:
- DOB: 1990-09-12. Age on 2026-12-31: 36. So age criterion (18-75) is met.
- Enrolment: 2026-01-01 through 2026-12-31, continuous. So continuous enrollment criterion is met.
- History:
- 2026-04-14: Office visit, diagnosis E11.9. Metformin started.
- No other claim in 2025 or 2026 carries a diabetes diagnosis.
- 2026-09-02: Dilated retinal examination by an optometrist, negative.
- No enucleation, no hospice.
Now check the event criterion for denominator: diabetes mellitus 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 only one claim with a diabetes diagnosis (E11.9) on 2026-04-14. It says "No other claim in 2025 or 2026 carries a diabetes diagnosis." Therefore, the member does NOT meet the event criterion (only one outpatient claim, not two; no acute inpatient discharge).
Since the member doesn't meet the event criterion, they never enter the denominator.
Therefore status is "not_eligible".
Reason should be one sentence under 30 words naming the specific criterion or date that decided it. E.g., "Only one diabetes claim in 2025-2026, failing the two distinct outpatient claims requirement."
We also need to check exclusions? The instructions say: "Exclusions are evaluated before the numerator. A member who never enters the denominator is 'not_eligible' even if a compliance event is present in the record." So we do not need to evaluate exclusions because denominator entry fails.
Wait, but let's be careful. Could the single office visit be considered something else? It says "Office visit, diagnosis E11.9." That's an outpatient claim. The spec says "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 only one such claim. So indeed fails denominator.
Also check if E11.9 qualifies. Yes, E11.- is type 2 diabetes mellitus.
So status: "not_eligible".
Reason: "Only one outpatient diabetes claim in 2025-2026; requires two distinct dates or one inpatient discharge."
Let's count words: Only(1) one(2) outpatient(3) diabetes(4) claim(5) in(6) 2025-2026;(7) requires(8) two(9) distinct(10) dates(11) or(12) one(13) inpatient(14) discharge.(15) That's 15 words. Good.
What about the further keys for QM-FUM? The task description says "Items drawn from measure QM-FUM require two further keys: 'met_7_day' boolean, 'met_30_day' boolean. For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." But this measure is QM-DEE, not QM-FUM. The prompt says "Required JSON keys: 'status', 'reason'". It does not mention met_7_day or met_30_day for QM-DEE. So we should not add them. The instructions: "Include every required key. Do not add keys that were not asked for." So only status and reason.
Wait, the prompt has a general description: "Items drawn from measure QM-FUM require two further keys...". Since this task is QM-DEE, those keys are not required. So we output only status and reason.
Double check: Is there any nuance about the eye exam? The numerator criteria are irrelevant if not in denominator. The member had a dilated retinal exam by an optometrist in 2026 with negative result. If they were in denominator, they would be compliant via N1. But they're not in denominator. So "not_eligible".
Let's verify the age exactly: born 1990-09-12. On 2026-12-31, they are 36 years old (2026-1990 = 36, and Dec > Sep, so yes 36). That's within 18-75.
Enrollment: continuous full year. Good.
So final JSON:
{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim in 2025-2026; requires two distinct dates or one inpatient discharge."
}
Check word count: "Only one outpatient diabetes claim in 2025-2026; requires two distinct dates or one inpatient discharge." That's 15 words. Under 30.
Let's ensure no extra punctuation or keys. Exactly one fenced JSON code block.
One more thing: Should we mention "event" or "denominator"? The reason should name the specific criterion or date that decided it. The criterion is the event criterion (two outpatient claims or one inpatient). So my reason is accurate.
Alternative reason: "Member had only one diabetes claim, failing denominator event requirement." That's 9 words. Also good. I'll stick with something clear.
Wait, the prompt says "name the specific criterion or date that decided it". So maybe: "Failed denominator event criterion: only one outpatient diabetes claim in 2025-2026." That's 10 words. Good.
Let's go with: "Failed denominator event criterion; only one outpatient diabetes claim in 2025-2026." 11 words.
Actually, I want to be precise. The criterion is "at least two outpatient claims on distinct dates of service, or one acute inpatient discharge". The reason could be: "Only one outpatient diabetes claim in measurement period, failing event requirement." That's 10 words.
