Same-day follow-up does not count
Record written for Parity against synthetic measure QM-FUM. The only follow-up is on the day of the visit, which the specification excludes explicitly.
Field mean
100.0
across 28 models
Models scoring 100
28
of 28
Models scoring 0
0
of 28
What the model was given
MEASURE QM-FUM — FOLLOW-UP AFTER AN EMERGENCY DEPARTMENT VISIT FOR MENTAL ILLNESS
Measurement year: 2026-01-01 through 2026-12-31.
ELIGIBLE POPULATION (denominator)
Age: 6 years or older as of the date of the emergency department visit.
Event: an emergency department visit with a principal mental health diagnosis
(F01-F99, excluding F17.- tobacco use) between 2026-01-01 and 2026-12-01.
Visits after 2026-12-01 are excluded so the follow-up window can close inside
the measurement year. Each qualifying visit is counted separately.
Continuous enrolment: from the date of the emergency department visit through
30 days after, with no gaps.
NUMERATOR
N7. A follow-up visit with a mental health practitioner within 7 days after the
emergency department visit, counting the day after the visit as day 1.
N30. A follow-up visit with a mental health practitioner within 30 days after
the emergency department visit, counted the same way.
A visit on the same calendar day as the emergency department visit does NOT
count. A member meeting N7 also meets N30.
REQUIRED EXCLUSIONS
E1. The emergency department visit results in an inpatient admission or an
observation stay of any length. Report the visit as excluded, not as
non-compliant.
E2. Death during the 30 days following the visit.MEMBER RECORD
MEMBER 40402. Date of birth 1988-07-30.
Enrolment: 2026-01-01 through 2026-12-31, continuous.
History:
2026-06-15 Emergency department visit, principal diagnosis F41.1, generalised
anxiety disorder. Discharged home.
2026-06-15 Same-day telehealth visit with a psychiatric nurse practitioner,
three hours after discharge.
No further mental health contact through 2026-07-31.
Member alive throughout.json{
"kind": "fields",
"fields": {
"status": "non_compliant",
"met_7_day": false,
"met_30_day": false
}
}Every model's answer
Sorted by score. Open a row for the response and, where the vendor exposes it, the reasoning behind it.
100Claude Fable 5.1 · Anthropic8.1s · 100 out | 9.1s · 100 out | 8.9s · 106 out
json{
"status": "non_compliant",
"reason": "Only follow-up was same-day telehealth on 2026-06-15, which the specification excludes; no mental health visit within 30 days after the ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "The only follow-up was on 2026-06-15, the same calendar day as the ED visit, which does not count; no visit occurred through 2026-07-15.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Same-day 2026-06-15 telehealth visit does not count per the specification; no mental health follow-up occurred between 2026-06-16 and 2026-07-15.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.7 Flash · Google3.6s · 498 out | 4.1s · 417 out | 5.5s · 391 out
Reasoning · 424 tokens
**Confirming Eligibility**
I'm currently reviewing the data to confirm member eligibility for the QM-FUM measure. The member's DOB places them over 6 years old by the relevant date, and their continuous enrollment period encompasses the necessary timeframe around the ED visit.
json{
"status": "non_compliant",
"reason": "The same-day follow-up visit does not qualify, and no other mental health visit occurred within 30 days post-discharge.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 346 tokens
**Reviewing Member Data**
I'm currently reviewing a recent ED visit from June 15, 2026, for a 37-year-old member. The principal diagnosis is generalized anxiety disorder, fitting within the F01-F99 mental health codes and excluding F17. This visit falls within the first half of 2026.
json{
"status": "non_compliant",
"reason": "The follow-up visit occurred on the same calendar day as the emergency department visit, which does not satisfy the numerator criteria.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 321 tokens
**Analyzing QM-FUM Data**
I'm currently evaluating the QM-FUM measure for a member born in 1988, who will be around 37 in June 2026. The focus is on their ED visit that same month with a principal diagnosis of F41.1, which falls within the F01-F99 mental health range, excluding F17.
json{
"status": "non_compliant",
"reason": "The same-day visit does not count toward the numerator, and no follow-up occurred within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.5 · OpenAI2.4s · 158 out | 2.7s · 186 out | 2.3s · 169 out
json{
"status": "non_compliant",
"reason": "The only follow-up was on 2026-06-15, the same calendar day as the ED visit, so it does not count.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "The only follow-up was same-day on 2026-06-15, which does not count for 7- or 30-day follow-up.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "The 2026-06-15 same-day follow-up does not count, and no qualifying mental health follow-up occurred within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Sol · OpenAI1.5s · 70 out | 1.4s · 67 out | 1.4s · 65 out
json{
"status": "non_compliant",
"reason": "The 2026-06-15 same-day telehealth visit does not count, and no qualifying follow-up occurred within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "The only mental health follow-up occurred on the 2026-06-15 emergency visit date, which does not count.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "The only follow-up was on the 2026-06-15 emergency visit date, which does not count.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.6 · xAI13.2s · 809 out | 8.8s · 533 out | 9.6s · 548 out
Reasoning · 743 tokens
The task is about quality measure QM-FUM - Follow-up After an Emergency Department Visit for Mental Illness.
{
"status": "met",
"reason": "Follow-up visit occurred on the same day (2026-06-15) with a psychiatric nurse practitioner, which counts as within 7 days. Continuous enrollment confirmed, no exclusions apply.json{"status": "non_compliant", "reason": "Same-day 2026-06-15 MH visit does not count; no follow-up within 7 or 30 days after the ED visit.", "met_7_day": false, "met_30_day": false}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 460 tokens
The member record is for QM-FUM - Follow-up After an Emergency Department Visit for Mental Illness.
json{
"status": "non_compliant",
"reason": "Same-day NP visit on 2026-06-15 does not count; no later MH follow-up within 7 or 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 482 tokens
The member is 40402, DOB 1988-07-30. Age as of ED visit 2026-06-15 would be 37 years old, so 6 or older. Good.
json{"status":"non_compliant","reason":"Qualifying ED visit on 2026-06-15 had only a same-day MH follow-up, which does not count for N7 or N30.","met_7_day":false,"met_30_day":false}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.5 · xAI6.5s · 394 out | 7.0s · 445 out | 5.8s · 390 out
Reasoning · 320 tokens
The member is being evaluated against QM-FUM measure.
json{
"status": "non_compliant",
"reason": "Same-day 2026-06-15 psych NP visit does not count; no follow-up within 7 or 30 days after ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 380 tokens
The task is about quality measure QM-FUM for follow-up after an emergency department visit for mental illness.
json{"status": "non_compliant", "reason": "Same-day 2026-06-15 follow-up does not count; no mental health visit within 7 or 30 days after ED.", "met_7_day": false, "met_30_day": false}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 316 tokens
The member is being evaluated against QM-FUM measure.
json{
"status": "non_compliant",
"reason": "Same-day 2026-06-15 psych NP visit does not count; no follow-up within 7 or 30 days after ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.1 Pro · Google13.0s · 1,388 out | 8.7s · 784 out | 12.2s · 1,062 out
Reasoning · 1,299 tokens
**My Thought Process**
Okay, let's break down this member's situation to determine compliance. I'm looking at an emergency department visit that occurred on June 15, 2026. The diagnosis was generalized anxiety disorder (F41.1), which falls within the F01-F99 range, excluding F17. The member was 37 years old at the time of the visit (DOB 1988-07-30). Crucially, this event falls within the measurement period of January 1, 2026, to December 1, 2026.
I need to establish if this member is in the denominator. They had continuous enrollment from January 1, 2026, through December 31, 2026, which covers the ED visit and the subsequent 30 days. There were no inpatient admissions or observation stays; they were discharged home (satisfying exclusion E1). They were also alive (satisfying exclusion E2). Therefore, this member is indeed in the denominator.
Now for the numerator criteria. I'm checking for a follow-up visit with a mental health practitioner within 7 days after the ED visit. The key here is that a visit on the *same calendar day* as the ED visit *does not count*. The member did have a telehealth visit with a psychiatric NP on June 15, 2026 – the very same day as their ED visit. Since same-day visits are disqualified, this doesn't count towards the 7-day follow-up requirement. Furthermore, there was no other mental health contact recorded through July 31, 2026, which means the 30-day window also passed without a qualifying visit.
So, based on this, the member doesn't meet N7 or N30. Their status is "non_compliant."
I need to articulate the reason precisely, under 30 words, and referencing the specific criterion or date. The core issue is that the only follow-up visit happened on the same calendar day as the ED visit, and then there was no further contact within the 30-day period.
Let me refine that reason. I need to be clear about why it failed. The same-day follow-up visit doesn't count towards the numerator, and no further mental health contact occurred within the 30-day window. That seems concise.
Wait, let me make sure I'm capturing the critical detail about the date. The reason should specifically state *which* visit didn't count and why, and that no other contact occurred. How about this: "The 2026-06-15 follow-up visit occurred on the same calendar day as the emergency visit, which does not count, and no further visits occurred within 30 days." That's 26 words, names the date and the rule, and explains the lack of follow-up.
I'm confirming all the required JSON keys: "status" (string), "reason" (string), "met_7_day" (boolean), and "met_30_day" (boolean). My assessment is "non_compliant", "met_7_day" is false, and "met_30_day" is false. The reason I've drafted seems to meet all requirements. The age calculation (37) is correct, and the event timing and enrollment status confirm they are in the denominator. The exclusion criteria were met. The numerator logic is sound – same-day visit invalidates the 7-day count, and no subsequent visits invalidate the 30-day count.
Everything looks solid for generating the final output.
json{
"status": "non_compliant",
"reason": "The 2026-06-15 follow-up visit occurred on the same calendar day as the emergency visit, which does not count, and no further visits occurred within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 712 tokens
**My Thought Process for Evaluating MEMBER 40402 against the QM-FUM measure for 2026**
Alright, I need to meticulously assess MEMBER 40402 to determine their compliance with the QM-FUM measure for the 2026 measurement year. This involves a systematic check of eligibility criteria, exclusions, and numerator requirements.
First, I'll confirm eligibility for the QM-FUM measure. The measurement year is clearly defined as January 1, 2026, through December 31, 2026.
Next, I'll check the eligible population criteria.
* **Age:** The member's date of birth is July 30, 1988, and the ED visit occurred on June 15, 2026. This makes them 37 years old at the time of the visit, which meets the "6 years or older" requirement. So, they are eligible on age.
* **Event:** The measure requires an ED visit with a principal mental health diagnosis (excluding F17) between January 1, 2026, and December 1, 2026. The record shows an ED visit on June 15, 2026, with a principal diagnosis of F41.1, which falls within the specified range and is a mental health diagnosis. The member was also discharged home, meaning it wasn't an inpatient admission or observation stay. This event is eligible.
* **Continuous Enrollment:** The member was continuously enrolled from January 1, 2026, through December 31, 2026, which covers the ED visit date and the subsequent 30-day follow-up period. This condition is met.
Now, let's consider exclusions.
* **E1 (Inpatient Admission/Observation):** As noted, the member was discharged home and did not have an inpatient admission or observation stay following the ED visit. This exclusion does not apply.
* **E2 (Death):** The member was alive throughout the 30 days following the ED visit. This exclusion does not apply.
With eligibility and exclusions confirmed, I'll move to the numerator requirements. The goal is to find a follow-up visit with a mental health practitioner *after* the ED visit. Importantly, a visit on the *same calendar day* as the ED visit *does not count*.
* **N7 (7-Day Follow-up):** Did the member have a follow-up mental health visit within 7 days *after* June 15, 2026?
* **N30 (30-Day Follow-up):** Did the member have a follow-up mental health visit within 30 days *after* June 15, 2026? The 30-day period ends on July 15, 2026.
Looking at the history:
* There was a telehealth visit on June 15, 2026. Since this was the *same calendar day* as the ED visit, it *does not count* towards either the 7-day or 30-day numerator requirements.
* The record indicates no further mental health contact through July 31, 2026. This means there were no subsequent visits within the crucial 7-day or 30-day follow-up windows.
Therefore, the evaluation leads to the following conclusions:
* The member did *not* meet the 7-day follow-up requirement.
* The member did *not* meet the 30-day follow-up requirement.
* Consequently, the overall status for this measure is "non_compliant."
For the reason, I need to clearly articulate *why* they are non-compliant. The key is the same-day visit not counting, and the absence of any other qualifying visits. The specific JSON keys required are "status," "reason," "met_7_day," and "met_30_day."
My finalized assessment for the JSON output:
* "status": "non_compliant"
* "reason": "The only follow-up visit occurred on the same calendar day as the emergency department visit, which does not count toward the numerator, and no other qualifying visits were recorded within the 30-day period." (29 words)
* "met_7_day": false
* "met_30_day": false
I've cross-referenced the output against the requested JSON keys and the required specificity for the reason. Everything aligns.
json{
"status": "non_compliant",
"reason": "The only follow-up visit occurred on the same calendar day as the emergency department visit, which does not count toward the numerator.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 990 tokens
**My Thought Process for Determining QM-FUM Compliance**
My primary objective here is to ascertain whether this member qualifies as "compliant" or "non-compliant" for the QM-FUM measure, which focuses on follow-up after an emergency department visit for mental illness, specifically for the measurement year 2026.
First, I need to establish if the member falls within the eligible population for the denominator.
* **Age:** The member's date of birth is July 30, 1988, and their ED visit occurred on June 15, 2026. This makes them 37 years old at the time of the visit, satisfying the requirement of being 6 years or older.
* **Event:** The member had an ED visit on June 15, 2026. The principal diagnosis for this visit was F41.1 (generalized anxiety disorder), which falls within the specified range of F01-F99 (excluding F17) for mental health diagnoses. They were discharged home, which is important for later exclusion criteria. So, this meets the event criteria.
* **Continuous Enrollment:** The member was continuously enrolled from January 1, 2026, through December 31, 2026. Their ED visit was on June 15, 2026, and the follow-up period extends 30 days beyond that. Since their enrollment covers this entire period without gaps, they meet the continuous enrollment requirement.
Next, I must check for any exclusions that would remove the member from the denominator, even if they meet the initial eligibility criteria.
* **Exclusion E1 (Inpatient/Observation Admission):** The member was discharged home from the ED, not admitted to inpatient or observation. Therefore, they are not excluded by E1.
* **Exclusion E2 (Death):** The member was alive throughout the 30-day period following the ED visit. So, they are not excluded by E2.
Since the member meets all the denominator criteria and is not excluded, they are part of the population being measured. Now, I need to determine if they meet the numerator requirements to be considered compliant. The numerator looks for a follow-up visit with a mental health practitioner. There are two specific criteria:
* **N7:** A follow-up visit within 7 days *after* the ED visit. Crucially, the day of the ED visit itself does not count, and the day *after* the visit is considered day 1.
* **N30:** A follow-up visit within 30 days *after* the ED visit, with the same rule applying – the ED visit day does not count.
I see a telehealth visit on June 15, 2026, with a psychiatric NP. However, this occurred on the *same calendar day* as the ED visit. The measure explicitly states that a visit on the same calendar day as the ED visit does *not* count towards the numerator. I also noted there was no other mental health contact recorded for this member through July 31, 2026.
Given these findings:
* The same-day telehealth visit does not count for N7 or N30.
* No other qualifying follow-up visits occurred within the 7-day or 30-day windows.
* Therefore, neither N7 nor N30 is met.
Consequently, the member is in the denominator, not excluded, but does not meet the numerator criteria. This leads me to classify their status as **non_compliant**.
For the "reason" field, I need a concise, single sentence under 30 words that pinpoints the exact cause of non-compliance. The core issue is that the *only* follow-up contact they had was on the ED visit day itself, which is invalidated by the measure's rules. I'll phrase it as: "The member's only follow-up visit occurred on the same day as the emergency department visit, which does not count toward the numerator." This is 22 words and accurately reflects the situation.
Finally, I need to ensure the output JSON reflects these conclusions with the keys: `status`, `reason`, `met_7_day`, and `met_30_day`.
* `status`: "non_compliant"
* `reason`: "The member's only follow-up visit occurred on the same day as the emergency department visit, which does not count toward the numerator."
* `met_7_day`: false (because the only visit didn't count)
* `met_30_day`: false (because the only visit didn't count, and no other visits occurred)
I double-checked all date logic and rule interpretations, particularly the "day after" and "same day" stipulations, and the diagnosis code range. Everything aligns with the "non_compliant" status and the stated reason.
json{
"status": "non_compliant",
"reason": "The only follow-up visit occurred on the same calendar day as the emergency department visit, which does not count toward the numerator.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 5 · Anthropic2.5s · 129 out | 2.4s · 126 out | 1011.0s · 155 out
json{
"status": "non_compliant",
"reason": "Only follow-up was same-day 2026-06-15 telehealth, which does not count; no mental health visit within 30 days after the ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Only follow-up was same-day 2026-06-15 telehealth, which does not count; no mental health contact through 2026-07-15.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Only follow-up was same-day 2026-06-15 telehealth, which does not count; no mental health visit within 30 days after the ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3 Flash · Google12.8s · 1,362 out | 10.5s · 1,136 out | 9.4s · 914 out
Reasoning · 1,274 tokens
**My Thought Process on QM-FUM Measure for Member 40402**
Alright, let's break down the assessment for member 40402 regarding the QM-FUM (Follow-up after ED visit for Mental Illness) measure for the 2026 measurement year. My primary goal here is to determine if this individual meets the follow-up criteria following an emergency department visit for a mental health condition.
First, I've identified the core components of the measure and the member's data:
* **Measure:** QM-FUM, looking at follow-up after an ED visit for mental illness.
* **Measurement Year:** 2026.
* **Member Identification:** Member ID 40402, DOB 1988-07-30.
Next, I've verified the member's eligibility based on the measure's criteria:
* **Age:** The measure requires the member to be 6 years or older. Born in 1988, on June 15, 2026, this member is 38 years old (2026 - 1988 = 38). This condition is met.
* **ED Visit:** An ED visit with a mental health diagnosis (from F01-F99, excluding F17) is required between January 1, 2026, and December 1, 2026. The member had an ED visit on June 15, 2026. The diagnosis was F41.1 (Generalised anxiety disorder), which falls within the F01-F99 range and is not F17. This condition is met.
* **Continuous Enrollment:** The member needs continuous enrollment from the ED visit date through 30 days after the visit. The provided data indicates continuous enrollment from January 1, 2026, to December 31, 2026. The ED visit was on June 15, 2026, and 30 days after would be approximately July 15, 2026. This period is fully covered by the continuous enrollment. This condition is met.
Based on these checks, the member is eligible for the measure.
Now, I'm looking at potential exclusions:
* **E1 (Admission/Observation):** The measure excludes members who are admitted to the hospital or placed under observation after the ED visit. This member was discharged home, so this exclusion does not apply.
* **E2 (Death):** The measure excludes members who die within 30 days of the ED visit. The member is alive, so this exclusion does not apply.
Since the member is eligible and not excluded, I must now assess whether they meet the numerator requirements for follow-up. The QM-FUM measure has two primary follow-up windows: a 7-day follow-up (N7) and a 30-day follow-up (N30).
* **N7 (7-day follow-up):** This requires a visit within 7 days *after* the ED visit. The ED visit was on June 15, 2026. The follow-up window would be from June 16, 2026, to June 22, 2026. The data shows a follow-up visit recorded for June 15, 2026 – the *same day* as the ED visit. However, the measure's rules explicitly state: "A visit on the same calendar day as the emergency department visit does NOT count." Therefore, the N7 follow-up is not met. `met_7_day` is `false`.
* **N30 (30-day follow-up):** This requires a visit within 30 days *after* the ED visit. The window for this is June 16, 2026, through July 15, 2026. The records indicate no further mental health contact for this member through July 31, 2026.
* A crucial rule to remember is: "A member meeting N7 also meets N30." Since N7 was not met, I need to independently evaluate N30.
* Given there were no visits within the 30-day window *after* the ED visit (and the same-day visit doesn't count), the N30 follow-up is also not met. `met_30_day` is `false`.
