Parityhealth-plan operations benchmark
Quality measure logic · QM-020 · core

Follow-up on day 5

Record written for Parity against synthetic measure QM-FUM. Baseline; both numerators are met and the 7-day case implies the 30-day case.

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

What the model was given

Item context, placed in the system position after the shared preamble
MEASURE QM-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.
Prompt
MEMBER RECORD

MEMBER 40401. Date of birth 2001-01-19.
Enrolment: 2026-01-01 through 2026-12-31, continuous.
History:
  2026-04-06  Emergency department visit, principal diagnosis F32.9, major
              depressive disorder. Discharged home the same day.
  2026-04-11  Office visit with a licensed clinical psychologist.
Member alive throughout.
Gold answer and grader
json{
  "kind": "fields",
  "fields": {
    "status": "compliant",
    "met_7_day": true,
    "met_30_day": true
  }
}

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 · Anthropic8.7s · 188 out | 4.9s · 251 out | 9.1s · 268 out
Attempt 1
Age 25 at visit, ED visit 2026-04-06 with F32.9 (qualifying), within window, continuously enrolled, no admission/observation, alive. Follow-up 2026-04-11 = day 5 → meets N7 and N30.

json{
  "status": "compliant",
  "reason": "Follow-up with a licensed clinical psychologist on 2026-04-11 is day 5 after the 2026-04-06 ED visit, meeting N7 and N30.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Age at ED visit: born 2001-01-19, visit 2026-04-06 → 25 years old, ≥6. Event within 2026-01-01 to 2026-12-01, F32.9 is a qualifying diagnosis. Continuous enrolment through 2026-05-06 satisfied. No admission/observation (discharged home), alive. Follow-up 2026-04-11 is day 5 after the visit → meets N7 and N30.

json{
  "status": "compliant",
  "reason": "Follow-up with a licensed clinical psychologist on 2026-04-11 is day 5 after the 2026-04-06 ED visit, meeting N7 and N30.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Age at ED visit: born 2001-01-19, visit 2026-04-06 → 25 years old, ≥6. Event within 2026-01-01 to 2026-12-01 with F32.9 (mental health, not F17). Continuous enrolment through 2026-05-06 covered. No admission/observation, alive. Follow-up 2026-04-11 is day 5 (day 1 = 2026-04-07), with a licensed clinical psychologist → N7 met, hence N30 met.

json{
  "status": "compliant",
  "reason": "Psychologist visit on 2026-04-11 is day 5 after the 2026-04-06 ED visit, meeting N7 and therefore N30; no exclusion applies.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.7 Flash · Google3.5s · 441 out | 5.7s · 493 out | 5.7s · 582 out
Attempt 1
Reasoning · 362 tokens
**Calculating Patient Age**

I've confirmed the patient's DOB as January 19, 2001, placing them around 25 years old at their April 6, 2026, ED visit. This aligns with the requirement that they be at least six years old.

json{
  "status": "compliant",
  "reason": "Completed a follow-up visit with a licensed clinical psychologist on 2026-04-11, within 7 days of the qualifying emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 415 tokens
**Evaluating Member 40401**

I've confirmed Member 40401's age at the ED visit on 2026-04-06 as 25, meeting the >= 6 years requirement. The principal diagnosis, F32.9, falls within the F01-F99 range and excludes F17.-, aligning with the QM-FUM criteria. The visit date is also within the specified timeframe.

json{
  "status": "compliant",
  "reason": "The member completed a follow-up visit with a mental health practitioner on 2026-04-11, five days after the emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 503 tokens
**Evaluating Member 40401**

I'm assessing Member 40401 against the QM-FUM criteria. Their DOB of 2001-01-19 places them at 25 years old by the evaluation date of 2026-04-06, satisfying the age requirement. The key focus is their ED visit on that date with a principal diagnosis of F32.

json{
  "status": "compliant",
  "reason": "The member completed a follow-up visit with a mental health practitioner on 2026-04-11, five days after the qualifying emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.5 · OpenAI3.2s · 181 out | 2.4s · 171 out | 2.6s · 188 out
Attempt 1
json{
  "status": "compliant",
  "reason": "Follow-up with a licensed clinical psychologist on 2026-04-11 was within 7 days after the 2026-04-06 qualifying ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "The 2026-04-11 psychologist visit was within 7 days after the qualifying 2026-04-06 mental health ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "The 2026-04-11 psychologist visit was within 7 days after the qualifying 2026-04-06 mental health ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Sol · OpenAI2.9s · 135 out | 1.5s · 70 out | 1.4s · 62 out
Attempt 1
Reasoning · 69 tokens
**Clarifying eligibility criteria**