I'll use: "Only one outpatient diabetes claim in 2025-2026, failing the event criterion."
Words: Only(1) one(2) outpatient(3) diabetes(4) claim(5) in(6) 2025-2026,(7) failing(8) the(9) event(10) criterion.(11) Good.
Yes.
So final answer is just the JSON.json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim in 2025-2026, failing the event criterion."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Pro · DeepSeek14.4s · 605 out | 10.0s · 386 out | 6.6s · 410 out
Reasoning · 548 tokens
We are asked to evaluate member 40304 under QM-DEE (Diabetic Eye Examination) for measurement year 2026. The required keys: "status" and "reason". We need to output JSON.
Let's go step by step.
ELIGIBLE POPULATION (denominator) criteria:
1. Age: 18-75 as of 2026-12-31. DOB 1990-09-12, so age in years as of 2026-12-31: 2026-1990 = 36 years (since birthday September, after December it's still 36). So age 36, meets criteria.
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."
The record shows:
- 2026-04-14 office visit, diagnosis E11.9. Metformin started.
- No other claim in 2025 or 2026 carries a diabetes diagnosis.
So only one outpatient claim with a diabetes diagnosis (E11.9) in the entire 2025-2026 period. No acute inpatient discharge. Therefore, the event criterion requires at least two outpatient claims with diabetes on distinct dates. We have only one. So the member does not meet the event requirement. Thus, they never enter the denominator? They are "not_eligible". Wait, the event criterion is for denominator entry. So if they don't meet the event, they are not in the denominator. So status = "not_eligible".
But let's double-check: the measure says eligible population (denominator) includes those with age, event, continuous enrolment. So if any of those fails, they are not in the denominator. Continuous enrolment: they had continuous enrolment from 2026-01-01 to 2026-12-31 with no more than one gap of up to 45 days. That is satisfied. But event fails. So they are not eligible. So status "not_eligible". Reason should be something like: "Only one outpatient claim with diabetes diagnosis (E11.9 on 2026-04-14) in 2025-2026; two required." That is under 30 words.
Confirm that we disregard the numerator and exclusions because they aren't in the denominator. So status is not_eligible.
Now, output JSON: "status": "not_eligible", "reason": as described. No additional keys needed because this is QM-DEE, not QM-FUM. So just those two keys.json{
"status": "not_eligible",
"reason": "Only one outpatient claim with diabetes diagnosis (E11.9 on 2026-04-14) in 2025-2026; two required for denominator entry."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 327 tokens
We are given a quality measure QM-DEE, measurement year 2026. Member 40304: DOB 1990-09-12, so age 36 on 2026-12-31 (within 18-75). Diabetes diagnosis: only one claim in 2026-04-14 with E11.9. The denominator requires diabetes mellitus documented on at least two outpatient claims on distinct dates, or one acute inpatient discharge, during 2026 or 2025. Here, only one outpatient claim in 2026, none in 2025. So the member does not meet the event criterion. Therefore, not eligible. No need to check continuous enrolment (though they are continuous). The reason: only one outpatient claim with a diabetes diagnosis during 2026 and none in 2025, insufficient to meet denominator event requirement.
Thus status: "not_eligible". Reason: "Only one diabetes diagnosis on outpatient claim in 2026 (2026-04-14), requires at least two outpatient claims or one inpatient discharge."
The task asks for "met_7_day" and "met_30_day" only for QM-FUM, not here. So we omit those keys. We only output status and reason.
Check if there's any exclusion? Exclusion doesn't matter because not eligible. So "not_eligible" is correct.
Final JSON: {"status": "not_eligible", "reason": "Only one diabetes diagnosis on outpatient claim in 2026 (2026-04-14); denominator requires at least two outpatient claims or one inpatient discharge."}json{
"status": "not_eligible",
"reason": "Only one diabetes diagnosis on an outpatient claim (2026-04-14); denominator requires at least two outpatient claims or one inpatient discharge for diabetes in 2025–2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 351 tokens
We are given measure QM-DEE and member 40304. We need to determine status: compliant, non_compliant, excluded, not_eligible. Then reason, and for QM-DEE we don't need met_7_day/met_30_day keys (that's for QM-FUM). So output only status and reason.