My conclusion for this member is that they are **`non_compliant`**.
The reason for this classification is clear: The member was eligible and not excluded, but they failed to meet the numerator requirements. Specifically, the only recorded follow-up visit occurred on the same calendar day as the ED visit, which the measure explicitly excludes from counting towards numerator compliance. No other follow-up visits were recorded within the required 7-day or 30-day post-ED visit windows.
The `status` is therefore set to `"non_compliant"`.
The `reason` is precisely: "The follow-up visit on 2026-06-15 occurred on the same calendar day as the ED visit and does not count toward the numerator." This reason is concise and accurately reflects the situation, at 21 words.
Both `met_7_day` and `met_30_day` are correctly set to `false` as neither follow-up criterion was satisfied.
I've double-checked the logic: The member is in the denominator, not excluded, and does not meet the numerator, which unequivocally leads to a `non_compliant` status. The date calculations and rule interpretations seem sound.
json{
"status": "non_compliant",
"reason": "The same-day follow-up visit on 2026-06-15 is explicitly excluded from counting toward the numerator, and no other follow-up occurred within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,051 tokens
**My Thought Process Regarding QM-FUM Compliance**
Alright, let's break down this QM-FUM (Follow-up after Emergency Department Visit for Mental Illness) measure for the 2026 measurement year. I'm looking at Member ID 40402, born July 30, 1988. They had an emergency department visit on June 15, 2026. At that time, they were 37 years old, which definitely meets the age requirement (>= 6 years). The ED visit itself falls within the defined measurement period of January 1 to December 1, 2026, and the principal diagnosis of F41.1 is a valid mental illness code, not tobacco-related. Crucially, the member was continuously enrolled from January 1 to December 31, 2026, which encompasses the ED visit and the entire 30-day follow-up window. Based on these points, the member clearly meets the denominator criteria.
Now, I need to assess if they met the numerator requirements, which involve a follow-up mental health visit within a specific timeframe. First, I checked if the ED visit resulted in an inpatient admission or observation stay (E1). The record shows they were discharged home, so that exclusion doesn't apply. I also confirmed they weren't deceased within 30 days of the visit (E2). So, no exclusions seem to be in play here.
The core of the numerator is the follow-up visit. The member *did* have a telehealth visit with a psychiatric nurse practitioner on the *exact same day* as the ED visit, June 15, 2026. This is where I have to be precise with the rules. The specific rule states: "A visit on the same calendar day as the emergency department visit does NOT count." This is a critical point. Because this visit occurred on the same day (Day 0), it doesn't satisfy the requirement for a follow-up visit *after* the ED encounter.
Looking at the required follow-up windows:
* The 7-day follow-up (N7) requires a visit between June 16th and June 22nd, 2026.
* The 30-day follow-up (N30) requires a visit between June 16th and July 15th, 2026.
The member had no other mental health contact recorded through July 31, 2026. Therefore, no visits occurred within the N7 or N30 windows.
This leads me to the conclusion: the member is non-compliant. The primary reason is that the same-day follow-up visit, while documented, is explicitly excluded by the measure's definition and no other qualifying follow-up visit occurred within the 30-day period. So, "met_7_day" is false and "met_30_day" is also false.
I've double-checked the prompt requirements, particularly for the JSON output and the specific keys to include: "status", "reason", "met_7_day", and "met_30_day". My understanding of the "same-day" rule is confirmed and directly impacts the numerator calculation. The continuous enrollment also holds true throughout the entire period of interest. My final assessment remains that the member is non-compliant.
```json
{
"status": "non_compliant",
"reason": "The same-day follow-up visit on 2026-06-15 does not count toward the numerator, and no additional follow-up occurred within the 30-day window.",
"met_7_day": false,
"met_30_day": false
}
```
json{
"status": "non_compliant",
"reason": "The member's follow-up visit on 2026-06-15 occurred on the same day as the emergency department visit, which does not count toward the numerator.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 841 tokens
**My Thought Process on QM-FUM Compliance for Member 40402**
Alright, let's walk through how I'm processing the data for QM-FUM (Follow-up after ED visit for Mental Illness) for this particular member, member ID 40402, within the 2026 measurement year.
First off, I'm establishing the core facts: the measurement year is 2026, and I'm looking at member 40402, born on July 30, 1988. The key event is an emergency department (ED) visit on June 15, 2026. At that time, the member was 37 years old, which clearly meets the age criterion of being 6 years or older. This ED visit on June 15, 2026, is my denominator event.
I've confirmed the principal diagnosis for this visit was F41.1, which falls within the required F01-F99 range. The visit date itself, June 15, 2026, is within the acceptable visit date range of January 1 to December 1 for the measurement year.
Crucially, I've also checked for continuous enrollment. The member was continuously enrolled from January 1, 2026, through December 31, 2026. This is vital because it covers the date of the ED visit *and* the subsequent 30-day follow-up period. I've also verified that the member was alive throughout this period.
Now, let's look at exclusions. The member was discharged home from the ED. This means they were not admitted or placed under observation, so Exclusion E1 does not apply.
The real crux of the matter lies in the numerator. I'm looking for a qualifying follow-up visit. The member *did* have a telehealth visit with a psychiatric nurse practitioner on the *same calendar day* as the ED visit, June 15, 2026. However, the measure's numerator rule is very specific: "A visit on the same calendar day as the emergency department visit does NOT count." This is a critical point.
I've reviewed the member's follow-up history. Beyond that same-day telehealth visit, there were no further mental health contacts recorded through July 31, 2026.
So, let's break down the compliance:
* **7-day follow-up (N7):** The only visit I found was on June 15, 2026, which, as stated, does not count. There were no visits between June 16 and June 22, 2026. Therefore, `met_7_day` is `false`.
* **30-day follow-up (N30):** Similarly, there were no qualifying follow-up visits between June 16 and July 15, 2026. Consequently, `met_30_day` is also `false`.
Given these findings, the member is classified as `non_compliant`. The primary reason for this non-compliance is that the *only* recorded follow-up occurred on the same calendar day as the ED visit, and this specific type of visit is explicitly excluded from the numerator by the measure's definition. It's a clear case of not meeting the follow-up requirements because the timing of the sole interaction fell outside the acceptable window. I've formulated this reason concisely: "The member had no follow-up visits within 7 or 30 days, as same-day visits do not count toward the numerator." This captures the essence of the issue directly.
json{
"status": "non_compliant",
"reason": "The member had no follow-up visits within 30 days, as same-day visits are explicitly excluded from the numerator calculation.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K3 · Moonshot19.5s · 403 out | 109.7s · 619 out | 30.0s · 721 out
Reasoning · 318 tokens
Let me analyze this QM-FUM measure.
Member 40402, DOB 1988-07-30. Age on 2026-06-15: 37 years old (turns 38 on 2026-07-30). Age ≥ 6 — eligible.
Event: ED visit 2026-06-15 with principal diagnosis F41.1 (F01-F99, not F17) — qualifies. Date between 2026-01-01 and 2026-12-01 — yes.
Continuous enrolment: enrolled all of 2026, so from visit through 30 days after (2026-07-15) — satisfied.
Exclusions: E1 — discharged home, no inpatient/observation. E2 — alive. Not excluded.
Numerator: Follow-up visit with mental health practitioner within 7 days after ED visit, day after visit = day 1 (2026-06-16). A same-day visit does NOT count. The telehealth visit on 2026-06-15 was same calendar day as ED visit — does not count. No further contact through 2026-07-31.
So neither N7 nor N30 met. Status: non_compliant. met_7_day: false, met_30_day: false.
Reason: under 30 words. "The only follow-up visit occurred the same calendar day as the ED visit (2026-06-15), which does not count; no qualifying visit within 7 or 30 days."json{
"status": "non_compliant",
"reason": "Only follow-up was same calendar day as the 2026-06-15 ED visit, which does not count; no qualifying mental health visit within 7 or 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 0 tokens
Let me work through this measure.
Member 40402, DOB 1988-07-30. Age at ED visit 2026-06-15: 2026 - 1988 = 38 years old (birthday July 30, so on June 15 they're still 37... wait, born 1988-07-30, so on 2026-06-15 they turn 38 on 2026-07-30, so they're 37 at ED visit). Either way ≥ 6 years. Eligible.
Event: ED visit with principal mental health diagnosis F41.1 (F01-F99 range, not F17). Date 2026-06-15, within 2026-01-01 to 2026-12-01. Qualifies.
Continuous enrolment: enrolled 2026-01-01 through 2026-12-31, continuous — covers ED date through 30 days after. Eligible.
Exclusions: E1 — discharged home, no inpatient/observation. Not excluded. E2 — alive throughout. Not excluded. So in denominator.
Numerator: follow-up visit with mental health practitioner within 7 days, day after visit = day 1. Same-day visit does NOT count. The 2026-06-15 telehealth with psychiatric nurse practitioner was same calendar day — does not count. No further contact through 2026-07-31. So no qualifying follow-up within 7 or 30 days. 30-day window: day 1 = 2026-06-16, day 30 = 2026-07-15. No visits.
Status: non_compliant. met_7_day: false, met_30_day: false.
Reason: under 30 words, naming specific criterion/date. E.g., "Same-day telehealth visit on 2026-06-15 does not count, and no follow-up with a mental health practitioner occurred by day 30 (2026-07-15)." Count words: Same-day(1) telehealth(2) visit(3) on(4) 2026-06-15(5) does(6) not(7) count,(8) and(9) no(10) follow-up(11) with(12) a(13) mental(14) health(15) practitioner(16) occurred(17) by(18) day(19) 30(20) (2026-07-15)(21). 21 words. Good.json{
"status": "non_compliant",
"reason": "The 2026-06-15 telehealth visit was same-day as the ED visit and does not count; no qualifying follow-up occurred through day 30 (2026-07-15).",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 0 tokens
Let me work through this measure.
Measure QM-FUM: Follow-up after ED visit for mental illness, measurement year 2026.
Member 40402:
- DOB 1988-07-30. ED visit 2026-06-15. Age as of ED visit: 2026 - 1988 = 38 (birthday July 30, ED visit June 15, so age 37 — wait: born 1988-07-30, on 2026-06-15 the member hasn't had birthday yet in 2026, so age = 2026 - 1988 - 1 = 37). Age ≥ 6, eligible.
- Event: ED visit with principal mental health diagnosis F41.1 (in F01-F99, not F17), on 2026-06-15, which is between 2026-01-01 and 2026-12-01. Qualifies.
- Continuous enrolment: from date of ED visit through 30 days after, no gaps. Enrolment 2026-01-01 through 2026-12-31 continuous. ED visit 2026-06-15, 30 days after = 2026-07-15. Enrolled through. Eligible — enters denominator.
Exclusions:
- E1: inpatient admission or observation stay — discharged home. No.
- E2: death within 30 days — alive. No.
Numerator:
- Follow-up with mental health practitioner within 7 days (day after visit = day 1). Same-day visit does NOT count. The 2026-06-15 telehealth visit with psychiatric nurse practitioner was same day as ED visit — does not count.
- No further mental health contact through 2026-07-31. So no qualifying follow-up.
met_7_day: false. met_30_day: false.
Status: non_compliant — in denominator, not excluded, does not meet numerator.
Reason: one sentence under 30 words naming the specific criterion/date. Something like: "Only follow-up was a same-day telehealth visit on 2026-06-15, which does not count; no qualifying mental health follow-up within 7 or 30 days."
Count words: "Only(1) follow-up(2) was(3) a(4) same-day(5) telehealth(6) visit(7) on(8) 2026-06-15,(9) which(10) does(11) not(12) count;(13) no(14) qualifying(15) mental(16) health(17) follow-up(18) within(19) 7(20) or(21) 30(22) days.(23)" — 23 words. Fine.
Keys: status, reason, met_7_day, met_30_day.
Is the psychiatric nurse practitioner a "mental health practitioner"? Presumably yes, but same-day disqualifies it anyway. So non_compliant regardless.
Output exactly one fenced JSON block.json{
"status": "non_compliant",
"reason": "Only follow-up was a same-day telehealth visit on 2026-06-15, which does not count; no qualifying mental health practitioner visit within 7 or 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 2.5 Pro · Google16.3s · 1,588 out | 16.2s · 1,575 out | 13.8s · 1,453 out
Reasoning · 1,521 tokens
Here's a summary of my thought process in evaluating this member's record against the QM-FUM quality measure:
My primary goal was to determine if Member 40402 met the criteria for the QM-FUM quality measure, considering their ED visit and subsequent care. I broke this down into three main stages: defining the eligible population (denominator), identifying any reasons for exclusion, and finally, assessing if they met the numerator's requirements for follow-up care.
**1. Defining the Eligible Population (Denominator):**
* **Age Check:** I first looked at the member's Date of Birth (1988-07-30) and the date of their Emergency Department (ED) visit (2026-06-15). This placed their age at 38 years old at the time of the visit, which comfortably meets the "6 years or older" requirement for this measure.
* **Event Check:** Next, I verified the ED visit itself. The visit on 2026-06-15 fell within the specified timeframe (2026-01-01 to 2026-12-01). Crucially, the principal diagnosis was F41.1 (generalized anxiety disorder), which is within the acceptable F01-F99 range and not one of the excluded F17 codes. This confirms the event qualifies.
* **Continuous Enrollment Check:** The measure requires continuous enrollment from the date of the ED visit (2026-06-15) through 30 days after (2026-07-15). The member's stated enrollment period (2026-01-01 to 2026-12-31) clearly covers this entire required span.
Based on these checks, I concluded that the member *is* part of the eligible population, meaning they belong in the denominator.
**2. Checking for Exclusions:**
* **Admission/Observation Exclusion (E1):** I reviewed the outcome of the ED visit. The record explicitly states the member was "Discharged home." This means they were not admitted as an inpatient or placed under observation, so this exclusion criterion is not met.
* **Death Exclusion (E2):** The member's status throughout the period was "Alive," so the exclusion for death within 30 days post-visit is also not applicable.
My assessment here was that the member is *not* excluded from the measure.
**3. Evaluating Numerator Compliance (Follow-up Care):**
This was the most critical step. The QM-FUM measure requires specific follow-up care within defined windows after the ED visit.
* **Follow-up Windows:** The ED visit was on 2026-06-15. This means the 7-day follow-up window is from 2026-06-16 to 2026-06-22, and the 30-day window extends from 2026-06-16 to 2026-07-15.
* **The Critical Rule:** I immediately identified the telehealth visit on 2026-06-15. The specification clearly states, "A visit on the same calendar day as the emergency department visit does NOT count." This was the key piece of information. Because this visit occurred on the *same day* as the ED visit, it does not satisfy the follow-up requirement for either the 7-day or the 30-day window.
* **Absence of Other Visits:** The member record also explicitly notes "No further mental health contact through 2026-07-31." This confirms there were no other qualifying visits within the required follow-up periods.
Therefore, I determined that the member did *not* meet the numerator criteria for either the 7-day or the 30-day follow-up.
**4. Final Conclusion and Output Construction:**
Bringing it all together:
* The member is in the denominator (eligible).
* The member is not excluded.
* The member did not meet the numerator requirements for follow-up care.
This leads to a final status of **"non_compliant"**.
The specific reason for this non-compliance is the telehealth visit occurring on the same day as the ED visit, which, according to the measure's rules, does not count as a valid follow-up.
I then constructed the JSON output to reflect this analysis:
```json
{
"status": "non_compliant",
"reason": "The follow-up visit on the same day as the emergency department visit does not count toward the measure.",
"met_7_day": false,
"met_30_day": false
}
```
I double-checked my logic, particularly the interpretation of the same-day visit rule and the absence of other qualifying contacts, and confirmed that this output accurately represents the member's compliance status against the QM-FUM measure.json{
"status": "non_compliant",
"reason": "The follow-up visit on the same day as the emergency department visit does not count toward the measure.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,505 tokens
Alright, let's break down this QM-FUM evaluation. My task is to determine if this member, 40402, meets the criteria for the Follow-Up After an Emergency Department Visit for Mental Illness quality measure for the 2026 performance period.
First, I need to get a firm grasp on the measure itself. The QM-FUM measure is concerned with patients aged 6 and older who have an ED visit for a mental health condition between January 1st and December 1st, 2026. Crucially, they must remain continuously enrolled for 30 days after that ED visit. For the numerator, we're looking for a follow-up with a mental health practitioner within 7 days (N7) or within 30 days (N30) *after* the ED visit. The measure is specific that the *day after* the ED visit is counted as Day 1, and importantly, same-day follow-up visits *do not count* towards compliance. Exclusions include if the ED visit leads to an inpatient admission or observation stay, or if the member passes away within 30 days.
Now, let's turn to the member's specific record. Member 40402, born July 30th, 1988, was continuously enrolled for the entire year of 2026. They had an ED visit on June 15th, 2026, with a principal diagnosis of F41.1 (Generalized anxiety disorder), which falls squarely within the acceptable mental health diagnosis range (F01-F99, excluding F17.-). The disposition from that ED visit was "Discharged home," which is key.
Let's check if this member qualifies for the denominator.
* **Age:** The ED visit was in June 2026. They were born in July 1988, so they were 37 years old at the time of the visit. That's well over the 6-year-old minimum. Check.
* **Event:** The ED visit on June 15th, 2026, is within the specified timeframe, and the diagnosis F41.1 is appropriate. Check.
* **Continuous Enrollment:** The ED visit was June 15th, 2026. They needed to be enrolled through July 15th, 2026 (30 days post-visit). Their record shows continuous enrollment through December 31st, 2026. Check.
So, this member is definitely in the denominator.
Next, I need to assess the exclusions.
* **E1 (Inpatient/Observation):** The member was "Discharged home," meaning they were not admitted or put under observation. This exclusion does not apply. Check.
* **E2 (Death):** The record explicitly states the member was "Alive throughout." This exclusion does not apply. Check.
The member is not excluded from the measure.
Now for the critical part: the numerator compliance.
* **N7 (7-day follow-up):** The ED visit was on June 15th, 2026. Day 1 is June 16th, so the 7-day window is June 16th through June 22nd. The record shows a telehealth visit with a psychiatric nurse practitioner on June 15th, the *same day* as the ED visit. The measure explicitly states that same-day visits do not count. The record also states "No other mental health contact through 2026-07-31." Therefore, there was no qualifying follow-up within the 7-day window. So, **met_7_day is false**.
* **N30 (30-day follow-up):** The 30-day window extends from June 16th through July 15th, 2026. Again, the only mental health contact was the same-day visit on June 15th, which doesn't count. There was no further contact during the 30-day period. So, **met_30_day is false**.
Putting it all together: The member is in the denominator, not excluded, but failed to meet either the 7-day or 30-day follow-up criteria because the sole mental health encounter occurred on the same day as the ED visit, and the measure requires follow-up on a *subsequent* day.
Therefore, the final determination is that the member is "non_compliant." The reason is straightforward: "The only follow-up visit occurred on the same day as the emergency department visit, which does not count for compliance." The `met_7_day` and `met_30_day` flags are both `false`.
The JSON output reflects this:
```json
{
"status": "non_compliant",
"reason": "The only follow-up visit occurred on the same day as the emergency department visit, which does not count for compliance.",
"met_7_day": false,
"met_30_day": false
}
```
This summary accurately captures my thought process and the reasoning behind the evaluation.json{
"status": "non_compliant",
"reason": "The only follow-up visit occurred on the same day as the emergency department visit, which does not count for compliance.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "The only follow-up visit occurred on the same day as the emergency department visit, which is not counted toward compliance.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.2 · Z.ai3.3s · 424 out | 6.9s · 590 out | 5.2s · 569 out
Reasoning · 320 tokens
Let me analyze this carefully.
Member 40402:
- DOB: 1988-07-30, so as of 2026-06-15, member is 37 years old (turns 38 on 2026-07-30). Age 6+, eligible.
- ED visit on 2026-06-15, principal diagnosis F41.1 (generalized anxiety disorder). F41.1 is within F01-F99, not F17.- tobacco use. Qualifying event.