I need to work with a specific JSON format to determine eligibility. The eligible age is set at 25, with an event date of April 6, and enrollment lasting until May 6, with no exclusions. There's a follow-up on April 11, which is day five. To be compliant, I must ensure that both conditions are met regarding numerator rates. The reasoning needs to be concise, not exceeding 30 words, and specific to the criterion and date.
json{
  "status": "compliant",
  "reason": "The licensed clinical psychologist visit on 2026-04-11 occurred five days after the qualifying emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "The 2026-04-11 mental health follow-up occurred five days after the qualifying 2026-04-06 emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "The psychologist visit on 2026-04-11 was five days after the qualifying emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.6 · xAI13.3s · 731 out | 11.7s · 685 out | 13.3s · 909 out
Attempt 1
Reasoning · 658 tokens
The task is about quality measure QM-FUM for Follow-up After an Emergency Department Visit for Mental Illness.
{
  "status": "met",
  "reason": "ED visit 2026-04-06 with principal diagnosis F32.9 (qualifies for QM-FUM).
json{
  "status": "compliant",
  "reason": "ED visit 2026-04-06 with F32.9 had psychologist follow-up on 2026-04-11, within 7 days.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 612 tokens
The task is about quality measure QM-FUM for follow-up after ED visit for mental illness.
json{
  "status": "compliant",
  "reason": "ED visit 2026-04-06 with F32.9 had psychologist follow-up on 2026-04-11, within 7 days.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 835 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 2026-04-11, which is within 7 days (day 5) after the ED visit on 2026-04-06. No exclusions apply.
json{
  "status": "compliant",
  "reason": "Follow-up with psychologist on 2026-04-11 is within 7 days of the 2026-04-06 ED visit; no exclusions apply.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.5 · xAI9.6s · 599 out | 5.5s · 341 out | 6.1s · 399 out
Attempt 1
Reasoning · 527 tokens
The task is about quality measure QM-FUM for follow-up after an ED visit for mental illness.
The member is **compliant** for QM-FUM.
json{
  "status": "compliant",
  "reason": "ED visit 2026-04-06 with F32.9 followed by psychologist visit 2026-04-11 meets 7-day numerator.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 266 tokens
The member is 40401, DOB 2001-01-19.
json{
  "status": "compliant",
  "reason": "ED visit 2026-04-06 with F32.9; follow-up with psychologist on 2026-04-11 meets 7-day numerator.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 329 tokens
The member is being evaluated against QM-FUM measure.
json{
  "status": "compliant",
  "reason": "ED visit 2026-04-06 with F32.9 followed by psychologist visit 2026-04-11 within 7 days.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.1 Pro · Google8.4s · 699 out | 9.5s · 715 out | 8.8s · 805 out
Attempt 1
Reasoning · 633 tokens
**My Thought Process for Evaluating Member 40401 Against QM-FUM**

Alright, so my primary objective here is to meticulously evaluate member record 40401 against the quality measure QM-FUM. I've got the member's details: DOB 2001-01-19, and crucially, continuous enrollment for the entire measurement year 2026, from January 1st to December 31st. The measurement year itself is 2026, which is important for all date-based criteria.

First, I need to tackle the **Denominator Check**. This is where I establish if the member is even eligible for consideration within this measure.

*   **Age:** The measure specifies the member needs to be 6 years or older as of their Emergency Department (ED) visit. The ED visit occurred on April 6th, 2026. Given their DOB of January 19th, 2001, they are 25 years old at that time. *Check: Meets.*
*   **Event:** The measure requires an ED visit with a principal mental health diagnosis falling within the F01-F99 range, but specifically excluding F17.- codes. On April 6th, 2026, the member had an ED visit with code F32.9. This falls squarely within the F01-F99 range and is not an exclusion. The date of the visit, April 6th, 2026, is within the measurement year. *Check: Meets.*
*   **Continuous Enrolment:** The member must be continuously enrolled from the date of their ED visit (April 6th, 2026) through 30 days *after* that visit. Their enrollment period is 2026-01-01 through 2026-12-31, which comfortably covers the required period. *Check: Meets.*

So far, member 40401 is indeed in the denominator. Now, let's move to the **Exclusions Check**. These are criteria that would remove an otherwise eligible member from the measure's evaluation.

*   **E1:** Does the ED visit result in an inpatient admission or observation stay? The record indicates the member was discharged home the *same day*. *Check: No exclusion.*
*   **E2:** Did the member die within the 30-day follow-up period? The member was alive throughout the entire 30-day period. *Check: No exclusion.*

No exclusions apply, so the member proceeds to the **Numerator Check**. This is where I determine if the quality care was delivered.