First, check eligibility (denominator):
- Age: 18-75 as of 2026-12-31. DOB 1990-09-12 -> age 36 on 2026-12-31, so eligible age.
- Diabetes diagnosis: need either two outpatient claims on distinct dates with E10.- or E11.- codes in 2026 or 2025, or one acute inpatient discharge with such diagnosis. Member has only one outpatient claim: 2026-04-14 with E11.9. No other diabetes diagnosis in 2025 or 2026. So only one outpatient claim is not sufficient. No inpatient. Therefore, does not meet the event criterion for denominator.
- Continuous enrolment: met, but event criterion fails, so not eligible.
Thus, status = "not_eligible". Reason: "Only one outpatient visit with diabetes diagnosis in 2025-2026; need two outpatient visits or one inpatient discharge."
We should confirm no other diabetes diagnoses in record: "No other claim in 2025 or 2026 carries a diabetes diagnosis." So indeed not eligible.
If they were eligible, would they be compliant? They had a dilated retinal exam in 2026, which would satisfy N1. But since not eligible, it doesn't matter.
Thus, output: status "not_eligible", reason sentence.json{
"status": "not_eligible",
"reason": "Only one outpatient claim with a diabetes diagnosis (2026-04-14) during 2025-2026; the measure requires at least two outpatient visits or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Luna · OpenAI2.2s · 98 out | 2.2s · 116 out | 2.3s · 107 out
Reasoning · 52 tokens
**Clarifying eligibility criteria**
I need to provide the exact status reason regarding eligibility for a certain program. To qualify, there needs to be evidence of diabetes on at least two distinct outpatient dates or one inpatient case during the 2025/26 period. Just having one outpatient claim isn’t enough for eligibility, even if there was an eye exam. So, I need to format this information accurately in a JSON structure that's under 30 words.json{"status":"not_eligible","reason":"Only one outpatient diabetes diagnosis claim is documented; the measure requires claims on at least two distinct service dates or one acute inpatient discharge."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "not_eligible",
"reason": "Not eligible because only one outpatient diabetes diagnosis claim occurred, on 2026-04-14; two distinct dates or one acute inpatient discharge are required."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 58 tokens
**Determining eligibility criteria**
I need to clarify our output requirements: I must ensure that we provide the JSON keys for "status" and "reason." To determine eligibility, it requires diabetes on at least two distinct outpatient dates of service or one inpatient acute visit during 2026/25. If there's only one outpatient visit, then the patient isn't eligible, even after an exam. I’ll phrase the reason clearly in under 30 words, ensuring it aligns with the exact criteria.json{"status":"not_eligible","reason":"Only one outpatient diabetes diagnosis claim occurred on 2026-04-14; the measure requires two distinct outpatient dates or one acute inpatient discharge."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Flash · DeepSeek2.3s · 265 out | 23.4s · 207 out | 43.0s · 1,066 out
Reasoning · 215 tokens
We need answer JSON. Need parse measure QM-DEE. Member 36, enrolled continuous. Diabetes: E11.9 on one office visit in 2026 only. Denominator requires diabetes documented on at least two outpatient claims distinct dates OR one acute inpatient discharge during 2026 or 2025. Here only one outpatient claim with diabetes in 2026. No other claim in 2025 or 2026 carries diabetes diagnosis. So not meet event. Therefore not_eligible. Need status "not_eligible" reason under 30 words naming specific criterion/date. Also QM-DEE not QM-FUM, only status reason required. Need mention only one diabetes claim. Also note numerator exam negative but not eligible. Exclusions not relevant. Ensure "not_eligible" because never enters denominator. Reason e.g. "Only one outpatient claim with E11.9 (2026-04-14); denominator requires two distinct outpatient dates or one inpatient discharge in 2025-2026." That's under 30 words. final with JSON only.{"status":"not_eligible","reason":"Only one outpatient claim with E11.9 on 2026-04-14; denominator requires two distinct outpatient dates or an inpatient discharge in 2025-2026."}Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 165 tokens
We need answer JSON. Need parse measure QM-DEE. Member: 36 years old, continuous enrollment. Diabetes? Only one E11.9 on 2026-04-14. Measure requires diabetes mellitus documented on at least two outpatient claims on distinct dates OR one acute inpatient discharge during 2026 or 2025. Only one outpatient claim, no acute inpatient. So not eligible. Need status "not_eligible", reason. Also QM-FEE? Actually measure QM-DEE not QM-FUM. Required keys: status, reason. No met fields? The instruction mentions QM-FUM fields only for QM-FUM. For QM-DEE just status/reason. Need answer JSON. Reason under 30 words. Mention only one diabetes claim, not two. Final. {
"status": "not_eligible",
"reason": "Only one outpatient diabetes claim (2026-04-14); measure requires two distinct outpatient visits or one inpatient discharge."
}Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,006 tokens
We need answer JSON. Need classify quality measure QM-DEE. Need determine eligible, numerator, exclusions.
Member: DOB 1990-09-12 => age on 2026-12-31: 36? Born Sep 12 1990; Dec 31 2026 = 36 years (turned 36 in Sep 2026). Age 18-75 yes.
Event: diabetes mellitus (E11.9) documented on at least two outpatient claims on distinct dates, or one acute inpatient discharge, during 2026 or 2025. History: 2026-04-14 Office visit diagnosis E11.9. No other claim in 2025 or 2026 carries diabetes diagnosis. Only one outpatient claim. So not meet denominator? Need for denominator event: diabetes mellitus (any E10/E11) documented on at least two outpatient claims on distinct dates, or one acute inpatient discharge, during 2026 or 2025. They have only one outpatient claim. Thus not eligible denominator. Need status "not_eligible". Need met_7_day false met_30_day false? The instruction: For QM-FUM? Wait measure code in prompt "QM-DEE" and "MEASURE QM-DEE". The instruction says "Items drawn from measure QM-FUM require two further keys..." But here measure is QM-DEE? Actually prompt says MEASURE QM-DEE — DIABETIC EYE EXAMINATION. But required second keys mention QM-FUM? "Items drawn from measure QM-FUM require two further keys: met_7_day, met_30_day". That seems for a different measure. But the request includes "Required JSON keys" from system? It says required JSON keys: status, reason. Then after "Items drawn from measure QM-FUM require two further keys..." But this item is QM-DEE, not QM-FUM. So should we include met_7_day and met_30_day? It says items drawn from measure QM-FUM require two further keys. Since measure is QM-DEE, likely no need. But maybe the harness generic included? Need parse carefully.
We need output exactly one JSON with status and reason maybe plus met keys only if measure QM-FUM. Here measure QM-DEE, so only status/reason. Need reason under 30 words, naming specific criterion or date. Need mention not eligible because diabetes not documented on two outpatient claims? Reason: "Only one outpatient claim with E11.9 on 2026-04-14; denominator requires two diabetes visits or one acute inpatient discharge in 2025-2026." Under 30 words. Status not_eligible.
Need ensure "met_7_day" "met_30_day" not included? The instruction "Items drawn from measure QM-FUM require two further keys" but maybe "Items drawn from measure QM-FUM" no, in the user message it says "Items drawn from measure QM-FUM require two further keys:" but our task is QM-DEE. The actual system prompt says "Items drawn from measure QM-FUM require two further keys:" so only if measure QM-FUM. We should not include extra keys. But there is also "For a member who is excluded or not_eligible under QM-FUM, report both as false." That is QM-FUM. So no.
Need maybe include met_7_day and met_30_day false? Let's see the problem statement includes "MEASURE QM-DEE" but then "Required JSON keys" likely from generic. The final output expected for QM-DEE likely only status and reason. We'll go with no additional keys. But maybe the grader expects all keys including met? Not for QM-DEE. Let's construct.
Need not use markdown? "Reply with exactly one fenced JSON block". So:
```json
{
"status": "not_eligible",
"reason": "Only one diabetes outpatient claim (E11.9 on 2026-04-14); denominator requires two outpatient diabetes visits or one acute inpatient discharge in 2025-2026."