- Discharged home (not admitted/observed) — E1 not met.
- Member alive throughout — E2 not met.
- Continuous enrolment 2026-01-01 through 2026-12-31 — satisfies the 30-day requirement.
Numerator:
- N7: Follow-up visit with mental health practitioner within 7 days after ED visit, counting day after as day 1.
- There's a same-day telehealth visit on 2026-06-15, three hours after discharge. The measure says "A visit on the same calendar day as the emergency department visit does NOT count." So this same-day visit does not count.
- No further mental health contact through 2026-07-31.
- So N7 is NOT met.
- N30: No follow-up within 30 days (the only follow-up was same-day, which doesn't count). N30 is NOT met.
Status: non_compliant — in denominator, not excluded, does not meet numerator.
Reason: Same-day follow-up visit does not count; no follow-up within 7 or 30 days after the ED visit.
met_7_day: false
met_30_day: falsejson{
"status": "non_compliant",
"reason": "Same-day follow-up visit does not count toward the numerator, and no subsequent mental health follow-up occurred within 7 or 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 527 tokens
Let me analyze this member against the QM-FUM measure specification.
**Eligibility (denominator):**
- Age: Member born 1988-07-30. As of ED visit on 2026-06-15, member is 37 years old (turns 38 on 2026-07-30). 6+ years ✓
- Event: ED visit on 2026-06-15 with principal diagnosis F41.1 (generalised anxiety disorder). F41.1 is in F01-F99 range and not F17.- (tobacco). The visit date is between 2026-01-01 and 2026-12-01 ✓
- Continuous enrolment: From 2026-06-15 through 30 days after (2026-07-15). Member has continuous enrolment 2026-01-01 through 2026-12-31 ✓
So the member enters the denominator.
**Exclusions:**
- E1: Inpatient admission or observation stay. The record says "Discharged home" - so no inpatient or observation stay. Not excluded.
- E2: Death during 30 days following visit. Member alive throughout. Not excluded.
**Numerator:**
- N7: Follow-up visit with a mental health practitioner within 7 days after the ED visit. The visit on the same calendar day (2026-06-15) does NOT count per the specification. There are no further mental health contacts through 2026-07-31. The 7-day window would be 2026-06-16 through 2026-06-22. No follow-up visit in that window.
- N30: Follow-up visit within 30 days after. The 30-day window would be 2026-06-16 through 2026-07-15. The only follow-up was on the same day (2026-06-15), which does NOT count. No further mental health contact through 2026-07-31.
So:
- met_7_day: false (same-day visit doesn't count, no other follow-up in 7-day window)
- met_30_day: false (same-day visit doesn't count, no other follow-up in 30-day window)
- Status: non_compliant (in denominator, not excluded, does not meet numerator)
The key issue here is that the same-day telehealth visit does NOT count per the specification: "A visit on the same calendar day as the emergency department visit does NOT count."json{
"status": "non_compliant",
"reason": "Same-day follow-up does not count per the specification, and no further mental health contact occurred within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 504 tokens
Let me analyze this member against the QM-FUM measure specification.
**Eligible Population (Denominator):**
- Age: Member DOB 1988-07-30. As of 2026-06-15 (ED visit date), member is 37 years old (turns 38 on 2026-07-30). So age 6 or older. ✓
- Event: ED visit on 2026-06-15 with principal diagnosis F41.1 (which is in F01-F99, excluding F17.- tobacco use). F41.1 is generalized anxiety disorder. ✓
- Visit date is between 2026-01-01 and 2026-12-01. 2026-06-15 is within range. ✓
- Continuous enrolment: from 2026-06-15 through 30 days after (2026-07-15). Member enrolled 2026-01-01 through 2026-12-31, continuous. ✓
So member is in the denominator.
**Exclusions:**
- E1: ED visit results in inpatient admission or observation stay? No, discharged home. Not excluded.
- E2: Death during 30 days following visit? Member alive throughout. Not excluded.
**Numerator:**
- N7: Follow-up visit with mental health practitioner within 7 days after ED visit, counting day after visit as day 1.
- Same-day visit on 2026-06-15 does NOT count (visit on same calendar day as ED visit doesn't count).
- No further mental health contact through 2026-07-31. So no follow-up within 7 days (2026-06-16 through 2026-06-22).
- met_7_day = false
- N30: Follow-up visit with mental health practitioner within 30 days after ED visit, counted same way.
- Same-day visit doesn't count. No further contact through 2026-07-31. 30 days after 2026-06-15 would be 2026-07-15. No follow-up in that window.
- met_30_day = false
**Status:**
Member is in denominator, not excluded, does not meet numerator. Status = non_compliant.
The reason: same-day follow-up visit doesn't count per specification, and no further mental health contact within 30 days.json{
"status": "non_compliant",
"reason": "Same-day telehealth visit does not count, and no further mental health contact occurred within 30 days of the ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 4.8 · Anthropic1.7s · 88 out | 2.6s · 81 out | 1.8s · 81 out
json{
"status": "non_compliant",
"reason": "Only follow-up was same-day as the ED visit, which does not count; no follow-up within 7 or 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{ "status": "non_compliant", "reason": "Same-day follow-up on 2026-06-15 does not count; no follow-up within 30 days after the ED visit.", "met_7_day": false, "met_30_day": false }
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{ "status": "non_compliant", "reason": "Same-day follow-up on 2026-06-15 does not count; no follow-up within 30 days after the ED visit.", "met_7_day": false, "met_30_day": false }
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 5 · Anthropic4.7s · 282 out | 4.2s · 298 out | 3.7s · 222 out
json{
"status": "non_compliant",
"reason": "Only follow-up contact was same-day telehealth, which does not count; no visit within 30 days after the 2026-06-15 ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "ED visit on 2026-06-15 for F41.1 with home discharge; no follow-up mental health visit occurred within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Only follow-up was same-day telehealth visit, which does not count; no follow-up occurred within 30 days of the 2026-06-15 ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 4.6 · Anthropic2.4s · 86 out | 29.8s · 88 out | 2.3s · 90 out
json{
"status": "non_compliant",
"reason": "The only follow-up visit occurred on the same calendar day as the ED visit and does not count; no qualifying follow-up occurred within 7 or 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "The only follow-up visit occurred on the same calendar day as the ED visit and is explicitly excluded from counting; no follow-up within 7 or 30 days qualifies.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "The only follow-up visit occurred on the same calendar day as the ED visit and is explicitly excluded from the numerator; no follow-up within 7 or 30 days qualifies.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.7 Max · Alibaba13.0s · 829 out | 10.1s · 807 out | 9.1s · 762 out
Reasoning · 743 tokens
Let me analyze this member against the QM-FUM measure specification.
**Member details:**
- DOB: 1988-07-30
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- ED visit: 2026-06-15, principal diagnosis F41.1 (generalized anxiety disorder), discharged home
- Same-day telehealth visit with psychiatric nurse practitioner on 2026-06-15, three hours after discharge
- No further mental health contact through 2026-07-31
- Member alive throughout
**Step 1: Check eligible population (denominator)**
- Age: As of 2026-06-15, member is 37 years old (born 1988-07-30). 37 >= 6. ✓
- Event: ED visit on 2026-06-15 with principal diagnosis F41.1 (falls within F01-F99, not F17.-). Date is between 2026-01-01 and 2026-12-01. ✓
- Continuous enrolment: From 2026-06-15 through 30 days after (2026-07-15), continuous enrolment from 2026-01-01 through 2026-12-31. ✓
Member is in the denominator.
**Step 2: Check exclusions**
- E1: ED visit results in inpatient admission or observation stay? No, discharged home. Not excluded.
- E2: Death during 30 days following? No, member alive throughout. Not excluded.
No exclusions apply.
**Step 3: Check numerator**
- N7: Follow-up visit with a mental health practitioner within 7 days after the ED visit.
- ED visit date: 2026-06-15
- Day 1 is 2026-06-16 (the day after the visit)
- Day 7 is 2026-06-22
- The telehealth visit was on 2026-06-15, the SAME calendar day as the ED visit.
- The spec says: "A visit on the same calendar day as the emergency department visit does NOT count."
- So the same-day visit does NOT count.
- No further mental health contact through 2026-07-31.
- N7 is NOT met.
- N30: Follow-up visit within 30 days.
- Day 1 is 2026-06-16
- Day 30 is 2026-07-15
- No mental health contact after 2026-06-15 through 2026-07-31.
- N30 is NOT met.
**Status:** non_compliant
**Reason:** Same-day telehealth visit does not count; no follow-up within 7 or 30 days.
met_7_day: false
met_30_day: falsejson{
"status": "non_compliant",
"reason": "Same-day telehealth visit on 2026-06-15 does not count; no follow-up visit occurred within 7 or 30 days after the ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 722 tokens
Let me analyze this member against the QM-FUM measure specification.
**Step 1: Check Eligible Population (Denominator)**
- **Age**: DOB is 1988-07-30. ED visit date is 2026-06-15. Age at ED visit = 2026 - 1988 = 37 years old (turns 38 on July 30). Age ≥ 6. ✓
- **Event**: ED visit on 2026-06-15 with principal diagnosis F41.1 (generalized anxiety disorder). F41.1 is in F01-F99 range, not F17.-. Date is between 2026-01-01 and 2026-12-01. ✓
- **Continuous enrolment**: Enrolled 2026-01-01 through 2026-12-31, continuous. ED visit is 2026-06-15, need enrolment through 2026-07-15 (30 days after). Covered. ✓
Member is in the denominator.
**Step 2: Check Required Exclusions**
- **E1**: Did the ED visit result in an inpatient admission or observation stay? The record says "Discharged home." No admission or observation. Not excluded.
- **E2**: Death during 30 days following? "Member alive throughout." Not excluded.
No exclusions apply.
**Step 3: Check Numerator**
- ED visit date: 2026-06-15
- Day 1 = 2026-06-16 (the day after the ED visit)
- 7-day window: days 1-7 = 2026-06-16 through 2026-06-22
- 30-day window: days 1-30 = 2026-06-16 through 2026-07-15
Follow-up visits:
- 2026-06-15: Same-day telehealth visit with psychiatric nurse practitioner. The spec says "A visit on the same calendar day as the emergency department visit does NOT count." So this does NOT count.
- No further mental health contact through 2026-07-31.
So there is no qualifying follow-up visit within 7 days or 30 days.
- **N7**: Not met. No follow-up within 7 days (the same-day visit doesn't count).
- **N30**: Not met. No follow-up within 30 days.
**Status**: non_compliant
**Reason**: The same-day telehealth visit does not count per the measure; no follow-up occurred within 30 days after the ED visit.
Let me write a concise reason under 30 words:
"The same-day telehealth visit does not count under QM-FUM rules; no follow-up visit occurred within 7 or 30 days after the June 15 ED visit."
Word count: 25 words. Good.
met_7_day: false
met_30_day: falsejson{
"status": "non_compliant",
"reason": "The same-day telehealth visit does not count under QM-FUM rules; no follow-up visit occurred within 7 or 30 days after the June 15 ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 683 tokens
Let me analyze this member against the QM-FUM measure specification.
**Member 40402**
- DOB: 1988-07-30
- Age as of ED visit (2026-06-15): 37 years old (turns 38 on 2026-07-30). Age ≥ 6 ✓
- Enrolment: 2026-01-01 through 2026-12-31, continuous. So continuous enrolment from ED visit date through 30 days after (2026-06-15 through 2026-07-15) is satisfied. ✓
**ED Visit:**
- Date: 2026-06-15
- Principal diagnosis: F41.1 (generalised anxiety disorder) — falls within F01-F99, not F17.- ✓
- Between 2026-01-01 and 2026-12-01 ✓
- Discharged home (not admitted to inpatient or observation) ✓
**Exclusions check:**
- E1: ED visit results in inpatient admission or observation stay? No, discharged home. Not excluded.
- E2: Death during 30 days following? Member alive throughout. Not excluded.
**Numerator check:**
- N7: Follow-up visit with a mental health practitioner within 7 days after the ED visit, counting the day after the visit as day 1.
- ED visit: 2026-06-15
- Day 1: 2026-06-16
- Day 7: 2026-06-22
- Same-day telehealth visit on 2026-06-15: "A visit on the same calendar day as the emergency department visit does NOT count."
- No further mental health contact through 2026-07-31.
- So no qualifying follow-up within 7 days. N7 = false.
- N30: Follow-up visit with a mental health practitioner within 30 days after the ED visit.
- Day 1: 2026-06-16
- Day 30: 2026-07-15
- No further mental health contact through 2026-07-31.
- So no qualifying follow-up within 30 days. N30 = false.
**Status:** non_compliant (in denominator, not excluded, does not meet numerator)
**Reason:** Same-day telehealth visit does not count as follow-up; no subsequent mental health visit within 30 days.
Let me refine the reason to be under 30 words and specific:
"Same-day telehealth visit does not count; no follow-up with a mental health practitioner occurred within 30 days after the June 15 ED visit."
That's 24 words. Good.json{
"status": "non_compliant",
"reason": "Same-day telehealth visit does not count; no follow-up with a mental health practitioner occurred within 30 days after the June 15 ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 · Z.ai2.9s · 791 out | 4.5s · 749 out | 7.1s · 686 out
Reasoning · 717 tokens
Let me work through this measure step by step.
Measure QM-FUM. Measurement year 2026-01-01 through 2026-12-31.
Eligible population (denominator):
- Age: 6 years or older as of the date of the ED visit. DOB 1988-07-30, ED visit 2026-06-15. Member is 37 years old. ✓
- Event: ED visit with principal mental health diagnosis (F01-F99, excluding F17.-). F41.1 is a mental health diagnosis (not F17). Visit date 2026-06-15, between 2026-01-01 and 2026-12-01. ✓
- Continuous enrolment: from date of visit through 30 days after. ED visit 2026-06-15; 30 days after is 2026-07-15. Enrolment 2026-01-01 through 2026-12-31, continuous. ✓
So member is in the denominator.
Exclusions:
- E1: ED visit results in inpatient admission or observation stay. Record says "Discharged home." So no admission, no observation. Not excluded.
- E2: Death during 30 days following visit. Member alive throughout. Not excluded.
Numerator:
- N7: follow-up visit with a mental health practitioner within 7 days after the ED visit, counting day after the visit as day 1. A visit on the same calendar day as the ED visit does NOT count.
The follow-up telehealth visit was on 2026-06-15, the same calendar day as the ED visit (three hours after discharge). Per the spec: "A visit on the same calendar day as the emergency department visit does NOT count."
So the same-day visit does not count. There is no further mental health contact through 2026-07-31, so no follow-up within 7 days (2026-06-16 through 2026-06-22) and no follow-up within 30 days (2026-06-16 through 2026-07-15).
So met_7_day = false, met_30_day = false.
Status: non_compliant. Reason: the only follow-up occurred on the same calendar day as the ED visit, which the spec says does not count; no follow-up within 7 or 30 days.
Required keys: status, reason, met_7_day, met_30_day.
Reason (one sentence, under 30 words): "The only follow-up visit occurred on the same calendar day as the emergency department visit, which the specification does not count; no follow-up within 7 or 30 days."
Word count: The(1) only(2) follow-up(3) visit(4) occurred(5) on(6) the(7) same(8) calendar(9) day(10) as(11) the(12) emergency(13) department(14) visit,(15) which(16) the(17) specification(18) does(19) not(20) count;(21) no(22) follow-up(23) within(24) 7(25) or(26) 30(27) days.(28) — 28 words, under 30. Good.
Status: non_compliant.
met_7_day: false, met_30_day: false.json{
"status": "non_compliant",
"reason": "The only follow-up occurred on the same calendar day as the emergency department visit, which the specification does not count; no follow-up within 7 or 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 634 tokens
Let me work through this carefully.
Measure QM-FUM. Measurement year 2026-01-01 through 2026-12-31.
Eligible population:
- Age: 6 years or older as of date of ED visit. Member DOB 1988-07-30, ED visit 2026-06-15, so age is 37. Eligible on age.
- Event: ED visit with principal mental health diagnosis (F01-F99, excluding F17.-) between 2026-01-01 and 2026-12-01. Visit on 2026-06-15 with principal diagnosis F41.1 — that's in F01-F99 and not F17.-. So qualifying event. Visit date 2026-06-15 is within range and before 2026-12-01.
- Continuous enrolment: from date of ED visit through 30 days after, with no gaps. Enrolment 2026-01-01 through 2026-12-31 continuous — covers 2026-06-15 through 2026-07-15. So continuous enrolment satisfied.
So member is in the denominator.
Exclusions:
- E1: ED visit results in inpatient admission or observation stay of any length. Record says "Discharged home" — no inpatient admission or observation stay. Not excluded.
- E2: Death during 30 days following. Member alive throughout. Not excluded.
Numerator:
- N7: follow-up visit with a mental health practitioner within 7 days after the ED visit, counting the day after the visit as day 1. A visit on the same calendar day as the ED visit does NOT count.
- The member has a same-day telehealth visit (2026-06-15) with a psychiatric nurse practitioner, three hours after discharge. That's on the SAME calendar day as the ED visit. Per the spec, "A visit on the same calendar day as the emergency department visit does NOT count."
- No further mental health contact through 2026-07-31. So no follow-up within 7 days (2026-06-16 through 2026-06-22) or within 30 days (2026-06-16 through 2026-07-15).
So met_7_day = false, met_30_day = false.
Status: non_compliant — in the denominator, not excluded, does not meet the numerator.
Reason: One sentence under 30 words naming the specific criterion or date that decided it. The deciding criterion: the 2026-06-15 follow-up occurred on the same calendar day as the ED visit, which does not count; no subsequent follow-up.
Something like: "The 2026-06-15 telehealth follow-up occurred on the same calendar day as the ED visit and therefore does not count; no later follow-up occurred."
That's under 30 words. Let me count: "The 2026-06-15 telehealth follow-up occurred on the same calendar day as the ED visit and therefore does not count; no later follow-up occurred." — roughly 23 words. Good.
Keys required: status, reason, met_7_day, met_30_day.json{
"status": "non_compliant",
"reason": "The 2026-06-15 telehealth follow-up occurred on the same calendar day as the ED visit, which does not count, and no later follow-up visit occurred.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 610 tokens
Let me work through this.
Measure QM-FUM. Member 40402, DOB 1988-07-30, so age at visit (2026-06-15) is 37, ≥ 6. Eligible age.
Event: ED visit 2026-06-15 with principal diagnosis F41.1 (generalised anxiety disorder) — F41.1 is in F01-F99, not F17.-, so qualifying. Visit date between 2026-01-01 and 2026-12-01. Yes.
Continuous enrolment: 2026-01-01 through 2026-12-31, continuous — so from 2026-06-15 through 30 days after (2026-07-15) is covered. Yes, in denominator.
Exclusions:
E1: inpatient admission or observation stay — visit was discharged home, no admission. Not excluded.
E2: death during 30 days — member alive. Not excluded.
Numerator:
N7: follow-up visit with mental health practitioner within 7 days after ED visit, counting day after as day 1. Same-day visit does NOT count. The follow-up was on 2026-06-15, the same calendar day as the ED visit — three hours after discharge. So it does not count for N7. No other follow-up within 7 days (no further mental health contact through 2026-07-31).
So met_7_day = false.
N30: follow-up within 30 days. Same-day visit does not count. No further contact through 2026-07-31, which covers the 30-day window (30 days after 2026-06-15 = 2026-07-15). So met_30_day = false.
Status: in denominator, not excluded, does not meet numerator → non_compliant.
Reason: The same-day follow-up visit does not count, and no follow-up occurred within the 30-day window (through 2026-07-15).
Under 30 words: "The only follow-up visit occurred on the same calendar day as the ED visit (2026-06-15), which does not count; no visit followed within 30 days."
That's about 27 words. Let me count: "The(1) only(2) follow-up(3) visit(4) occurred(5) on(6) the(7) same(8) calendar(9) day(10) as(11) the(12) ED(13) visit(14) (2026-06-15)(15), which(16) does(17) not(18) count(19); no(20) visit(21) followed(22) within(23) 30(24) days(25)." 25 words. Good.