*   **ED Visit Date:** April 6th, 2026. This is my anchor point.
*   **N7 (7-Day Follow-Up):** I need to find a follow-up visit with a mental health practitioner within 7 days of the ED visit. The ED visit was April 6th. Counting forward: April 7th is Day 1, April 8th is Day 2, April 9th is Day 3, April 10th is Day 4, and April 11th is Day 5. A follow-up visit occurred on April 11th, which is indeed 5 days after the ED visit. The provider is a licensed clinical psychologist, which qualifies as a mental health practitioner. *Check: Meets N7.*
*   **N30 (30-Day Follow-Up):** The measure requires a follow-up within 30 days. Since the member met the more stringent 7-day follow-up (N7), they automatically meet the 30-day follow-up (N30). *Check: Meets N30.*

Based on all these checks, the member is **compliant** with the quality measure.

The **reason** for compliance is clear: the member had a qualifying follow-up visit with a mental health practitioner 5 days after their emergency department visit. This is a concise 21-word explanation.

Finally, I need to ensure I output this information in the exact JSON format requested, with the keys "status", "reason", "met_7_day", and "met_30_day".

```json
{
  "status": "compliant",
  "reason": "The member had a qualifying follow-up visit with a mental health practitioner 5 days after the emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
```

And with that, my review is complete. There's nothing else to add.

json{
  "status": "compliant",
  "reason": "The member had a follow-up visit with a mental health practitioner five days after the qualifying emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 648 tokens
**My Thought Process for Evaluating Member 40401 Against Measure QM-FUM**

Alright, let's break down this evaluation for member 40401 against QM-FUM for the 2026 measurement year. My primary goal here is to determine compliance based on the provided data and the measure's criteria.

First, I confirm the basics: the member ID is 40401, the measure is QM-FUM, and the measurement year is 2026. The member’s date of birth is 2001-01-19. Now, I need to establish their eligibility based on age. The relevant event is an ED visit on 2026-04-06. Calculating their age at that time: 2026 minus 2001 is 25 years. Since the measure likely has an age threshold (implied by "Age >= 6"), and 25 is indeed greater than or equal to 6, the member is age-eligible.

Next, I examine the core event: the ED visit. It occurred on 2026-04-06. The date falls within the required reporting period of 2026-01-01 to 2026-12-01. The principal diagnosis is F32.9, which falls within the F01-F99 range and is not F17.-, so it's a qualifying diagnosis. The member was discharged home the same day.

Now, I move to the continuous enrollment requirement. The period is 2026-01-01 to 2026-12-31. The ED visit was on 2026-04-06. The measure requires 30 days of enrollment *after* the ED visit. Since the member was enrolled until the end of the year (2026-12-31), they clearly met the continuous enrollment requirement of 30 days post-visit. This confirms the **denominator** is met.

Then, I assess the **exclusions**.
*   **E1:** Did the ED visit result in an inpatient or observation stay? No, the record clearly states "discharged home same day." So, E1 does not apply.
*   **E2:** Did the member die within 30 days of the ED visit? The information provided states "Alive throughout." Therefore, E2 also does not apply.
Since no exclusions apply, the member is not excluded from the measure.

Now, I focus on the **numerator** criteria, specifically N7, which is a follow-up visit with a mental health practitioner within 7 days after the ED visit.
*   The ED visit date is 2026-04-06.
*   Day 1 after the ED visit would be 2026-04-07.
*   Day 7 after the ED visit would be 2026-04-13.
*   The record shows a follow-up visit on 2026-04-11. This visit was an "Office visit with a licensed clinical psychologist."
*   Let's calculate the days between the ED visit and the follow-up: April 11th minus April 6th is 5 days.
*   Is 5 days within the 7-day window? Yes, 5 <= 7.
*   Is a "licensed clinical psychologist" considered a "mental health practitioner" for the purpose of this measure? Absolutely. This is a key component of mental health care.
*   Therefore, N7 is met. This is marked as `met_7_day: true`.

The measure also states that if N7 is met, then N30 (a follow-up visit within 30 days) is *also* met. So, I can confidently mark `met_30_day: true`.

Finally, I determine the overall **status**. Since the member met the denominator criteria, was not excluded, and met the numerator criteria (N7), they are **"compliant"**.

For the **reason** field, I need a concise explanation under 30 words. "The member had a qualifying follow-up visit with a mental health practitioner 5 days after the emergency department visit" captures the essential facts: the qualifying visit, the practitioner type, the timing relative to the ED visit, and implicitly, that this fulfilled the measure's requirement.

I do a quick sanity check on the dates again: ED visit on April 6th, follow-up on April 11th. That’s indeed 5 days. A clinical psychologist is definitely a mental health practitioner. The visit is qualifying. The status is compliant, and the reason is accurate and concise. The required keys (`status`, `reason`, `met_7_day`, `met_30_day`) are all present and correctly populated.

Based on this thorough review, I can confidently construct the final JSON output.

json{
  "status": "compliant",
  "reason": "The member had a qualifying follow-up visit with a mental health practitioner 5 days after the emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 737 tokens
**Evaluating Member 40401's Compliance with QM-FUM Measure**

Alright, let's break down this member's case to determine compliance with the QM-FUM measure. My primary objective is to ascertain if member 40401 met the requirements following an emergency department (ED) visit.