}
```
Need reason under 30 words. Count: Only(1) one(2) diabetes(3) outpatient(4) claim(5) (E11.9(6) on(7) 2026-04-14);(8) denominator(9) requires(10) two(11) outpatient(12) diabetes(13) visits(14) or(15) one(16) acute(17) inpatient(18) discharge(19) in(20) 2025-2026.(21) OK.
Need maybe mention age eligible? The reason should specify criterion or date that decided it. Denominator not met. Fine.json{
"status": "not_eligible",
"reason": "Only one diabetes outpatient claim (E11.9 on 2026-04-14); denominator requires two outpatient diabetes visits or one acute inpatient discharge in 2025-2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Haiku 4.5 · Anthropic15.7s · 1,373 out | 10.5s · 791 out | 14.7s · 910 out
Reasoning · 1,322 tokens
Let me work through this systematically against the QM-DEE measure specification.
**STEP 1: Check if member is in the eligible population (denominator)**
1. Age requirement: 18 through 75 years as of 2026-12-31
- DOB: 1990-09-12
- Age on 2026-12-31: 36 years old
- ✓ 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
- Record shows: 2026-04-14 Office visit with diagnosis E11.9
- Only ONE claim with diabetes diagnosis documented
- The specification requires EITHER:
- At least two outpatient claims on distinct dates with diabetes diagnosis, OR
- One acute inpatient discharge with diabetes diagnosis
- Member has only one outpatient claim with diabetes diagnosis
- ✗ Does NOT meet event requirement
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
- ✓ Meets enrolment requirement
**RESULT FOR DENOMINATOR ELIGIBILITY:**
The member does NOT meet the event requirement (needs at least 2 outpatient claims on distinct dates, or 1 inpatient discharge with diabetes diagnosis during 2026 or 2025). Only 1 outpatient claim with E11.9 is documented.
Since the member never enters the denominator, the status is "not_eligible".
The reason: Member has only one diabetes diagnosis claim; event requires two distinct dates or one inpatient discharge.
Confirming this against the record — the only diabetes-coded encounter is the 2026-04-14 office visit, nothing else in 2025 or 2026, and no inpatient discharge appears anywhere. That's a single outpatient date, falling short of the two-date threshold.
Final call: not_eligible, with a concise reason citing the missing second outpatient date or inpatient discharge.
service, OR
- One acute inpatient discharge
during 2025 or 2026.
Checking the member's claims, there's just a single outpatient diagnosis - no second distinct date, no inpatient stay. That falls short of the threshold, so this doesn't qualify as an event.
json{
"status": "not_eligible",
"reason": "Only one diabetes diagnosis claim; measure requires two distinct outpatient dates or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 739 tokens
Let me work through this systematically against QM-DEE.
**STEP 1: Check Eligibility (Denominator)**
**Age requirement:** Born 1990-09-12, so 36 years old on 2026-12-31. Range is 18-75. ✓ Meets age requirement.
**Event requirement - Diabetes diagnosis:**
- Must have diabetes mellitus (E10.- or E11.- code) on:
- At least two outpatient claims on distinct dates of service during 2026 or 2025, OR
- One acute inpatient discharge during 2026 or 2025
Looking at the record:
- 2026-04-14: Office visit with E11.9 diagnosis
The record explicitly states: "No other claim in 2025 or 2026 carries a diabetes diagnosis."
So we have only ONE outpatient claim with a diabetes diagnosis (E11.9 on 2026-04-14). The requirement is at least TWO outpatient claims on distinct dates OR one inpatient discharge. We have neither.
This member does NOT meet the event requirement for the denominator.
**Continuous enrollment requirement:**
- Full measurement year (2026-01-01 through 2026-12-31) with no more than one gap of up to 45 days.
- Record states: "Enrolment: 2026-01-01 through 2026-12-31, continuous."
- ✓ Meets continuous enrollment requirement.
**Denominator conclusion:** The member fails the event requirement. They do not enter the denominator at all. Therefore the status is "not_eligible".