Output JSON with status, reason, met_7_day,met_30_day.json{
"status": "non_compliant",
"reason": "The only follow-up visit occurred on the same calendar day as the ED visit (2026-06-15), which does not count; no visit followed within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Max · Alibaba8.1s · 349 out | 7.2s · 324 out | 10.4s · 445 out
Reasoning · 272 tokens
We need answer JSON only. Need analyze measure. Member DOB 1988-07-30 age 37 at ED 2026-06-15. Eligible: age >=6, ED principal mental health F41.1 within Jan1-Dec1 2026, continuous enrolment from ED through 30 days after: enrolled full year, yes. Exclusions: E1 inpatient/observation? discharged home no. E2 death no. Numerator: follow-up visit with mental health practitioner within 7 days after ED, day after visit day 1. Same-day telehealth visit with psychiatric nurse practitioner 3 hours after discharge does NOT count because same calendar day as ED. No further mental health contact through 2026-07-31. Thus no follow-up within 7 or 30. Status non_compliant. reason under 30 words naming criterion/date. Need maybe "No qualifying mental health follow-up after 2026-06-15 ED visit; same-day telehealth does not count." Count? 11? Good. met_7_day false, met_30_day false. Ensure JSON exact keys: status reason met_7_day met_30_day. No extra.json{
"status": "non_compliant",
"reason": "No qualifying mental health follow-up after the 2026-06-15 ED visit; same-day telehealth does not count.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 240 tokens
We need answer JSON only. Need analyze measure. Member DOB 1988-07-30, age 37 at ED 2026-06-15. Enrolled continuous entire year, so through 30 days after yes. ED principal mental health F41.1 within Jan 1-Dec 1 yes. Exclusions? discharged home, no inpatient/observation, alive. Numerator? Follow-up with mental health practitioner within 7 days after ED, day after visit as day 1. Same-day telehealth visit with psychiatric nurse practitioner 3 hours after discharge does NOT count because same calendar day. No further mental health contact through 2026-07-31. So no follow-up within 7 or 30. Status non_compliant. Reason under 30 words naming criterion/date: "Same-day follow-up visit does not count and no later qualifying mental health visit occurred within 30 days of the 2026-06-15 ED visit." Need met_7_day false met_30_day false. Ensure exact keys. JSON fenced only.json{
"status": "non_compliant",
"reason": "Same-day follow-up does not count, and no qualifying mental health visit occurred within 30 days after the 2026-06-15 emergency department visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 367 tokens
We need answer JSON only. Need analyze measure. Member DOB 1988-07-30, age at ED 2026-06-15: 37, eligible age. ED visit principal mental health F41.1 within Jan1-Dec1 2026. Continuous enrolment from visit through 30 days after? Enrolled full year, yes. Exclusions: E1 admission/observation? Discharged home, no. E2 death? alive. Numerator: follow-up with mental health practitioner within 7 days after ED, day after visit day 1. Same-day telehealth visit with psychiatric nurse practitioner three hours after discharge. Rule: visit on same calendar day as ED does NOT count. No further mental health contact through 2026-07-31. Therefore no qualifying follow-up within 7 or 30. Status non_compliant. reason under 30 words naming criterion/date. Need met_7_day false, met_30_day false. Ensure JSON exactly. Could reason: "Same-day telehealth on 2026-06-15 does not count, and no follow-up occurred within 30 days." Count words? Same-day(1?) telehealth(2) on(3) 2026-06-15(4) does(5) not(6) count,(7) and(8) no(9) follow-up(10) occurred(11) within(12) 30(13) days.(14) okay. Or specific criterion: numerator not met. Need one sentence under 30. Use date. Output fenced JSON only. Ensure no extra keys.json{
"status": "non_compliant",
"reason": "Same-day telehealth on 2026-06-15 does not count, and no follow-up occurred within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Terra · OpenAI1.3s · 58 out | 1.3s · 55 out | 1.4s · 64 out
json{"status":"non_compliant","reason":"The 2026-06-15 same-day telehealth visit does not count, and no follow-up occurred within 30 days.","met_7_day":false,"met_30_day":false}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"The same-day psychiatric telehealth visit does not count, and no follow-up occurred within 7 or 30 days.","met_7_day":false,"met_30_day":false}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"The same-day telehealth visit does not count, and no mental health follow-up occurred within 30 days after the 2026-06-15 ED visit.","met_7_day":false,"met_30_day":false}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 Flash · Z.ai11.5s · 548 out | 9.8s · 427 out | 16.6s · 689 out
Reasoning · 463 tokens
Let me work through this.
Member 40402, DOB 1988-07-30. ED visit 2026-06-15 with principal diagnosis F41.1 (mental health, F01-F99, not F17). Age at visit: born 1988-07-30, visit 2026-06-15 — they are 37 (turning 38 on 2026-07-30). Age 6+ satisfied.
Enrolment: continuous 2026-01-01 through 2026-12-31, so continuous enrolment from visit through 30 days after satisfied.
Exclusions: E1 — discharged home, no inpatient admission or observation stay. E2 — alive throughout. No exclusions.
Numerator: Same-day telehealth visit with psychiatric nurse practitioner, three hours after discharge, on 2026-06-15. The spec says: "A visit on the same calendar day as the emergency department visit does NOT count." So N7 not met, N30 not met. No follow-up within 7 or 30 days otherwise.
So status: non_compliant. Reason: same-day follow-up visit does not count per spec; no follow-up within 7 or 30 days.
met_7_day: false, met_30_day: false.
Reason must be under 30 words, one sentence. Something like: "Qualifying ED visit 2026-06-15 with F41.1; same-day telehealth visit does not count as follow-up per specification, and no follow-up occurred within 7 or 30 days."
Count words: Qualifying(1) ED(2) visit(3) 2026-06-15(4) with(5) F41.1;(6) same-day(7) telehealth(8) visit(9) does(10) not(11) count(12) as(13) follow-up(14) per(15) specification,(16) and(17) no(18) follow-up(19) occurred(20) within(21) 7(22) or(23) 30(24) days.(25) — 25 words, fine.
Output JSON only.json{
"status": "non_compliant",
"reason": "Qualifying ED visit 2026-06-15 with F41.1; the same-day telehealth visit does not count as follow-up per specification, and no follow-up occurred within 7 or 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 351 tokens
Let me work through this against the QM-FUM specification.
Member 40402, DOB 1988-07-30, so age 37 at time of ED visit (2026-06-15). Age 6+ — eligible.
Event: ED visit 2026-06-15 with principal diagnosis F41.1 (within F01-F99, not F17). Within measurement window (before 2026-12-01). Discharged home — no inpatient admission, no observation stay. So E1 does not apply.
Enrolment: continuous 2026-01-01 through 2026-12-31, so covers visit through 30 days after. Eligible for denominator.
Death: member alive throughout. E2 does not apply.
Numerator:
- N7: follow-up within 7 days, counting the day after as day 1. Same-day visit does NOT count per spec. The telehealth visit with psychiatric nurse practitioner was same day (2026-06-15), three hours after discharge. That does not count per the explicit rule.
- No further mental health contact through 2026-07-31. 30-day window ends 2026-07-15. No follow-up.
So met_7_day = false, met_30_day = false.
Status: in denominator, not excluded, does not meet numerator → "non_compliant".
Reason: under 30 words, one sentence. Something like: "Same-day post-ED telehealth visit does not count toward the numerator per specification; no follow-up within 7 or 30 days."
Required keys: status, reason, met_7_day, met_30_day.json{
"status": "non_compliant",
"reason": "Same-day telehealth visit on 2026-06-15 does not count per specification; no mental health follow-up occurred within the 7-day or 30-day windows.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 606 tokens
Let me work through this carefully.
Member 40402, DOB 1988-07-30. ED visit 2026-06-15, principal diagnosis F41.1 (generalised anxiety disorder), which is within F01-F99, not F17. So it's a qualifying ED visit.
Age at visit: born 1988-07-30, visit 2026-06-15. Age = 37 (birthday hasn't occurred yet in 2026 — 2026-07-30 would be 38th birthday). So 37 years old. Well over 6. Eligible.
Enrolment: continuous 2026-01-01 through 2026-12-31, covers visit date through 30 days after. Eligible.
Event date: 2026-06-15, within 2026-01-01 to 2026-12-01. Eligible.
Exclusions:
- E1: inpatient admission or observation stay — discharged home, so no. Not excluded.
- E2: death during 30 days — member alive. Not excluded.
Numerator:
- N7: follow-up within 7 days after ED visit, counting the day after as day 1. Same-day visit does NOT count. The telehealth visit was 2026-06-15, same calendar day as the ED visit, three hours after discharge. Per spec, same-day visit does NOT count. So met_7_day = false.
- N30: same logic — the only mental health contact is the same-day telehealth visit, which doesn't count. No further contact through 2026-07-31 (well past 30 days). So met_30_day = false.
Status: in denominator, not excluded, does not meet numerator → "non_compliant".
Reason: same-day telehealth visit doesn't count; no follow-up within 7 or 30 days. Under 30 words.
Reason draft: "Denominator-qualifying ED visit on 2026-06-15 (F41.1); only follow-up was same-day telehealth, which the specification does not count, so neither numerator window is met."
That's about 28 words. Let me count: Denominator-qualifying(1) ED(2) visit(3) on(4) 2026-06-15(5) (F41.1)(6); only(7) follow-up(8) was(9) same-day(10) telehealth(11), which(12) the(13) specification(14) does(15) not(16) count(17), so(18) neither(19) numerator(20) window(21) is(22) met(23). 23 words. Good.
Required keys for QM-FUM: status, reason, met_7_day, met_30_day. No extra keys.json{
"status": "non_compliant",
"reason": "Denominator-qualifying ED visit 2026-06-15 (F41.1); only follow-up was same-day telehealth, which the specification does not count, so neither numerator window is met.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Hunyuan 4 · Tencent46.8s · 2,932 out | 153.4s · 9,220 out | 64.5s · 3,923 out
Reasoning · 2,850 tokens
We need answer JSON only. Need determine status, reason, met_7_day, met_30_day for QM-FUM.
Let's parse measure.
Measurement year 2026-01-01 through 2026-12-31.
Denominator: Age 6 or older as of date of ED visit. Event: ED visit with principal mental health diagnosis F01-F99, excluding F17.- tobacco use, between 2026-01-01 and 2026-12-01. Visits after 2026-12-01 excluded. Each qualifying visit counted separately. Continuous enrolment from date of ED visit through 30 days after, no gaps.
Member DOB 1988-07-30. As of 2026-06-15 age 37 (turns 38 on 2026-07-30). Age >=6 yes.
ED visit 2026-06-15, principal dx F41.1 (generalized anxiety disorder). F41.1 is mental health dx F01-F99, not F17. Event between 2026-01-01 and 2026-12-01, yes (2026-06-15). Continuous enrolment 2026-01-01 through 2026-12-31, continuous. Need continuous enrolment from ED date through 30 days after: 2026-06-15 through 2026-07-15 (plus 30 days? "through 30 days after" = date + 30 days. If ED 2026-06-15, 30 days after is 2026-07-15. Enrolment continuous through 2026-12-31, yes. No gaps.
Exclusions before numerator.
Exclusions:
E1: ED visit results in inpatient admission or observation stay of any length. Record says "Discharged home." No inpatient/observation. So no E1.
E2: Death during 30 days following visit. Member alive throughout. No.
No exclusions.
Numerator:
N7: follow-up visit with a mental health practitioner within 7 days after ED visit, counting day after visit as day 1. So days after: 2026-06-16 is day 1, day 7 is 2026-06-22. Need follow-up on or before 2026-06-22? Let's calculate: ED date 2026-06-15. Day after = 2026-06-16 day1. Day2 06-17, day3 06-18, day4 06-19, day5 06-20, day6 06-21, day7 06-22. So within 7 days after means through 2026-06-22 inclusive.
N30: within 30 days after ED visit, counting same way. Day1 06-16, day30 is 2026-07-15? Let's compute: June has 30 days. From 06-16 to 06-30 is 15 days? Wait count: day1 06-16, day2 06-17, day3 06-18, day4 06-19, day5 06-20, day6 06-21, day7 06-22, day8 06-23, day9 06-24, day10 06-25, day11 06-26, day12 06-27, day13 06-28, day14 06-29, day15 06-30, day16 07-01, day17 07-02, day18 07-03, day19 07-04, day20 07-05, day21 07-06, day22 07-07, day23 07-08, day24 07-09, day25 07-10, day26 07-11, day27 07-12, day28 07-13, day29 07-14, day30 07-15. Yes 30 days after is 2026-07-15.
Record: "2026-06-15 Same-day telehealth visit with a psychiatric nurse practitioner, three hours after discharge." A visit on same calendar day as ED visit does NOT count. So this same-day visit does not count for N7 or N30. No further mental health contact through 2026-07-31. The follow-up window extends to 2026-07-15 for N30, but no further contact through 2026-07-31 means none on or before 2026-07-15. So no follow-up within 7 or 30 days. Thus member does not meet numerator. Status = non_compliant (in denominator, not excluded, does not meet numerator). Wait check: "non_compliant" definition: in denominator, not excluded, does not meet numerator. Yes.
met_7_day = false, met_30_day = false.
Reason: one sentence, under 30 words, naming specific criterion or date that decided it. Must be under 30 words. Need name specific criterion/date. Since status non_compliant because same-day telehealth visit does not count and no follow-up by 2026-06-22 (7-day) or 2026-07-15 (30-day). The deciding criterion: follow-up on same calendar day as ED visit excluded, and no qualifying mental health visit through day 30 (2026-07-15). But we need one sentence under 30 words. Let's draft.
Possible reason: "The same-day telehealth visit does not count, and no mental health follow-up occurred by 2026-06-22 (7-day) or 2026-07-15 (30-day)." Word count: The(1) same-day(2) telehealth(3) visit(4) does(5) not(6) count(7), and(8) no(9) mental(10) health(11) follow-up(12) occurred(13) by(14) 2026-06-22(15) (7-day)(16) or(17) 2026-07-15(18) (30-day)(19). Under 30. It names specific criterion (same-day visit does not count) and dates (2026-06-22, 2026-07-15). But wait 7-day within is through 2026-06-22, yes. 30-day through 2026-07-15. Maybe "by" includes the deadline. Good.
Need ensure "met_7_day": false, "met_30_day": false. Status "non_compliant".
Check if any nuance: "Each qualifying visit is counted separately." There's only one ED visit. The same-day telehealth visit is with a psychiatric nurse practitioner, a mental health practitioner, but on same calendar day as ED visit, so does NOT count for numerator. The record says "No further mental health contact through 2026-07-31." Since 30-day window ends 2026-07-15, no contact through 07-31 confirms none in window. So non-compliant.
Check exclusion: "Discharged home." Not inpatient/observation. No death. Good.
Continuous enrolment: enrolment 2026-01-01 through 2026-12-31 continuous. The denominator requires continuous enrolment from date of ED visit through 30 days after (2026-07-15). Met.
Age: DOB 1988-07-30. As of 2026-06-15, member is 37 years old (not yet 38 until July 30). Age >=6. Good.
Check event date: ED between 2026-01-01 and 2026-12-01. 2026-06-15 is before 2026-12-01, yes. If after 2026-12-01 excluded. It is June.
Wait, measurement year is 2026-01-01 through 2026-12-31. Event between 2026-01-01 and 2026-12-01. June 15 qualifies.
What about "Visits after 2026-12-01 are excluded so the follow-up window can close inside the measurement year." This refers to ED visits after Dec 1? Actually if ED visit is after 2026-12-01, the 30-day follow-up would extend into next year, so excluded. Our visit June 15, follow-up window closes July 15 inside measurement year. Good.
Now reason under 30 words. Let's ensure final JSON exactly one fenced block, nothing else.
Need output:
```json
{
"status": "non_compliant",
"reason": "The same-day telehealth visit does not count, and no mental health follow-up occurred by 2026-06-22 (7-day) or 2026-07-15 (30-day).",
"met_7_day": false,
"met_30_day": false
}
```
Count words in reason: The(1) same-day(2) telehealth(3) visit(4) does(5) not(6) count,(7) and(8) no(9) mental(10) health(11) follow-up(12) occurred(13) by(14) 2026-06-22(15) (7-day)(16) or(17) 2026-07-15(18) (30-day).(19) 19 words. Good.
Wait, is "same-day telehealth visit" dated 2026-06-15. Since it's same calendar day, it's excluded. The member had a psychiatric nurse practitioner visit. That's a mental health practitioner. But same-day doesn't count. So no N7/N30.
Let's double-check date arithmetic: "within 7 days after the emergency department visit, counting the day after the visit as day 1." If ED is June 15, day after is June 16 = day 1. Within 7 days after means days 1 through 7? Usually "within 7 days" inclusive of day 7: June 22. Yes. If counted "within 7 days after" as up to and including the day that is 7 days after the visit? Let's test: 7 days after June 15 is June 22? Let's see: June 15 + 7 days = June 22 (since 15->16 (1), 17 (2), 18 (3), 19 (4), 20 (5), 21 (6), 22 (7)). Yes. So deadline June 22.
30 days after: June 15 + 30 days = July 15 (since June has 30 days: 15->30 is 15 days? Wait let's recalc carefully. If we add 30 days to June 15: June 15 to June 30 is 15 days? Let's count: June 16 is +1, June 17 +2, June 18 +3, June 19 +4, June 20 +5, June 21 +6, June 22 +7, June 23 +8, June 24 +9, June 25 +10, June 26 +11, June 27 +12, June 28 +13, June 29 +14, June 30 +15. Then July 1 +16, July 2 +17, July 3 +18, July 4 +19, July 5 +20, July 6 +21, July 7 +22, July 8 +23, July 9 +24, July 10 +25, July 11 +26, July 12 +27, July 13 +28, July 14 +29, July 15 +30. Yes. So day 30 is July 15. Deadline July 15. Good.
No further contact through 2026-07-31 includes July 15, so none.
Status non_compliant. For QM-FUM, met_7_day false, met_30_day false. The task says: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." It doesn't say for non_compliant you must report actual values? Required keys met_7_day and met_30_day for items drawn from measure QM-FUM. They ask to report both as false if excluded/not_eligible. For non_compliant, we should report actual boolean: false and false because didn't meet. Yes.
Check if there is any possibility of "excluded" because ED visit resulted in discharge home? No, E1 is inpatient admission or observation stay. Discharged home means not admitted. So not excluded.
Check if "observation stay of any length" might include something else? No observation documented. "Discharged home" from ED. No.
Check if member was alive throughout: yes, no E2.
Check age: DOB 1988-07-30. At 2026-06-15, age is 37 (since birthday July 30 hasn't occurred). 37 >=6.
Everything done.
Need final answer with exactly one fenced JSON code block and nothing else. Must use JSON null? No null needed. Booleans false.
Let's produce.json{
"status": "non_compliant",
"reason": "The same-day telehealth visit does not count, and no mental health follow-up occurred by 2026-06-22 (7-day) or 2026-07-15 (30-day).",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 9,122 tokens
We need answer task: QM-FUM measure. Member record. Need output JSON with status and reason. Also for QM-FUM, keys met_7_day and met_30_day booleans. Need determine eligibility, exclusions, numerator compliance.
Let's parse measure.
Measurement year 2026-01-01 to 2026-12-31.
Eligible population (denominator):
- Age: 6 years or older as of date of ED visit.
- Event: an ED visit with principal mental health diagnosis (F01-F99 excluding F17.- tobacco) between 2026-01-01 and 2026-12-01. Visits after 2026-12-01 excluded. Each qualifying visit counted separately.
- Continuous enrolment: from date of ED visit through 30 days after, with no gaps.
Numerator:
N7: follow-up visit with mental health practitioner within 7 days after ED visit, counting day after visit as day1.
N30: follow-up within 30 days after ED visit, counted same way.
Visit on same calendar day as ED does NOT count. Meeting N7 also meets N30.
Required exclusions:
E1: ED visit results in inpatient admission or observation stay of any length. Report visit excluded, not non-compliant.
E2: Death during 30 days following visit.
Member 40402: DOB 1988-07-30. Enrolment 2026-01-01 through 2026-12-31 continuous.
History:
- 2026-06-15 ED visit, principal diagnosis F41.1 generalised anxiety disorder. Discharged home.
- 2026-06-15 Same-day telehealth visit with psychiatric nurse practitioner, three hours after discharge.
- No further mental health contact through 2026-07-31.
- Alive throughout.
Need evaluate.
Age as of 2026-06-15: DOB 1988-07-30. As of 2026-06-15, member is 37 (will turn 38 on 2026-07-30). Age >=6 yes.
Event: ED visit on 2026-06-15 within 2026-01-01 and 2026-12-01? 2026-06-15 <= 2026-12-01, yes. Principal diagnosis F41.1. It's in F01-F99? F41 is anxiety disorder, yes. Not F17.- tobacco. So qualifying visit. Counted separately.
Continuous enrolment: from date of visit (2026-06-15) through 30 days after. 30 days after count? Need continuous enrolment from date through 30 days after, no gaps. Enrolment 2026-01-01 through 2026-12-31 continuous. 30 days after 2026-06-15 is 2026-07-15? Let's verify date arithmetic: "through 30 days after" likely means date + 30 days inclusive? The enrolment period covers through 2026-12-31, so definitely covers 2026-07-15. Continuous enrolment yes.
Exclusions:
E1: ED results in inpatient admission or observation stay of any length. History says discharged home. No inpatient/observation. Not excluded.
E2: Death during 30 days following visit. Alive throughout. Not excluded.
Numerator: Follow-up visit with mental health practitioner within 7 days after ED, counting day after as day1. A visit on same calendar day as the ED does NOT count. The only mental health contact is 2026-06-15 same-day telehealth visit with psychiatric nurse practitioner, three hours after discharge. Since same calendar day, it does NOT count for N7 or N30. No further mental health contact through 2026-07-31. Wait, 30 days after ED: ED 2026-06-15. Need within 30 days after, counted day after as day1. Let's map days:
ED date: 2026-06-15. Day after = 2026-06-16 is day 1. Day 7 = 2026-06-22? Let's count: day1 Jun16, day2 Jun17, day3 Jun18, day4 Jun19, day5 Jun20, day6 Jun21, day7 Jun22. So N7 window is Jun16-Jun22 inclusive. N30: day30 =? 2026-07-15? Let's verify: Jun16 day1; June has 30 days; from Jun16 to Jun30 is 15 days (16-30 inclusive: 30-16+1 = 15). Then need 15 more days in July: Jul1 day16, ... Jul15 day30. So N30 window Jun16 through Jul15. Alternatively 30 days after visit date (Jun15 + 30 days = Jul15). The enrolment continuous through 30 days after, and follow-up within 30 days after. The record says "No further mental health contact through 2026-07-31." That covers beyond 30 days (Jul15). So there was no follow-up visit on Jun16-Jul15. The same-day telehealth doesn't count. Therefore N7 false, N30 false.
Now status: Since in denominator (age, event, continuous enrollment), not excluded (E1/E2 no), does not meet numerator (no follow-up counted). So "non_compliant".
Reason: one sentence, under 30 words, naming specific criterion or date that decided it. Should mention: Member had qualifying ED visit 2026-06-15 but the only mental health follow-up was same-day 2026-06-15, which does not count; no follow-up by 2026-07-15, so N7/N30 not met. Need under 30 words. Let's draft.
"Qualifying ED visit 2026-06-15; the only follow-up was a non-counting same-day 2026-06-15 telehealth visit, with no mental health visit by 2026-07-15, so N7 and N30 unmet." Count words: Qualifying(1) ED(2) visit(3) 2026-06-15;(4) the(5) only(6) follow-up(7) was(8) a(9) non-counting(10) same-day(11) 2026-06-15(12) telehealth(13) visit,(14) with(15) no(16) mental(17) health(18) visit(19) by(20) 2026-07-15,(21) so(22) N7(23) and(24) N30(25) unmet.(26) 26 words. Under 30 good. Need ensure no extra keys. Required keys for QM-FUM: status, reason, met_7_day, met_30_day. For excluded/not_eligible report both false. Here non_compliant, so booleans reflect actual: met_7_day false, met_30_day false.
Check output contract: exactly one fenced JSON code block and nothing else. Use JSON null if told leave empty, not needed. Money not relevant. Dates ISO but here in reason we use ISO dates in sentence; that's okay. Reason string.
Potential nuance: The ED visit is 2026-06-15. The same-day telehealth "three hours after discharge". Does the measure allow telehealth? It says "follow-up visit with a mental health practitioner". Telehealth with psychiatric nurse practitioner likely qualifies as visit with mental health practitioner. But same calendar day does not count. Yes.
Another nuance: Continuous enrolment from date of ED visit through 30 days after, with no gaps. The measure says "Each qualifying visit is counted separately." Only one visit. So denominator entered. Wait, does the member need continuous enrolment 30 days after? They have enrolment through 2026-12-31, so yes.
What about "Visits after 2026-12-01 are excluded so the follow-up window can close inside the measurement year." The ED is Jun15, fine.
E1: "emergency department visit results in an inpatient admission or an observation stay of any length." Discharged home, so no.
E2 death: alive.
Now, status non_compliant. The reason must name specific criterion or date that decided it. The deciding factor for non-compliance is that the same-day follow-up doesn't count and no qualifying follow-up occurred within 7 or 30 days. The date that decided? Maybe "no follow-up by 2026-07-15 (day 30)" or "same-day 2026-06-15 visit excluded by numerator rule". Actually the criterion that decided it is the numerator rule that a same-calendar-day visit does not count, combined with absence of later visit. The reason should name the criterion or date. Let's craft: "Numerator rule excludes the same-day 2026-06-15 follow-up; no mental health visit occurred by the 2026-07-15 N30 deadline, so N7 and N30 unmet." Count: Numerator(1) rule(2) excludes(3) the(4) same-day(5) 2026-06-15(6) follow-up;(7) no(8) mental(9) health(10) visit(11) occurred(12) by(13) the(14) 2026-07-15(15) N30(16) deadline,(17) so(18) N7(19) and(20) N30(21) unmet.(22) 22 words.
But maybe wording: "ED visit 2026-06-15 qualifies, but the only follow-up was same-day 2026-06-15 (non-counting); no visit by 2026-07-15, so N7 and N30 are not met." Count: ED(1) visit(2) 2026-06-15(3) qualifies,(4) but(5) the(6) only(7) follow-up(8) was(9) same-day(10) 2026-06-15(11) (non-counting);(12) no(13) visit(14) by(15) 2026-07-15,(16) so(17) N7(18) and(19) N30(20) are(21) not(22) met.(23) Good. Need under 30.
Check if "non-counting" maybe not in measure wording, but same-calendar-day does NOT count. Could say "same-calendar-day visit does not count". Let's produce: "Qualifying ED visit 2026-06-15; the only follow-up was a same-calendar-day 2026-06-15 visit, which does not count, and no visit occurred by 2026-07-15." Count: Qualifying(1) ED(2) visit(3) 2026-06-15;(4) the(5) only(6) follow-up(7) was(8) a(9) same-calendar-day(10) 2026-06-15(11) visit,(12) which(13) does(14) not(15) count,(16) and(17) no(18) visit(19) occurred(20) by(21) 2026-07-15.(22) That's 22 words, but doesn't mention N7/N30 unmet? It implies. The reason must name criterion or date that decided it. The status is non_compliant; maybe reason should say why not compliant. Add "so N7 and N30 unmet." Count: Qualifying(1) ED(2) visit(3) 2026-06-15;(4) the(5) only(6) follow-up(7) was(8) a(9) same-calendar-day(10) 2026-06-15(11) visit,(12) which(13) does(14) not(15) count,(16) and(17) no(18) visit(19) occurred(20) by(21) 2026-07-15,(22) so(23) N7(24) and(25) N30(26) unmet.(27) 27 words. Good.
Need ensure date 2026-07-15 is correct for N30 deadline. Let's recalc carefully: ED date 2026-06-15. Numerator: follow-up within 30 days after the emergency department visit, counted the same way: day after visit as day 1. So day 1 = 2026-06-16. Day 30 = 2026-07-15. Let's verify: June 16 to June 30 inclusive: 15 days (16,17,18,19,20,21,22,23,24,25,26,27,28,29,30 = 15). July 1 = day 16, July 2 day17, July3 day18, July4 day19, July5 day20, July6 day21, July7 day22, July8 day23, July9 day24, July10 day25, July11 day26, July12 day27, July13 day28, July14 day29, July15 day30. Yes.
Enrolment through 30 days after: 2026-07-15. Continuous enrollment from date through 30 days after: they are enrolled through 2026-12-31, so yes. Some might interpret "through 30 days after" as needing enrollment on 2026-07-15? They have it.
Now check if member is eligible regarding age: DOB 1988-07-30. As of 2026-06-15, age 37. Yes.
Check denominator event: principal diagnosis F41.1. F41 is "Other anxiety disorders". F01-F99 includes F40-F48 neurotic, stress-related and somatoform? Actually ICD-10 F01-F99 is Mental and behavioural disorders. F41.1 is generalized anxiety disorder, code begins with F41, within F01-F99. Excluding F17.- tobacco use. It's not tobacco. Good.
Now check if "Each qualifying visit is counted separately." Only one visit. So place member against specification: The member has one ED visit. The status is per member? The task says "Place the member against the specification." Required keys include status. For QM-FUM, met_7_day and met_30_day booleans. Since status is based on visit? Actually measure counts each qualifying visit separately. For a member with multiple visits, there could be multiple evaluations? The task says one member's record, place member against specification. The status options: compliant, non_compliant, excluded, not_eligible. If there were multiple visits, perhaps overall? But measure says each qualifying visit counted separately, and required exclusions evaluate per visit? The output keys met_7_day and met_30_day are booleans for the member. The prompt: "Items drawn from measure QM-FUM require two further keys: met_7_day boolean, met_30_day boolean. For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." This suggests the booleans indicate whether the member met the 7-day and 30-day follow-up for the qualifying visit/visits? Wait, if a member had multiple qualifying ED visits, how would we report met_7_day? Probably if any visit met? Or the record likely has one visit. Here only one visit.
Let's examine: If member had a qualifying ED visit, numerator compliance for that visit requires follow-up. If the member had two separate ED visits, each counted separately, the measure would have two opportunities? In HEDIS, Follow-Up After Emergency Department Visit for Mental Illness (FUM) has multiple rates: 7-day and 30-day follow-up for each ED visit? Actually the measure has two rates: percentage of ED visits for which the member had a follow-up visit with a mental health practitioner within 7 days and within 30 days. The denominator is ED visits, not members. But the task asks place member against specification. It says "Each qualifying visit is counted separately." It might mean a member can have multiple denominator events; each is evaluated. But the output for the member asks met_7_day and met_30_day booleans. If multiple visits, how to summarize? Perhaps if the member had any visit that met? Or the record only has one visit. But instruction: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." It doesn't say for non_compliant report based on actual. So for non_compliant, we report actual met_7_day and met_30_day for the visit(s). Since there is a qualifying visit with no follow-up, both false. The status is non_compliant because in denominator, not excluded, does not meet numerator. Wait, if met_7_day false and met_30_day false, then does not meet numerator, so non_compliant. Good.
Could status be "excluded" because of same-day telehealth? No, same-day telehealth is not an exclusion; it's a non-counting follow-up. Exclusions are only E1 and E2. Not met.
Could the member be "not_eligible" because ED visit after 2026-12-01? No, June 15.
Could the same-day telehealth be considered a follow-up visit with a mental health practitioner within 7 days? The explicit rule: "A visit on the same calendar day as the emergency department visit does NOT count." So it does not count. The telehealth was three hours after discharge, but same date 2026-06-15, so non-counting. Good.
Continuous enrolment: from date of visit through 30 days after. Enrolment 2026-01-01 through 2026-12-31, continuous. No gaps. So eligible.
Now need produce JSON exactly:
```json
{
"status": "non_compliant",
"reason": "Qualifying ED visit 2026-06-15; the only follow-up was a same-calendar-day 2026-06-15 visit, which does not count, and no visit occurred by 2026-07-15, so N7 and N30 unmet.",
"met_7_day": false,
"met_30_day": false
}
```
Wait, check reason length: Let's count strictly. The reason sentence: "Qualifying ED visit 2026-06-15; the only follow-up was a same-calendar-day 2026-06-15 visit, which does not count, and no visit occurred by 2026-07-15, so N7 and N30 unmet."
Words (split by spaces/punctuation? Usually words separated by spaces; dates count as one word? Let's count tokens by spaces:
"Qualifying" (1)
"ED" (2)
"visit" (3)
"2026-06-15;" (4) (date is one word)
"the" (5)
"only" (6)
"follow-up" (7)
"was" (8)
"a" (9)
"same-calendar-day" (10)
"2026-06-15" (11)
"visit," (12)
"which" (13)
"does" (14)
"not" (15)
"count," (16)
"and" (17)
"no" (18)
"visit" (19)
"occurred" (20)
"by" (21)
"2026-07-15," (22)
"so" (23)
"N7" (24)
"and" (25)
"N30" (26)
"unmet." (27)
27 words. Under 30. Good. It names the criterion: same-calendar-day visit does not count, and date 2026-07-15 (N30 deadline) with no visit. Good.
Could we say "2026-07-15" is the N30 deadline. It is correct.
Double-check if N30 window ends 2026-07-15. Yes. The record says "No further mental health contact through 2026-07-31." That means none through Jul15, indeed none.
Now, confirm no other required keys. For QM-FUM tasks, required JSON keys: status, reason, met_7_day, met_30_day. The task family description: "Items drawn from measure QM-FUM require two further keys: met_7_day boolean, met_30_day boolean". And base required keys: status and reason. So total four keys. No extra keys like "measure" etc. Do not add keys not asked. Good.
One nuance: The member's telehealth visit is with a psychiatric nurse practitioner. Is a psychiatric nurse practitioner a "mental health practitioner"? The measure says "mental health practitioner". In HEDIS, mental health practitioner includes psychiatrist, psychologist, clinical social worker, psychiatric nurse practitioner? Actually a psychiatric nurse practitioner is a mental health practitioner. But regardless, same-day doesn't count. So no need.
Could there be an exclusion E1? "The emergency department visit results in an inpatient admission or an observation stay of any length." Discharged home means no admission/observation. So no.
Could the fact that they were "discharged home" after ED and had a telehealth visit three hours after discharge imply the telehealth is part of ED encounter? It's a separate same-day telehealth visit. The measure says same calendar day doesn't count. So N7/N30 false.
Now output format: exactly one fenced JSON code block and nothing else. Must start with ```json and end with ```. No preamble. Ensure JSON valid: strings with quotes, booleans lowercase false. No trailing commas. Use null not needed.
Let's prepare final.
```json
{
"status": "non_compliant",
"reason": "Qualifying ED visit 2026-06-15; the only follow-up was a same-calendar-day 2026-06-15 visit, which does not count, and no visit occurred by 2026-07-15, so N7 and N30 unmet.",
"met_7_day": false,
"met_30_day": false
}
```
Wait: The status values are exactly: "compliant", "non_compliant", "excluded", "not_eligible". Yes, "non_compliant" used.
Reason one sentence under 30 words. It is one sentence (ends with period). Good.
Check if "met_7_day" and "met_30_day" for non_compliant should be based on the visit: both false. Yes.
Let's also consider if "compliant" requires meeting numerator? The numerator has N7 and N30. Actually measure QM-FUM: Numerator N7 and N30. The status options: "compliant" meaning in denominator, not excluded, and meets the numerator. Does "meets the numerator" mean meets N7? Or meets either N7 or N30? Wait! This is crucial.
Let's re-read measure specification:
NUMERATOR
N7. A follow-up visit with a mental health practitioner within 7 days after the emergency department visit, counting the day after the visit as day 1.
N30. A follow-up visit with a mental health practitioner within 30 days after the emergency department visit, counted the same way.
A visit on the same calendar day as the emergency department visit does NOT count. A member meeting N7 also meets N30.
Required exclusions... Then status options: "compliant" in the denominator, not excluded, and meets the numerator. "non_compliant" in the denominator, not excluded, does not meet the numerator.
But what is "the numerator"? The measure has two numerator criteria: N7 and N30. Are they separate measures? In HEDIS FUM, there are two rates: Follow-up within 7 days and within 30 days. The numerator for the 7-day rate is N7; for the 30-day rate is N30. If the task asks for met_7_day and met_30_day booleans, then the member can be compliant with one but not the other? But status is a single value. Let's parse the task family: "You are given one measure specification and one member's record. Place the member against the specification." Required status: compliant (meets the numerator), non_compliant (does not meet the numerator). But for QM-FUM, further keys met_7_day and met_30_day. The output contract says: "Where a task asks which rules drove a decision... Items drawn from measure QM-FUM require two further keys: met_7_day boolean, met_30_day boolean. For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false."
So status is overall? How can a single status be determined when there are two numerators? Let's think. In the measure, there are two rates, but the specification says "A member meeting N7 also meets N30." That means N7 is a subset of N30. So if a member meets N7, they meet both N7 and N30. If they meet N30 but not N7, they meet N30 only. Does that make them "compliant" or "non_compliant"? The status definition: "compliant: in the denominator, not excluded, and meets the numerator". But which numerator? The measure perhaps considers the numerator as the 30-day follow-up? Or maybe the measure has a single numerator with two components? Let's read: "N7. A follow-up ... within 7 days ... N30. A follow-up ... within 30 days ... A member meeting N7 also meets N30." It doesn't say "The numerator is met if N30 is met" or "if N7 is met". It says a member meeting N7 also meets N30. So N30 is a broader criterion. In HEDIS, the measure name is "Follow-Up After Emergency Department Visit for Mental Illness (FUM)" and it reports two separate rates: 7-day follow-up and 30-djson{
"status": "non_compliant",
"reason": "Qualifying ED visit 2026-06-15; the only follow-up was a same-calendar-day 2026-06-15 visit, which does not count, and no visit occurred by 2026-07-15, so N7 and N30 unmet.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 3,840 tokens
We need answer as JSON only. Need analyze task.
We have measure QM-FUM: Follow-up after ED visit for mental illness. Measurement year 2026-01-01 to 2026-12-31.
Denominator: Age 6+ as of date of ED visit. Member DOB 1988-07-30. On 2026-06-15, age? 2026 minus 1988 = 38, but birthday 1988-07-30 not yet reached by June 15, so age 37. Anyway >=6. Yes.
Event: ED visit with principal mental health diagnosis F01-F99 excluding F17 tobacco. F41.1 is anxiety disorder, principal diagnosis. Between 2026-01-01 and 2026-12-01. Date 2026-06-15 is within. Discharged home. Continuous enrolment from date of ED visit through 30 days after, no gaps. Enrolment continuous 2026-01-01 through 2026-12-31, so yes. Through 30 days after June 15 is July 15 (need check counting: 30 days after visit? For continuous enrolment through 30 days after, likely July 15 if counting day after? The requirement: from date of ED visit through 30 days after. If visit June 15, 30 days after is July 15? Let's see: June has 30 days. Day 1 after visit = June 16. Day 30 after visit = July 15 (since June 16 to June 30 is 15 days? Wait: June 16-30 inclusive count? Let's count. June 16 day1, June17 day2, June18 day3, June19 day4, June20 day5, June21 day6, June22 day7, June23 day8, June24 day9, June25 day10, June26 day11, June27 day12, June28 day13, June29 day14, June30 day15, July1 day16, July2 day17, July3 day18, July4 day19, July5 day20, July6 day21, July7 day22, July8 day23, July9 day24, July10 day25, July11 d26, July12 d27, July13 d28, July14 d29, July15 d30). So continuous enrolment through July 15 required. Enrolment covers all year, so ok.