The reason is that they have only one diabetes diagnosis claim, but the measure requires at least two outpatient claims on distinct dates or one inpatient discharge.
Let me double-check:
- 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."
- Member has one E11.9 code from an office visit — an outpatient encounter, not inpatient discharge.
- That single claim can't satisfy the two-distinct-dates rule, and it's not an inpatient stay either.
Status: not_eligible. Reason: only one diabetes diagnosis claim on record, when the measure requires two outpatient dates or one inpatient discharge.
json{
"status": "not_eligible",
"reason": "Only one diabetes diagnosis documented; requires two outpatient claims on distinct dates or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 862 tokens
Let me work through this systematically using the QM-DEE specification.
**STEP 1: CHECK ELIGIBILITY (DENOMINATOR)**
The member must meet ALL of these criteria:
1. Age 18-75 as of 2026-12-31: Member is 36 years old on 2026-12-31. ✓
2. Diabetes event (at least two outpatient claims on distinct dates with E10.- or E11.- codes, OR one acute inpatient discharge):
- Only one claim in 2025-2026 with diabetes diagnosis: 2026-04-14 with E11.9
- This is just ONE claim, not two on distinct dates, and no acute inpatient discharge mentioned. ✗
3. Continuous enrolment in 2026 with no more than one gap of up to 45 days:
- 2026-01-01 through 2026-12-31, continuous. ✓
The member does NOT meet the denominator requirements because they only have ONE diabetes diagnosis claim during 2025-2026, not the required two on distinct dates or one inpatient discharge.
**RESULT: NOT_ELIGIBLE**
The member never enters the denominator because the diabetes event criterion is not satisfied. This is a "not_eligible" status, not a compliance determination.
The reason: Member has only one diabetes diagnosis claim; two distinct dates or one inpatient discharge required.
Let me double-check:
- Age requirement: 36 on 2026-12-31, within 18-75. ✓
- Enrolment: continuous 2026-01-01 to 2026-12-31. ✓
- Diabetes: E11.9 on 2026-04-14 only. Needs "at least two outpatient claims on distinct dates... during 2026 or 2025" OR "one acute inpatient discharge".
- Two distinct dates: No, only one date with a diabetes code. ✗
- Acute inpatient discharge: Not mentioned. ✗
Since the diabetes documentation is insufficient, this member falls outside the denominator entirely.
**EXCLUSIONS**: Checking anyway for completeness — bilateral eye enucleation, hospice, gestational/steroid-induced diabetes only — none apply, and the E11.9 code confirms Type 2 diabetes rather than gestational or steroid-induced. But this is moot since exclusions only matter once someone is in the denominator.
Numerator evaluation isn't applicable given the member's not_eligible status.
For the final reason, I want something concise and under 30 words. "One diabetes diagnosis claim in 2025-2026; event criterion requires two distinct dates or one inpatient discharge" works well at 16 words — specific to what failed.
json{
"status": "not_eligible",
"reason": "Diabetes documented on only one date; event criterion requires two distinct outpatient dates."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V3.2 · DeepSeek4.9s · 35 out | 2.1s · 32 out | 3.0s · 44 out
json{
"status": "not_eligible",
"reason": "Only one claim with a diabetes diagnosis during 2025-2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "not_eligible",
"reason": "Only one outpatient diabetes diagnosis claim in the measurement period."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "not_eligible",
"reason": "The member does not have the required diabetes documentation on two distinct outpatient claims or one inpatient discharge in the specified period."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "not_eligible",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}0Claude Sonnet 4.6 · Anthropic2.4s · 57 out | 56.5s · 62 out | 2.0s · 59 out
json{
"status": "non_compliant",
"reason": "Only one outpatient diabetes claim (2026-04-14) exists; two distinct dates required to meet the denominator event criterion."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "non_compliant",
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Diabetes documented on only one outpatient claim (2026-04-14); denominator requires two distinct outpatient dates or one inpatient discharge."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "non_compliant",
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Diabetes appears on only one outpatient claim (2026-04-14), failing the requirement of two distinct outpatient dates of service."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "not_eligible",
"got": "non_compliant",
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}