Now exclusions: E1 ED visit results in inpatient admission or observation stay any length. Record says discharged home. No inpatient/observation. So not excluded E1.
E2 Death during 30 days following visit. Member alive throughout. Not E2.
Thus denominator eligible, not excluded. Now numerator: follow-up visit with mental health practitioner within 7 days and 30 days after ED visit, counting day after visit as day 1. Same calendar day as ED does NOT count. There was a same-day telehealth visit 3 hours after discharge, same calendar day: does NOT count. No further mental health contact through 2026-07-31. That means no follow-up within 7 days (by June 22) or 30 days (by July 15). Wait: "No further mental health contact through 2026-07-31." Since after same-day, none through July 31 (which is beyond 30-day window July 15). So no qualifying follow-up. So member does not meet N7 nor N30. Status: non_compliant. Reason: within 30 days? Need one sentence under 30 words naming specific criterion or date that decided it.
Need also keys for QM-FUM: met_7_day boolean, met_30_day boolean. Since non_compliant (in denominator, not excluded, does not meet numerator). For QM-FUM, met_7_day false, met_30_day false. Not excluded/not_eligible, so report actual.
Need craft reason. Must be one sentence, under 30 words, naming specific criterion or date that decided it. It decided non_compliant because no follow-up within 30 days after 2026-06-15; same-day visit does not count; no contact through 2026-07-31. Need mention criterion: N30 not met because no mental health follow-up within 30 days after the 2026-06-15 ED visit. Maybe: "No follow-up visit with a mental health practitioner occurred within 30 days (by 2026-07-15) after the 2026-06-15 ED visit; the same-day visit does not count." Count words: No(1) follow-up(2) visit(3) with(4) a(5) mental(6) health(7) practitioner(8) occurred(9) within(10) 30(11) days(12) (by(13) 2026-07-15)(14) after(15) the(16) 2026-06-15(17) ED(18) visit;(19) the(20) same-day(21) visit(22) does(23) not(24) count.(25) Under 30 words. Good. But is the 30-day window end date 2026-07-15 or 2026-07-14? Need verify counting. The measure says "within 30 days after the emergency department visit, counted the same way." And numerator N30: follow-up visit with mental health practitioner within 30 days after the emergency department visit, counted the same way. It says "counting the day after the visit as day 1." So day 30 is 30 days after? Let's recalc carefully. If ED date is June 15. Day after visit = June 16 is day 1. Then day 30 is which date? Using inclusive counting of day after as day 1. Day 1 = June 16. Day n = ED date + n days? If day 1 = June 16 = June 15 + 1 day. Day 30 = June 15 + 30 days. Add 30 days to June 15. June 15 + 15 days = June 30? Let's compute: June has 30 days. June 15 + 15 days = June 30? Let's see: June 15 to June 16 is +1, June 17 +2, June 18 +3, June 19 +4, June 20 +5, June 21 +6, June 22 +7, June 23 +8, June 24 +9, June 25 +10, June 26 +11, June 27 +12, June 28 +13, June 29 +14, June 30 +15, July 1 +16, July 2 +17, July 3 +18, July 4 +19, July 5 +20, July 6 +21, July 7 +22, July 8 +23, July 9 +24, July 10 +25, July 11 +26, July 12 +27, July 13 +28, July 14 +29, July 15 +30. Yes, day 30 = July 15. So within 30 days after ED visit means on or before July 15? "within 30 days after" often means up to and including day 30, i.e., by July 15. The member had no contact through July 31, so definitely none on or before July 15. So noncompliant.
But wait: what about the same-day telehealth visit with psychiatric nurse practitioner. It occurred on 2026-06-15, same calendar day as ED. The measure says "A visit on the same calendar day as the emergency department visit does NOT count." So it doesn't count for 7-day or 30-day. It is a mental health practitioner? Psychiatric nurse practitioner is mental health practitioner likely, but same day doesn't count. So no follow-up.
Check eligibility continuous enrolment: Enrolment 2026-01-01 through 2026-12-31 continuous. The ED visit 2026-06-15. Need continuous enrolment from date of ED visit through 30 days after. Since enrolment covers, ok.
Age: 6 years or older as of date of ED visit. DOB 1988-07-30. On 2026-06-15, hasn't turned 38 yet (turns 38 on July 30, 2026). Age = 37. >=6. So eligible.
Event diagnosis: F41.1 generalised anxiety disorder. F41.1 is in F40-F48 neurotic, stress-related and somatoform? Actually F41.1 is in F01-F99 (mental and behavioural disorders). Excluding F17 tobacco use. So qualifies.
Visits after 2026-12-01 excluded. Not relevant.
Thus status: non_compliant.
Reason under 30 words. Need maybe mention "met neither N7 nor N30". But reason should name specific criterion or date that decided it. The criterion is N30 not met (since N7 also not met). Could say: "No qualifying follow-up occurred by 2026-07-15, the 30th day after the 2026-06-15 ED visit; the same-day visit is excluded." Word count: No(1) qualifying(2) follow-up(3) occurred(4) by(5) 2026-07-15,(6) the(7) 30th(8) day(9) after(10) the(11) 2026-06-15(12) ED(13) visit;(14) the(15) same-day(16) visit(17) is(18) excluded.(19) That's 19 words. But wait: "the 30th day after" might be interpreted as July 15 is the 30th day after? Actually June 15 + 30 days = July 15, yes. But if someone counts "within 30 days after" as before July 15? Let's verify typical HEDIS FUH (Follow-Up After Hospitalization for Mental Illness) or FUM? Actually QM-FUM seems like a measure Follow-Up After Emergency Department Visit for Mental Illness. In HEDIS, Follow-Up after ED visit for mental illness (FUM?) Numerator: follow-up within 30 days of ED visit. The day of ED is day 0, next day day 1, so 30-day window ends on day 30, which is 30 days after the ED date. So date is July 15. Good.
But to be safe, maybe avoid specifying exact end date if miscount risk? The instruction: reason must name specific criterion or date that decided it. It can name the date of ED visit (2026-06-15) and no follow-up within 30 days. But maybe specify "by 2026-07-15" is okay. Wait, does continuous enrolment require through 30 days after, i.e., through July 15. Since enrolment is through year end, ok.
Maybe reason: "No mental health follow-up occurred after 2026-06-15, the ED visit date, within 7 or 30 days; the same-day visit does not count." That names date and criterion. Word count: No(1) mental(2) health(3) follow-up(4) occurred(5) after(6) 2026-06-15,(7) the(8) ED(9) visit(10) date,(11) within(12) 7(13) or(14) 30(15) days;(16) the(17) same-day(18) visit(19) does(20) not(21) count.(22) Under 30. But does it name specific criterion that decided it? It says within 7 or 30 days. The decision of non_compliant is because numerator not met. The measure has N7 and N30. Since both false, non_compliant. We can mention N7/N30 not met. "Numerator not met: no mental health follow-up within 7 or 30 days after the 2026-06-15 ED visit; the same-day visit does not count." Count: Numerator(1) not(2) met:(3) no(4) mental(5) health(6) follow-up(7) within(8) 7(9) or(10) 30(11) days(12) after(13) the(14) 2026-06-15(15) ED(16) visit;(17) the(18) same-day(19) visit(20) does(21) not(22) count.(23) That's 23 words. Good. But wait: "Numerator not met" - the criterion is N30 and N7. Maybe "N7 and N30 not met: no follow-up ..." That is more specific. "N7 and N30 not met: no mental health practitioner follow-up occurred within 7 or 30 days after the 2026-06-15 ED visit; the same-day visit does not count." Count: N7(1) and(2) N30(3) not(4) met:(5) no(6) mental(7) health(8) practitioner(9) follow-up(10) occurred(11) within(12) 7(13) or(14) 30(15) days(16) after(17) the(18) 2026-06-15(19) ED(20) visit;(21) the(22) same-day(23) visit(24) does(25) not(26) count.(27) 27 words. Under 30. Good. It names criterion N7/N30 and date 2026-06-15.
Now met_7_day false, met_30_day false.
Need ensure JSON key types: status string, reason string, met_7_day boolean (false), met_30_day boolean (false). Output exactly one fenced JSON code block with ```json ... ``` and nothing else. No trailing text.
Let's double-check if there is any nuance: "Items drawn from measure QM-FUM require two further keys: met_7_day boolean met_30_day boolean For a member who is excluded or not_eligible under QM-FUM, report both as false." Our member is non_compliant, not excluded/not_eligible. So we report actual booleans: false and false. Good.
Check if member is maybe "compliant"? No, no follow-up. Non_compliant.
Check if the same-day telehealth visit could count as follow-up? The measure explicitly: "A visit on the same calendar day as the emergency department visit does NOT count." So no.
Could the ED visit have resulted in inpatient admission? "Discharged home." So not E1.
Could the same-day visit be considered a mental health practitioner? Psychiatric nurse practitioner is a mental health practitioner, but same day excluded.
Could there be an issue with the ED visit being "principal diagnosis F41.1" and event "emergency department visit with a principal mental health diagnosis (F01-F99, excluding F17.- tobacco use)". F41.1 qualifies.
Continuous enrolment: "from the date of the emergency department visit through 30 days after, with no gaps." The record says Enrolment: 2026-01-01 through 2026-12-31, continuous. So yes.
Age: 6 years or older as of date of ED visit. Born 1988-07-30, on 2026-06-15 is 37 years old. Yes.
Any other denominator requirements? "Each qualifying visit is counted separately." Only one ED visit.
"Visits after 2026-12-01 are excluded" - June 15 is before Dec 1.
Thus final answer.
One more check: reason under 30 words. My chosen: "N7 and N30 not met: no mental health practitioner follow-up occurred within 7 or 30 days after the 2026-06-15 ED visit; the same-day visit does not count." Let's count precisely, treat "2026-06-15" as one word? It's a token, but word count usually splits by spaces. The string has spaces: "N7" (1) "and" (2) "N30" (3) "not" (4) "met:" (5) "no" (6) "mental" (7) "health" (8) "practitioner" (9) "follow-up" (10) "occurred" (11) "within" (12) "7" (13) "or" (14) "30" (15) "days" (16) "after" (17) "the" (18) "2026-06-15" (19) "ED" (20) "visit;" (21) "the" (22) "same-day" (23) "visit" (24) "does" (25) "not" (26) "count." (27). 27. Good. Maybe remove colon? It's fine.
But wait: The numerator definitions: N7 is within 7 days, N30 within 30 days. The member met neither. The reason says N7 and N30 not met. That is specific criterion. Good.
Now output JSON. Ensure no trailing comma. Use false not "false".
```json
{
"status": "non_compliant",
"reason": "N7 and N30 not met: no mental health practitioner follow-up occurred within 7 or 30 days after the 2026-06-15 ED visit; the same-day visit does not count.",
"met_7_day": false,
"met_30_day": false
}
```
Check if reason ends with period inside string; okay.
Return only fenced block.json{
"status": "non_compliant",
"reason": "N7 and N30 not met: no mental health practitioner follow-up occurred within 7 or 30 days after the 2026-06-15 ED visit; the same-day visit does not count.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Flash · Alibaba9.1s · 511 out | 5.3s · 559 out | 6.4s · 704 out
Reasoning · 435 tokens
We need answer user's query. Need analyze measure logic. User gave member record, likely expects classification status maybe QM-FUM with met booleans. Need infer required JSON keys from previous system? The user only provided record, no explicit question but likely ask to classify member for QM-FUM? In system description: TASK FAMILY quality measure logic. Required JSON keys status reason; items QM-FUM require met_7_day met_30_day. We need output exactly one fenced JSON code block. Need decide.
Member: DOB 1988-07-30. ED visit 2026-06-15 principal F41.1 anxiety disorder, mental health diagnosis, age 37 >=6, event between Jan 1-Dec 1. Continuous enrolment from date through 30 days after: 2026-01-01 through 2026-12-31, so yes. Exclusions: discharged home no inpatient/obs, alive. Numerator: same-day telehealth visit with psychiatric nurse practitioner three hours after discharge. But measure says same calendar day does NOT count. Follow-up must be within 7 days after ED, counting day after visit as day 1. So 2026-06-16 through 2026-06-22 for N7, 2026-06-16 through 2026-07-15? ED +30 days: count day after as day 1, so day 30 = July 15? June 16 day1 ... June 30 day15? July 15 day30 yes. No further mental health contact through 2026-07-31. Therefore non_compliant, met_7 false met_30 false. Reason <30 words: same-day telehealth excluded; no qualifying follow-up within 30 days after June 15 ED. Need output JSON only fenced. Ensure keys.json{
"status": "non_compliant",
"reason": "The telehealth visit occurred on the same calendar day as the ED visit and does not count; no follow-up occurred within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 484 tokens
We need answer JSON only. Need analyze measure. Member 40402 DOB 1988-07-30 age at ED 2026-06-15 = 37 (6+). Event: ED visit 2026-06-15 principal F41.1 between Jan 1 and Dec 1. Continuous enrolment 2026-01-01 through 12-31 includes visit through +30. Exclusions: E1 inpatient admission/observation stay? Discharged home. No. E2 death? alive. So denominator. Numerator N7: follow-up visit with mental health practitioner within 7 days after ED, counting day after as day 1. Same day telehealth visit with psychiatric nurse practitioner three hours after discharge. Specification explicitly: visit on same calendar day as ED does NOT count. Also follow-up window starts day after? "within 7 days after" counting day after as day 1. Same-day does not count. No further through 2026-07-31 (covers 30 days). So non_compliant, met_7 false, met_30 false. Reason under 30 words: "Same-day follow-up excluded; no mental health visit within 7 or 30 days after the 2026-06-15 ED visit." Count words? Same-day(1) follow-up2 excluded;3 no4 mental5 health6 visit7 within8 7,9 or10 3011 days12 after13 the14 2026-06-1515 ED16 visit17. Under 30. Could be more specific criterion or date. Maybe "Qualifying ED visit included; same-day telehealth visit does not count, and no follow-up within 7 or 30 days." Words: Qualifying1 ED2 visit3 included;4 same-day5 telehealth6 visit7 does8 not9 count,10 and11 no12 follow-up13 within14 7,15 or16 3017 days18. Good. Need output exactly JSON fenced code block no commentary. Ensure booleans lowercase false.json{
"status": "non_compliant",
"reason": "Qualifying ED visit included; same-day telehealth visit does not count, and no follow-up within 7 or 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 623 tokens
We need answer with JSON only. Need analyze task.
We have measure QM-FUM. Member 40402 DOB 1988-07-30, age at ED 2026-06-15 = 37, >=6. ED principal diagnosis F41.1 mental health (F41 anxiety disorders? within F01-F99, not F17). Date between 2026-01-01 and 2026-12-01. Continuous enrolment from ED through 30 days after. Enrolment continuous all year, yes. Exclusions: E1 ED visit results in inpatient admission or observation stay. Record: discharged home, same-day telehealth after discharge, no admission/obs. So not excluded. E2 death none.
Numerator: follow-up visit with mental health practitioner within 7/30 days after ED, counting day after visit as day 1. Visit on same calendar day as ED does NOT count. Record: 2026-06-15 same-day telehealth with psychiatric nurse practitioner three hours after discharge. That's same calendar day as ED, so does not count. No further mental health contact through 2026-07-31, which covers 30 days? ED 6/15, day after 6/16 day1; 30 days after day 30 = 7/15? Let's count: 6/16 day1, 6/30 day15, 7/15 day30. No contact. Thus non_compliant. met_7_day false, met_30_day false.
Need reason one sentence under 30 words naming specific criterion/date. e.g. "Same-day telehealth visit on 2026-06-15 is excluded from numerator; no qualifying follow-up within 7 or 30 days." Under 30? Count: Same-day(1) telehealth2 visit3 on4 2026-06-155 is6 excluded7 from8 numerator9; no10 qualifying11 follow-up12 within13 7 or14 30 days15. OK. But "excluded" word may confuse with exclusion criterion. Better: "The telehealth visit on 2026-06-15 is same calendar day, which does not count; no other mental-health follow-up occurred." Count: The1 telehealth2 visit3 on4 2026-06-15 5 is6 same7 calendar8 day,9 which10 does11 not12 count;13 no14 other15 mental-health16 follow-up17 occurred18. Under 30. Status non_compliant. JSON only.
Ensure no currency.
json{
"status": "non_compliant",
"reason": "The telehealth visit on 2026-06-15 is same calendar day, which does not count; no other mental-health follow-up occurred.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K2.6 · Moonshot37.1s · 1,147 out | 97.3s · 2,988 out | 9.0s · 2,088 out
Reasoning · 1,080 tokens
We need to apply QM-FUM measure to member record.
Measure: Follow-up after an ED visit for mental illness. Measurement year 2026-01-01 to 2026-12-31.
Denominator criteria:
- Age: 6 years or older as of the date of the ED visit.
- Event: ED visit with principal mental health diagnosis (F01-F99, excluding F17.-) between 2026-01-01 and 2026-12-01. Visits after 2026-12-01 excluded so follow-up window closes inside measurement year. Each qualifying visit counted separately.
- Continuous enrollment: from date of ED visit through 30 days after, no gaps.
Member: DOB 1988-07-30. Age as of 2026-06-15: 37 years old. >6, so age okay.
Event: 2026-06-15 ED visit, principal diagnosis F41.1. F41.1 is within F01-F99, not F17.-, so qualifies. Date is between 2026-01-01 and 2026-12-01 inclusive? Yes, 2026-06-15.
Continuous enrollment: 2026-01-01 through 2026-12-31. Need from 2026-06-15 through 2026-07-15 (30 days after). Member is enrolled continuously. So denominator qualifies.
Required exclusions:
E1: ED visit results in inpatient admission or observation stay of any length. Discharged home, so no.
E2: Death during 30 days following visit. Alive throughout. So no exclusions.
Numerator:
N7: Follow-up visit with a mental health practitioner within 7 days after ED visit, counting the day after as day 1. Same calendar day as ED does NOT count.
N30: Follow-up visit within 30 days after ED visit, same counting.
History: 2026-06-15 same-day telehealth visit with psychiatric nurse practitioner three hours after discharge. Same calendar day as ED visit does NOT count. So this visit does NOT count for N7 or N30.
No further mental health contact through 2026-07-31.
Thus there is no follow-up visit on day 1 through day 7 (2026-06-16 to 2026-06-22) and none on day 1 through day 30 (2026-06-16 to 2026-07-15). Wait day after is day 1: 2026-06-16 is day 1, day 7 is 2026-06-22. Day 30 is 2026-07-15.
Since no qualifying follow-up visit after the ED day, N7 and N30 are both not met.
Therefore status: non_compliant.
Need keys:
"status": "non_compliant"
"reason": one sentence under 30 words naming specific criterion or date that decided it.
"met_7_day": false
"met_30_day": false
Let's craft reason: "Same-day telehealth visit on 2026-06-15 does not count, and no subsequent follow-up within 30 days." Count words: Same-day(1) telehealth(2) visit(3) on(4) 2026-06-15(5) does(6) not(7) count,(8) and(9) no(10) subsequent(11) follow-up(12) within(13) 30(14) days.(15) That's 15 words. Good.
Make sure to include all keys. JSON format. No extra commentary.
Double-check: Is telehealth visit with psychiatric nurse practitioner considered a "follow-up visit with a mental health practitioner"? The measure says a follow-up visit with a mental health practitioner. A psychiatric nurse practitioner qualifies? Usually yes, but the issue is same day doesn't count. So even if it qualifies, same day excludes. If telehealth is allowed? The measure doesn't specify modality, but typically telehealth may be allowed if with mental health practitioner. However, same-day exclusion is explicit: "A visit on the same calendar day as the emergency department visit does NOT count." So regardless, it doesn't count.
If there is no other visit, then N7 and N30 false.
Status non_compliant.
Reason is about same-day visit not counting and no subsequent visit.
Let's ensure "reason" is under 30 words. Yes.
Output exactly one fenced JSON block.
Keys: status, reason, met_7_day, met_30_day.
Values: string, string, boolean, boolean.
JSON null not needed.
Let's write:
```json
{
"status": "non_compliant",
"reason": "Same-day telehealth visit on 2026-06-15 does not count, and no subsequent follow-up within 30 days.",
"met_7_day": false,
"met_30_day": false
}
```
Check word count: "Same-day" is hyphenated but counts as one word? Typically one token. Even if split, 16 words. Under 30.
Specific criterion: same-day exclusion and absence of follow-up.
Looks good.json{
"status": "non_compliant",
"reason": "Same-day telehealth visit on 2026-06-15 does not count, and no subsequent follow-up within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,922 tokens
The user wants me to evaluate a member against the QM-FUM quality measure specification.
Let me carefully parse the member record and the measure spec.
Member:
- ID: 40402
- DOB: 1988-07-30
- Enrolment: 2026-01-01 through 2026-12-31, continuous.
- Age: Born 1988-07-30. ED visit on 2026-06-15. Age is 2026 - 1988 = 38 years old. So definitely 6 years or older.
History:
- 2026-06-15: ED visit, principal diagnosis F41.1 (generalised anxiety disorder). F41.1 is in F01-F99 and not F17.- (tobacco use). So this qualifies as an ED visit with principal mental health diagnosis.
- Discharged home (not inpatient admission or observation stay).
- 2026-06-15: Same-day telehealth visit with a psychiatric nurse practitioner, three hours after discharge.
- No further mental health contact through 2026-07-31.
- Member alive throughout.
Measure QM-FUM details:
Measurement year: 2026-01-01 through 2026-12-31.
Denominator:
- Age: 6 years or older as of the date of the ED visit. Member is 38. Check.
- Event: ED visit with principal mental health diagnosis (F01-F99, excluding F17.-) between 2026-01-01 and 2026-12-01. The visit is on 2026-06-15. Check. (Wait, spec says between 2026-01-01 and 2026-12-01. 2026-06-15 is within that.)
- Continuous enrolment: from date of ED visit through 30 days after, with no gaps. Enrolment is 2026-01-01 through 2026-12-31. 30 days after 2026-06-15 is 2026-07-15. Enrolment covers this. Check.
So member is in the denominator.
Required Exclusions:
- E1: ED visit results in an inpatient admission or observation stay of any length. The record says "Discharged home." So no.
- E2: Death during the 30 days following the visit. Member alive throughout. So no.
Therefore, not excluded.
Numerator:
- N7: A follow-up visit with a mental health practitioner within 7 days after the ED visit, counting the day after the visit as day 1.
- N30: A follow-up visit with a mental health practitioner within 30 days after the ED visit, counted the same way.
- A visit on the same calendar day as the ED visit does NOT count.
The member had a same-day telehealth visit with a psychiatric nurse practitioner on 2026-06-15, which is the same calendar day as the ED visit. The spec explicitly says: "A visit on the same calendar day as the emergency department visit does NOT count."
So this visit does not count for N7 or N30.
Are there any other visits? "No further mental health contact through 2026-07-31." The 30-day window ends 2026-07-15. No further contact through 2026-07-31 means none in the 30-day window (since 2026-07-31 is after 2026-07-15). Wait, 30 days after 2026-06-15:
Day 1 = 2026-06-16
Day 2 = 2026-06-17
...
Day 30 = 2026-07-15.
The record says no further mental health contact through 2026-07-31, which covers the entire 30-day window. So there are no other qualifying visits.
Therefore:
- met_7_day: false
- met_30_day: false
- status: non_compliant (in denominator, not excluded, does not meet numerator)
Wait, is the telehealth visit on the same calendar day disqualifying it from N7 and N30? Yes, spec says explicitly: "A visit on the same calendar day as the emergency department visit does NOT count."
So member is non_compliant for both N7 and N30.
Required keys:
- status: "non_compliant"
- reason: one sentence, under 30 words, naming the specific criterion or date that decided it.
- met_7_day: false
- met_30_day: false
Reason should explain why. Something like: "Same-day telehealth visit on 2026-06-15 does not count per measure rules, and no other follow-up occurred within 30 days." Let me count words.
"Same-day visit does not count and no qualifying follow-up occurred within 30 days." That's 11 words. Good.
Or: "No qualifying follow-up visit occurred after the same calendar day as the ED visit." That's 12 words.
Wait, need to be precise. The deciding factor is that the only visit was on the same calendar day, which is excluded from counting, and no other visits occurred.
How about: "The only follow-up visit occurred on the same calendar day as the ED visit and therefore does not count." Let's count: The(1) only(2) follow-up(3) visit(4) occurred(5) on(6) the(7) same(8) calendar(9) day(10) as(11) the(12) ED(13) visit(14) and(15) therefore(16) does(17) not(18) count.(19). That's 19 words. Under 30.
Or simpler: "Same-calendar-day follow-up visit on 2026-06-15 is excluded from counting by specification." Let's count: Same-calendar-day(1) follow-up(2) visit(3) on(4) 2026-06-15(5) is(6) excluded(7) from(8) counting(9) by(10) specification.(11). That's 11 words. Good.
Wait, is that enough? The reason should name the specific criterion or date that decided it. The specific criterion is "A visit on the same calendar day as the emergency department visit does NOT count."
Let's make it clear.
"Same-day visit on 2026-06-15 does not satisfy numerator because it is on the same calendar day."
Count: Same-day(1) visit(2) on(3) 2026-06-15(4) does(5) not(6) satisfy(7) numerator(8) because(9) it(10) is(11) on(12) the(13) same(14) calendar(15) day.(16) 16 words. Good.
Let's double check if telehealth counts as a "follow-up visit with a mental health practitioner". The spec doesn't restrict visit modality. Telehealth is generally considered a visit. The provider is a psychiatric nurse practitioner, which is a mental health practitioner. So it would count except for the same-day rule.
Is there any ambiguity about "follow-up visit"? The spec says "A follow-up visit with a mental health practitioner". A telehealth visit with a psychiatric nurse practitioner seems to qualify as a visit with a mental health practitioner. The issue is solely the same calendar day.
Also, need to ensure the ED visit date is within the allowable window: between 2026-01-01 and 2026-12-01. 2026-06-15 is within. And 30 days after is 2026-07-15, within the measurement year (through 2026-12-31). Continuous enrollment check: 2026-06-15 through 2026-07-15. Member is enrolled through 2026-12-31, so yes, continuous.
So status is definitely non_compliant.
Wait, are there any other nuances?
"Each qualifying visit is counted separately." - There's only one ED visit here.
"A member meeting N7 also meets N30." - irrelevant since neither is met.
Keys:
status: "non_compliant"
reason: string
met_7_day: false
met_30_day: false
Let me refine the reason to be exactly one sentence and under 30 words.
"The follow-up visit on 2026-06-15 falls on the same calendar day as the ED visit and therefore does not count."
Count: The(1) follow-up(2) visit(3) on(4) 2026-06-15(5) falls(6) on(7) the(8) same(9) calendar(10) day(11) as(12) the(13) ED(14) visit(15) and(16) therefore(17) does(18) not(19) count.(20) 20 words. Perfect.
Another option: "No qualifying follow-up visit occurred after the same-day encounter on 2026-06-15." Count: No(1) qualifying(2) follow-up(3) visit(4) occurred(5) after(6) the(7) same-day(8) encounter(9) on(10) 2026-06-15.(11) 11 words. Also good, but does it mention the specific criterion? It says "same-day encounter", implying it doesn't count. But maybe more explicit is better.
Let's go with: "Follow-up visit on 2026-06-15 is on the same calendar day as the ED visit and does not count."
Count: Follow-up(1) visit(2) on(3) 2026-06-15(4) is(5) on(6) the(7) same(8) calendar(9) day(10) as(11) the(12) ED(13) visit(14) and(15) does(16) not(17) count.(18) 18 words.
Wait, I should verify: "A visit on the same calendar day as the emergency department visit does NOT count." Yes.
What if the visit was three hours after discharge? It's still the same calendar day. The spec is clear about calendar day.
Let me check the date math for 30 days after.
ED visit: 2026-06-15.
Day after is day 1: 2026-06-16.
Day 7: 2026-06-22.
Day 30: 2026-07-15.
The member has no further contact through 2026-07-31. So definitely no visit in the 7-day or 30-day window after the same-day exclusion.
Final check on keys and JSON format.
- Must be exactly one fenced JSON code block and nothing else.
- Keys: status, reason, met_7_day, met_30_day.
- status: "non_compliant"
- reason: "Follow-up visit on 2026-06-15 is on the same calendar day as the ED visit and does not count."
- met_7_day: false
- met_30_day: false
Wait, is "non_compliant" the exact string? The prompt says exactly one of:
"compliant"
"non_compliant"
"excluded"
"not_eligible"
Yes.
Is there any chance the member is "not_eligible"? Age is fine. Event is fine. Enrollment is fine. No.
Is there any chance of exclusion? E1 requires inpatient admission or observation stay. "Discharged home." So no. E2 requires death. Member alive. So no.
Therefore, the answer is solid.
One final thought: Does "Same-day telehealth visit" count as a "follow-up visit"? The spec says "A follow-up visit with a mental health practitioner". It doesn't specify face-to-face or telehealth. Usually, telehealth is acceptable unless specified otherwise. But even if it were acceptable, it's disqualified by the same-day rule. So the reasoning holds regardless.
Actually, wait. Let me re-read the numerator text: "A follow-up visit with a mental health practitioner within 7 days after the emergency department visit..."
The visit on 2026-06-15 is literally on the same day as the ED visit. The spec says: "A visit on the same calendar day as the emergency department visit does NOT count." So even if it were in-person, it wouldn't count. So the modality (telehealth) is irrelevant to the outcome.
The reason is sound.
Let me just ensure the JSON is properly formatted with booleans as `false` (not strings), and no trailing commas.
```json
{
"status": "non_compliant",
"reason": "Follow-up visit on 2026-06-15 is on the same calendar day as the ED visit and does not count.",
"met_7_day": false,
"met_30_day": false
}
```
Wait, let me reconsider if there's any way the same-day visit *does* count. The prompt says "A visit on the same calendar day as the emergency department visit does NOT count." This is unambiguous.
Also, I should double-check the date format. The ED visit is 2026-06-15. The measurement year says events between 2026-01-01 and 2026-12-01. So 2026-06-15 is valid.
What about the end of the measurement year? The follow-up window must close inside the measurement year. The visit is on 2026-06-15, so 30 days after is 2026-07-15, which is within 2026-12-31. So that's fine.
The continuous enrollment requirement is from the date of the visit through 30 days after. Member is enrolled 2026-01-01 through 2026-12-31. So that's satisfied.
I think I'm good.json{
"status": "non_compliant",
"reason": "Follow-up visit on 2026-06-15 is on the same calendar day as the ED visit and does not count.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}The user wants me to evaluate a member against the QM-FUM measure specification.
Let me parse the member record:
- Member 40402
- DOB: 1988-07-30
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- History:
- 2026-06-15: ED visit, principal diagnosis F41.1 (generalised anxiety disorder). Discharged home.
- 2026-06-15: Same-day telehealth visit with a psychiatric nurse practitioner, three hours after discharge.
- No further mental health contact through 2026-07-31.
- Member alive throughout.
Now check the measure QM-FUM:
Denominator:
- Age: 6 years or older as of the date of the ED visit. Member was born 1988-07-30, so on 2026-06-15 they are 37 years old. So meets age requirement.
- Event: ED visit with principal mental health diagnosis (F01-F99, excluding F17.-) between 2026-01-01 and 2026-12-01. The visit is 2026-06-15 with F41.1. F41.1 is within F01-F99 and not F17.-, and the date is within the range. So this qualifies.
- Continuous enrolment: from date of ED visit through 30 days after, with no gaps. Enrolment is 2026-01-01 through 2026-12-31. From 2026-06-15 through 2026-07-15 (30 days after) is covered continuously.
So member is in the denominator.
Exclusions:
E1: ED visit results in inpatient admission or observation stay. Record says "Discharged home." So no inpatient or observation stay.
E2: Death during 30 days following the visit. Record says "Member alive throughout." So no death.
Therefore, not excluded.
Numerator:
N7: Follow-up visit with a mental health practitioner within 7 days after the ED visit, counting the day after the visit as day 1.
- ED visit date: 2026-06-15.
- Day 1 is 2026-06-16.
- Day 7 is 2026-06-22.
- Same-day telehealth visit (2026-06-15) does NOT count because "A visit on the same calendar day as the emergency department visit does NOT count."
- No further mental health contact through 2026-07-31.
- So there is no visit within 7 days (2026-06-16 to 2026-06-22).
- Therefore N7 is not met. met_7_day = false.
N30: Follow-up visit with a mental health practitioner within 30 days after the ED visit, counted the same way.
- Day 1 is 2026-06-16.
- Day 30 is 2026-07-15.
- Same-day visit (2026-06-15) does NOT count.
- No further mental health contact through 2026-07-31.
Wait, "No further mental health contact through 2026-07-31." This means no contact after the same-day visit. The same-day visit is on 2026-06-15. So between 2026-06-16 and 2026-07-15, there are no visits.
- So N30 is not met. met_30_day = false.
Therefore status is "non_compliant".
Wait, is a psychiatric nurse practitioner a "mental health practitioner"? The specification says "A follow-up visit with a mental health practitioner". The member had a same-day telehealth visit with a psychiatric nurse practitioner. But the same-day visit doesn't count regardless of provider type. So for N7 and N30, we look for visits after the same calendar day. There are none.
So: status = "non_compliant", met_7_day = false, met_30_day = false.
Reason: Must be one sentence, under 30 words, naming the specific criterion or date that decided it.
The deciding factor is the lack of follow-up visit after the ED visit date within the required windows. The same-day visit is explicitly excluded by the measure rule. So I can say: "Same-day visit on 2026-06-15 excluded; no subsequent follow-up within 7 or 30 days." Let me count: "Same-day visit excluded; no subsequent follow-up within 7 or 30 days." (11 words). Or "No follow-up visit after same-day exclusion within 7 or 30 days." (11 words). Or "No qualifying follow-up visit occurred after 2026-06-15 within required windows." (10 words).
Wait, the task says "naming the specific criterion or date that decided it". The specific rule is that same-day visits do not count, and no further visits occurred. So: "Same-calendar-day visit excluded and no subsequent mental health follow-up occurred." (10 words). Or "Same-day visit on 2026-06-15 does not count; no later follow-up." (11 words).
Actually, the most precise reason would mention that the same-day visit is excluded by measure rules and no qualifying follow-up existed within the windows. But I need to be under 30 words.
Let me phrase: "Same-calendar-day visit on 2026-06-15 excluded; no later follow-up within 7 or 30 days." (13 words)
Or: "No qualifying follow-up after 2026-06-15 ED visit within 7- or 30-day windows." (12 words)
But the prompt says "naming the specific criterion or date that decided it". The key date is 2026-06-15 for the exclusion of same-day visits.
Actually, I should double check if a psychiatric nurse practitioner counts as a mental health practitioner. Usually yes, but the measure spec says "mental health practitioner". Does it define it? Looking back at the prompt... it doesn't define what constitutes a mental health practitioner. However, the prompt only says I should answer from the material in the prompt. The prompt doesn't specify who counts. But the visit is on the same day, so it's disqualified regardless. So I don't need to resolve that.
Also, I need to make sure about the 7-day and 30-day counts. The day after is day 1. So:
ED visit: 2026-06-15 (Day 0)
Day 1: 2026-06-16
Day 7: 2026-06-22
Day 30: 2026-07-15
No visits after 2026-06-15 through 2026-07-31. So none in either window.
Thus: status "non_compliant", met_7_day false, met_30_day false.
Let me check if there's any trick. The telehealth visit is three hours after discharge. Is it considered a "follow-up visit"? The spec says "A visit on the same calendar day as the emergency department visit does NOT count." So regardless, it's excluded.
Also, the continuous enrollment is from 2026-01-01 through 2026-12-31. The 30-day window after ED visit is 2026-06-15 to 2026-07-15. This is fully covered.
So the answer is straightforward.
Reason sentence check: "Same-calendar-day telehealth visit excluded; no qualifying follow-up within 7 or 30 days." (11 words). That seems good.
Wait, should I mention that the member is in the denominator? No, the reason just needs to say why they are non-compliant. Or it could say "No qualifying mental health follow-up after same-day exclusion within required windows." (11 words). That's fine.
Let me construct the JSON.
json {
"status": "non_compliant",
"reason": "Same-calendar-day visit excluded; no qualifying follow-up within 7 or 30 days.",
"met_7_day": false,
"met_30_day": false
}
Or maybe: "No follow-up visit after 2026-06-15 within 7-day or 30-day windows." (12 words). This captures the date.
Actually, the reason should probably mention the specific criterion: same-day visit exclusion. "Same-day visit on 2026-06-15 excluded; no later follow-up within 7 or 30 days." (13 words). This is very clear.
Let me verify word count: Same-day(1) visit(2) on(3) 2026-06-15(4) excluded;(5) no(6) later(7) follow-up(8) within(9) 7(10) or(11) 30(12) days.(13). Under 30 words. Good.
Is the date format in the reason okay? The prompt doesn't restrict reason format, just says under 30 words. I'll use the date inside the sentence.
Alternative: "No qualifying follow-up after same-day exclusion within required windows." (9 words).
I think mentioning the date is better since it says "naming the specific criterion or date that decided it".
Let's go with: "Same-day visit on 2026-06-15 excluded; no later follow-up within 7 or 30 days."
One final check: Are there any exclusions I missed? E1 requires inpatient or observation. Discharged home. No. E2 requires death. Alive. So no exclusions.
Is the member age 6 or older? Yes, 37.
All good.json{
"status": "non_compliant",
"reason": "Same-day visit on 2026-06-15 excluded; no later follow-up within 7 or 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Pro · DeepSeek12.4s · 814 out | 9.8s · 671 out | 16.3s · 760 out
Reasoning · 748 tokens
We are given measure QM-FUM with member record 40402.
Measure specification:
- Measurement year 2026.
- Denominator: Age 6+ as of ED visit date. ED visit with principal mental health diagnosis (F01-F99, excluding F17.-) between 2026-01-01 and 2026-12-01. Must be continuously enrolled from visit date through 30 days after.
- Exclusions: E1: ED visit results in inpatient admission or observation stay. E2: Death during 30 days after visit.
- Numerator:
N7: follow-up visit with mental health practitioner within 7 days after ED visit (day after visit is day 1). Same calendar day visit does NOT count.
N30: within 30 days, counted similarly.
Member: Date of birth 1988-07-30. On 2026-06-15, age = 2026-1988 = 38, so 6+ ok. ED visit with principal diagnosis F41.1, which is in mental health range (F01-F99), and not tobacco (F17). So event is qualifying. But the ED visit date is 2026-06-15, within 2026-01-01 to 2026-12-01. So event ok. Continuous enrolment from 2026-06-15 through 30 days after = through 2026-07-15. Member is enrolled continuously from 2026-01-01 to 2026-12-31, so yes.
Check exclusions: E1: Did the ED visit result in an inpatient admission or observation stay? Record says: "Discharged home." No mention of inpatient or observation. So not excluded by E1. E2: Death? "Member alive throughout." So not excluded by E2. So not excluded.
Now numerator: The member had an ED visit on 2026-06-15. Also on same day (2026-06-15) a telehealth visit with a psychiatric nurse practitioner, three hours after discharge. The spec says: "A visit on the same calendar day as the emergency department visit does NOT count." So this same-day visit does not count for N7 or N30. No further mental health contact through 2026-07-31, but we only need up to 30 days after (through 2026-07-15). No follow-up visits after that same-day one. So no qualifying follow-up visit within 7 days or 30 days.
Thus, the member is in denominator, not excluded, and does not meet numerator -> non_compliant.
But wait: The exclusion E1: "The emergency department visit results in an inpatient admission or an observation stay of any length." Did the ED visit result in an observation stay? "Discharged home" after ED visit, no indication of observation. So it's fine.
Thus, status: "non_compliant". Reason: "No qualifying follow-up visit within 30 days after the ED visit; same-day telehealth visit does not count." Should be under 30 words.
Also, the measure requires reporting met_7_day and met_30_day booleans. Since not excluded and not eligible still need to report? The instruction says: "For a member who is "excluded" or "not_eligible" under QM-FUM, report both as false." But here member is non_compliant, so we must report the actual values: met_7_day = false, met_30_day = false. So answer: false for both.
So output JSON.json{
"status": "non_compliant",
"reason": "Same-day telehealth follow-up does not count; no other mental health visit occurred within 30 days after the ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 604 tokens
We are given a measure QM-FUM. We have a member record: DOB 1988-07-30, so age in 2026 is 37 (as of June 15, 2026). So age 6+ is met.
Event: an ED visit on 2026-06-15 with principal diagnosis F41.1. F41.1 is in the range F01-F99, not F17.-, so it qualifies. The visit is within 2026-01-01 to 2026-12-01? 2026-06-15 is before 2026-12-01, so it qualifies. Continuous enrolment: from the date of the ED visit (2026-06-15) through 30 days after (2026-07-15). Member is continuously enrolled through 2026-12-31, so yes.
Now, check exclusions: E1: The ED visit results in an inpatient admission or observation stay. The record says "Discharged home." No indication of admission or observation, so not excluded. E2: Death during 30 days following the visit. Alive throughout, so not excluded. So member is in the denominator, not excluded.
Now numerator: Follow-up visit with a mental health practitioner within 7 days (N7) and within 30 days (N30). Day 1 is the day after the visit, so June 16 is day 1. The follow-up visit must be after the ED visit day. Here we have a same-day telehealth visit with a psychiatric nurse practitioner on 2026-06-15, three hours after discharge. The measure says: "A visit on the same calendar day as the emergency department visit does NOT count." So that visit does not count for N7 or N30. There is no other mental health contact through July 31, so no follow-up visit within 7 or 30 days. Therefore, the member is non-compliant.
Thus status: "non_compliant", reason: "No qualifying follow-up visit within 30 days; same-day visit does not count per measure specification."
But I must also provide met_7_day and met_30_day booleans. Since the member is non-compliant, they should be false. However, the instructions say: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." But here the member is non-compliant, so they are in the denominator and not excluded, and they did not meet N7 or N30, so both false. So met_7_day: false, met_30_day: false.
The reason must be one sentence under 30 words. I'll craft: "No follow-up visit after the ED visit; same-day telehealth visit on 2026-06-15 does not count." That's clear.
Now output JSON.json{
"status": "non_compliant",
"reason": "No follow-up visit after the ED visit; same-day telehealth visit on 2026-06-15 does not count.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 693 tokens
We are asked to evaluate QM-FUM for member 40402. We need to determine status: compliant, non_compliant, excluded, not_eligible. And reason, plus met_7_day and met_30_day booleans.
First, check eligibility:
- Age: DOB 1988-07-30. ED visit date 2026-06-15. Age as of visit: 2026 - 1988 = 38 (since birthday July, so will turn 38 on 2026-07-30, but on June 15 he is 37, but 6 years or older is fine). So age eligible.
- Event: ED visit with principal mental health diagnosis F41.1 (anxiety disorder). F codes F01-F99 excluding F17.-. F41.1 is in F40-F48, not tobacco, so qualifies. Visit date 2026-06-15, between 2026-01-01 and 2026-12-01 (since follow-up window must close inside measurement year, last visit date is 2026-12-01). So event qualifies.
- Continuous enrolment: from date of ED visit through 30 days after: 2026-06-15 to 2026-07-15. Member enrolled continuously from 2026-01-01 to 2026-12-31, so yes.
Thus, denominator eligible.
Now exclusions:
- E1: ED visit results in inpatient admission or observation stay. Member discharged home, no admission. So not excluded.
- E2: Death during 30 days following the visit. Member alive throughout. Not excluded.
No exclusions, so member remains in denominator.
Now numerator: N7 and N30.
Follow-up visit with a mental health practitioner within 7 days after ED visit. Day after visit is day 1, so day 1 = 2026-06-16. 7 days after: 2026-06-16 to 2026-06-22 (inclusive? "within 7 days after" meaning day 7? Typically counting day 1 as the day after, so 7 days after means by the end of the seventh day. So window: 2026-06-16 through 2026-06-22. The record: Same day as ED visit: 2026-06-15 telehealth with psychiatric nurse practitioner, three hours after discharge. A visit on the same calendar day does NOT count per numerator note: "A visit on the same calendar day as the emergency department visit does NOT count." So this visit cannot count. No further mental health contact through 2026-07-31. So no follow-up within 7 days. Thus N7 is not met.
For N30: window 30 days after: 2026-06-16 through 2026-07-15 (since 30 days from day 1 to day 30). No mental health visits after the ED visit except the same-day one which doesn't count. So N30 not met.
Therefore, member is non-compliant.
met_7_day: false, met_30_day: false.
Reason: "No qualifying follow-up visit within 7 or 30 days after the ED visit; the same-day telehealth visit does not count."
Now output JSON.json{
"status": "non_compliant",
"reason": "No qualifying follow-up visit within 7 or 30 days after the ED visit; the same-day telehealth visit does not count.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Luna · OpenAI2.3s · 172 out | 2.7s · 179 out | 2.5s · 126 out
json{"status":"non_compliant","reason":"The 2026-06-15 qualifying ED visit had no follow-up on days 1-7 or 1-30; same-day telehealth does not count.","met_7_day":false,"met_30_day":false}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "No qualifying follow-up occurred after 2026-06-15 within 7 or 30 days; same-day telehealth does not count.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 61 tokens
**Evaluating visit qualifications**
I need to determine if the visit qualifies. The age is 37, and the date is continuous through 7/15, which is good. There's been no discharge or exclusion due to death. However, same-day follow-up doesn't count. For the noncompliant part, both are false. I should provide a specific reason under 30 words explaining the criterion and date, with the exact JSON keys. It feels like a lot to keep track of, but I'm on it!json{"status":"non_compliant","reason":"The 2026-06-15 qualifying emergency department visit had no follow-up within 7 or 30 days; same-day telehealth does not count.","met_7_day":false,"met_30_day":false}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Flash · DeepSeek15.7s · 493 out | 2.4s · 329 out | 7.4s · 341 out
Reasoning · 0 tokens
The member had an ED visit on 2026-06-15. Measure QM-FUM, measurement year 2026. Age as of date of visit: born 1988-07-30, so on 2026-06-15, age is 37, so age criterion met (6+). Event: ED visit with principal mental health diagnosis F41.1, not tobacco, so qualifies. Continuous enrolment through 30 days after, no gaps. No exclusion? E1: ED visit results in inpatient admission or observation stay? Discharged home, no. E2: death? No. So denominator.
Numerator: follow-up visit with mental health practitioner within 7 days, counting day after visit as day 1. The follow-up is same-day telehealth visit with a psychiatric nurse practitioner, three hours after discharge. Is a same-day visit counted? Specification says "A visit on the same calendar day as the emergency department visit does NOT count." So no. Also, is a psychiatric nurse practitioner a mental health practitioner? Probably yes, but same-day doesn't count. So met_7_day = false, met_30_day = false. No further mental health contact through 2026-07-31, which is 46 days after, so no follow-up within 30 days. So non-compliant.
Status: "non_compliant". Reason: same-day visit doesn't count, no qualifying follow-up within 30 days. Under 30 words.
Also need met_7_day false, met_30_day false.
Check whether telehealth visit counts as follow-up? It says same-day, doesn't count. So no.
Thus output JSON.
Keys required: status, reason, met_7_day, met_30_day. No other keys. Reason one sentence under 30 words.
Let's craft reason: "Same-day visit does not count; no follow-up visit occurred within 7 or 30 days after the 2026-06-15 emergency department visit." That's 20 words, okay.json{
"status": "non_compliant",
"reason": "Same-day visit does not count; no follow-up visit occurred within 7 or 30 days after the 2026-06-15 emergency department visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 259 tokens
We need answer JSON. Need understand measure. Member age as of ED date 2026-06-15: DOB 1988-07-30, age 37. Principal dx F41.1 qualifies mental illness (F41.1 not F17). ED visit within measurement year, before 2026-12-01. Continuous enrollment through 30 days: enrolled 2026-01-01 to 2026-12-31, so yes. No exclusion: ED discharged home, no inpatient/observation. Alive. Denominator.
Numerator: Follow-up visit with mental health practitioner within 7/30 days after ED, counting day after ED as day 1. Same-day telehealth visit does NOT count. No further mental health contact through 2026-07-31. Therefore no follow-up within 7 or 30. non_compliant. met_7_day false, met_30_day false. Reason: ED visit on 2026-06-15 with no qualifying follow-up within 30 days; same-day visit excluded. Under 30 words. Need maybe mention same-day doesn't count. Status non_compliant. Ensure only keys required: status, reason, met_7_day, met_30_day. JSON.json{
"status": "non_compliant",
"reason": "ED visit on 2026-06-15 qualifies, but the only follow-up was same-day and no visit occurred within 30 days.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 268 tokens
We need answer JSON only. Need determine status for QM-FUM. Need understand measure. Member ED visit 2026-06-15 principal F41.1 (mental illness F41.1). Age 38 as of visit, eligible. Continuous enrollment through 30 days yes. Discharged home, no inpatient/obs. Alive. Denominator. Numerator: follow-up visit with mental health practitioner within 7/30 days after ED, counting day after as day1. Same-day telehealth visit same calendar day does NOT count. No further mental health contact through 2026-07-31. Thus no follow-up within 7 or 30. Status non_compliant. met_7_day false, met_30_day false. Reason: no follow-up mental health visit within 30 days; same-day telehealth doesn't count. Need under 30 words. Could mention ED 2026-06-15 and no qualifying follow-up by 2026-07-15? Actually 30 days after: day after June16 day1, 30th day July15. No contact through July31, so none. Use reason.
Need ensure "same-day telehealth visit with psychiatric nurse practitioner" is mental health practitioner? It says same-day doesn't count regardless. So no.
Need output exactly fenced JSON.json{
"status": "non_compliant",
"reason": "ED visit on 2026-06-15 had no follow-up mental health visit within 30 days; the same-day telehealth visit does not count.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Haiku 4.5 · Anthropic18.7s · 1,448 out | 22.1s · 2,362 out | 18.8s · 1,457 out
Reasoning · 1,378 tokens
Let me work through this systematically.
**Member Information:**
- DOB: 1988-07-30
- Current date for context: 2026-09-01
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- Status: alive throughout the period
**Event Date:** 2026-06-15
- Emergency department visit
- Principal diagnosis: F41.1 (generalised anxiety disorder) - this is within F01-F99 and not F17.-, so it qualifies
- Discharged home (no inpatient admission or observation stay mentioned)
**Checking Eligibility (Denominator):**
1. **Age:** Born 1988-07-30. On the ED visit date (2026-06-15), the member would be 37 years old (not yet 38, as birthday is 2026-07-30). Age 6+ ✓
2. **Event:** ED visit with principal mental health diagnosis F41.1 between 2026-01-01 and 2026-12-01. The visit is 2026-06-15, which is before 2026-12-01. ✓
3. **Continuous enrolment:** From 2026-06-15 through 30 days after (2026-07-15), with no gaps. The member has enrolment 2026-01-01 through 2026-12-31, continuous. ✓
**Member IS in the denominator.**
**Checking Exclusions:**
E1. **Inpatient admission or observation stay:** The record states "Discharged home." No inpatient admission or observation stay is mentioned. ✗ Not excluded under E1.
E2. **Death during 30 days following the visit:** The record states "Member alive throughout." ✗ Not excluded under E2.
**Member is NOT excluded.**
**Checking Numerator:**
The follow-up window runs from the day after the ED visit (2026-06-16) through 30 days later (2026-07-15).
N7 requires a follow-up visit with a mental health practitioner within 7 days after the ED visit (by 2026-06-22). The record shows a same-day telehealth visit with a psychiatric nurse practitioner, occurring three hours after discharge on 2026-06-15 itself, before the 7-day window even technically starts.
This is same-day, and the rule explicitly excludes same-day visits from counting. So this telehealth encounter doesn't satisfy either N7 or N30.
The record states "No further mental health contact through 2026-07-31," which spans the entire follow-up window (both 7-day and 30-day periods). No other visits exist to count.
N7 is NOT met. ✗
N30 is NOT met. ✗
**Status:** Member falls in the denominator, isn't excluded, but fails the numerator.
**Answer:**
- status: "non
ys no further contact through 2026-07-31, confirming no visits fall in either window.
Both flags come out false. The reason should be short and clear: no follow-up visit occurred within 7 or 30 days, and the same-day telehealth session doesn't satisfy the requirement since it's not "after" the ED visit.
json{
"status": "non_compliant",
"reason": "No qualifying follow-up mental health visit within 7 days of the ED visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,285 tokens
Let me analyze this member against the QM-FUM measure specification.
**Step 1: Check if the member is eligible (denominator)**
**Age check:**
- Date of birth: 1988-07-30
- ED visit date: 2026-06-15
- Age at ED visit: 2026 - 1988 = 38 years old (will be 38 on 2026-07-30, and the visit is 2026-06-15, so the member is 37 at the time of the visit)
- Actually, let me recalculate: DOB 1988-07-30, ED visit 2026-06-15. The member hasn't had their birthday yet in 2026 (birthday is 07-30, visit is 06-15), so the member is 2026-1988-1 = 37 years old at the time of visit.
- Requirement: 6 years or older. ✓ Member is 37, so age requirement met.
**Event check:**
- ED visit with principal mental health diagnosis F41.1 (generalized anxiety disorder)
- F41.1 is in the range F01-F99, excluding F17.- (tobacco use)
- F41.1 is NOT tobacco use (that would be F17.something)
- Visit date: 2026-06-15
- Requirement: visit between 2026-01-01 and 2026-12-01 (inclusive of 12-01? let me reread... "between 2026-01-01 and 2026-12-01. Visits after 2026-12-01 are excluded")
- So the visit must be on or before 2026-12-01. The visit is 2026-06-15. ✓ Event requirement met.
Enrolment must be continuous from the ED visit through 30 days after, meaning 2026-06-15 through 2026-07-15. The record shows continuous enrolment 2026-01-01 through 2026-12-31, so this window is fully covered. ✓
Now checking exclusions before moving to the numerator, starting with whether the ED visit led to an inpatient admission or observation stay.
Record states: "Discharged home" — no inpatient admission or observation stay mentioned, so E1 doesn't apply.
For E2, checking death within 30 days of the visit — record states "Member alive throughout," so E2 doesn't apply either.
With neither exclusion triggered, the member enters the denominator and remains eligible for the numerator.
Turning to N7 — a follow-up visit with a mental health practitioner within 7 days after the ED visit. The window starts the day after, 2026-06-16, running through 2026-06-22.
The record shows a "Same-day telehealth visit with a psychiatric nurse practitioner, three hours after discharge" on 2026-06-15 — the same calendar day as the ED visit itself.
The measure explicitly excludes same-day visits from counting toward the numerator, and since this telehealth visit occurred just three hours after discharge on 2026-06-15, it falls within that exclusion and doesn't count.
Checking for any other visits: "No further mental health contact through 2026-07-31" — so nothing else falls in the 2026-06-16 through 2026-06-22 window. N7 is not met.
For N30, the window is 2026-06-16 through 2026-07-15. Same issue — the only visit is the same-day one, which doesn't count, and there's no other contact recorded in this extended window either. N30 is not met.
So the member enters the denominator, isn't excluded, but fails both N7 and N30, making this case non_compliant due to lack of a qualifying follow-up visit within either window.
For the reason, I want something concise: "No qualifying follow-up visit within 30 days; same-day visit does not count per measure." That's about 16 words, fits nicely.
Since this is QM-FUM and the member is non_compliant (not excluded/not_eligible), I need met_7_day and met_30_day keys. Both should be false since there's no visit at all in either window.
Checking the 30-day math: day 1 after 2026-06-15 is 2026-06-16, day 30 is 2026-07-15. Counting June 16-30 (15 days) plus July 1-15 (15 days) confirms 30 days total. The record shows no mental health contact through 2026-07-31, so both windows are empty.
Final answer:
```json
{
"status": "non_compliant",
"reason": "No qualifying follow-up visit within 30 days; same-day visit does not count per measure.",
"met_7_day": false,
"met_30_day": false
}
```
json{
"status": "non_compliant",
"reason": "No follow-up visit in 30-day window after 2026-06-15; same-day visit excluded.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,386 tokens
Let me work through this step by step using the QM-FUM measure specification.
**Step 1: Check if member enters denominator (eligibility)**
ELIGIBLE POPULATION criteria:
1. Age: 6 years or older as of the date of the ED visit
- DOB: 1988-07-30
- ED visit: 2026-06-15
- Age on ED visit: 37 years old (born 1988, visit in 2026)
- ✓ Meets age requirement (6+)
2. Event: ED visit with principal mental health diagnosis (F01-F99, excluding F17) between 2026-01-01 and 2026-12-01
- Visit date: 2026-06-15
- Principal diagnosis: F41.1 (generalized anxiety disorder)
- F41.1 is in range F01-F99 and not F17 (tobacco use)
- Date 2026-06-15 is between 2026-01-01 and 2026-12-01
- ✓ Meets event requirement
3. Continuous enrolment from ED visit through 30 days after, with no gaps
- ED visit: 2026-06-15
- Follow-up period: 2026-06-15 through 2026-07-15 (30 days after)
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- ✓ Meets enrolment requirement
Member enters the denominator.
**Step 2: Check required exclusions**
E1. ED visit results in inpatient admission or observation stay
- Record states: "Discharged home"
- No mention of observation stay
- ✗ Does not meet E1
E2. Death during 30 days following the visit
- Record states: "Member alive throughout"
- ✗ Does not meet E2
No exclusions apply.
**Step 3: Check numerator compliance**
N7. Follow-up visit with mental health practitioner within 7 days after ED visit
- ED visit: 2026-06-15
- Day 1 (counting the day after): 2026-06-16
- Day 7: 2026-06-22
- Follow-up window: 2026-06-16 through 2026-06-22
- Actual follow-up: 2026-06-15 telehealth visit with psychiatric nurse practitioner, 3 hours after discharge
- This visit happens on the same day as the ED visit, not within the 6/16-6/22 window, so I need to check if same-day counts.
The specification says a same-calendar-day visit doesn't count. So this fails N7.
N30. Follow-up visit with mental health practitioner within 30 days after ED visit
- Window: 2026-06-16 through 2026-07-15
- The only follow-up on record is the same-day 2026-06-15 visit, which is excluded
- Record notes no further mental health contact through 2026-07-31, so nothing else falls in the window either
- N30 also fails
Member is in the denominator, no exclusions apply, and neither numerator is met — status is "non_compliant". The deciding factor is that the sole follow-up visit occurred on the same calendar day as the ED visit, which the spec explicitly excludes from counting.
Reason: "No qualifying follow-up within 30 days; same-day visit excluded per specification."
For QM-FUM output: met_7_day: false, met_30_day: false. Confirming windows once more — ED visit 2026-06-15, follow-up also 2026-06-15 (excluded), 7-day window spans 06-16 through 06-22.
30-day window spans 06-16 through 07-15. No other visits documented in the record. Status: "non_compliant".
json{
"status": "non_compliant",
"reason": "No qualifying follow-up visit within 30 days; same-day visit excluded per specification.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V3.2 · DeepSeek1.9s · 53 out | 2.1s · 55 out | 1.8s · 51 out
json{
"status": "non_compliant",
"reason": "Follow-up visit occurred on same calendar day as emergency department visit.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Telehealth follow-up on same calendar day as ED visit does not count.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Same-day follow-up does not count for the numerator.",
"met_7_day": false,
"met_30_day": false
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
},
{
"field": "met_7_day",
"want": false,
"got": false,
"ok": true,
"present": true
},
{
"field": "met_30_day",
"want": false,
"got": false,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}