First, I need to confirm if the member even falls within the eligible population. The measure targets individuals aged 6 or older at the time of the ED visit. This member, born in 2001, was 25 years old on April 6, 2026, the date of their ED visit, so they meet the age criterion. Next, the event itself: an ED visit with a diagnosis of F32.9 (major depressive disorder) between January 1, 2026, and December 1, 2026. The visit on April 6, 2026, fits perfectly within this timeframe and diagnostic code. Finally, continuous enrollment is key. The member must be continuously enrolled from the ED visit date (April 6, 2026) through 30 days after. Given their enrolment is continuous for all of 2026, this condition is also met. So, eligibility is confirmed.

Now, onto the numerator requirements. The core of this measure is the follow-up care. Specifically, I need to check if there was a visit with a mental health practitioner within 7 days of the ED visit. The ED visit was on April 6, 2026. Counting forward, Day 1 is April 7th, Day 7 is April 13th. The member had an office visit with a licensed clinical psychologist on April 11, 2026. This falls on Day 5, which is well within the 7-day window. Therefore, the N7 criterion is met. Since the N7 criterion is met, the N30 criterion (which is usually satisfied if N7 is met, implying sustained care) is also considered met.

Next, I must review any exclusions. The measure stipulates exclusions for ED visits that result in an inpatient admission or observation stay, or if the member passes away. In this case, the member was discharged home the same day of the ED visit, so no inpatient admission or observation stay occurred. There's also no indication of death. Thus, no exclusions apply.

Given that the member is eligible, met the numerator requirements for follow-up care within 7 days, and has no applicable exclusions, I can definitively conclude that the member is compliant.

The reason for compliance is straightforward: the member had a qualifying follow-up visit with a mental health practitioner on April 11, 2026, which was within the required 7-day period following their emergency department visit on April 6, 2026. This reason is concise, 18 words, and well under the 30-word limit.

Finally, I need to ensure all the required keys are populated correctly in the JSON output. The `status` will be "compliant", the `reason` as just stated, `met_7_day` will be `true`, and `met_30_day` will also be `true`. Everything seems to align perfectly.

json{
  "status": "compliant",
  "reason": "The member had a qualifying follow-up visit with a mental health practitioner within 7 days of the emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 5 · Anthropic2.6s · 162 out | 2.6s · 156 out | 1009.6s · 141 out
Attempt 1
json{
  "status": "compliant",
  "reason": "Follow-up with licensed clinical psychologist on 2026-04-11 is day 5 after the 2026-04-06 ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Follow-up with licensed clinical psychologist on 2026-04-11 was day 5 after the 2026-04-06 ED visit, meeting N7.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status":"compliant","reason":"Follow-up with licensed clinical psychologist on 2026-04-11 is day 5 after the 2026-04-06 ED visit, meeting N7 and N30.","met_7_day":true,"met_30_day":true}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3 Flash · Google15.1s · 2,111 out | 8.8s · 876 out | 8.4s · 1,433 out
Attempt 1
Reasoning · 2,020 tokens
**My Thought Process for QM-FUM Compliance**

Alright, let's break down this QM-FUM measure for member 40401. I'm tasked with determining if this member is compliant with the Follow-Up After Emergency Department Visit for Mental Illness measure for the 2026 measurement year.

First, I need to confirm the core requirements for a qualifying event. The member must be 6 years or older as of the ED visit date. Member 40401 was born in 2001, and the ED visit was in April 2026, making them 25 years old. That's a clear **pass** on age.

Next, I look at the ED visit itself. It occurred on April 6, 2026. The crucial piece is the diagnosis. The requirement is a principal mental health diagnosis, specifically within the F01-F99 range, excluding F17. Member 40401 had a diagnosis of F32.9 (Major depressive disorder). This falls squarely within the acceptable range, so that's another **pass**. The ED visit date also falls within the measurement year (January 1, 2026, to December 31, 2026), and specifically before the cutoff for the qualifying event (December 1, 2026).

Continuous enrollment is another key factor. The member needs to be continuously enrolled from the date of the ED visit (April 6, 2026) through 30 days after the visit (May 6, 2026). The record shows continuous enrollment for the entire year 2026, so this is also a **pass**.

Now, I need to check for exclusions. There are two primary exclusions: an ED visit that results in an inpatient admission or observation, and death within 30 days following the visit. The notes clearly state the member was "discharged home the same day," so the inpatient/observation exclusion doesn't apply. The member was also "Alive throughout," so the death exclusion is also not a factor. Both **exclusions are avoided**.

The core of the measure is the follow-up visit. The member needs a follow-up visit with a "mental health practitioner" within a specific timeframe. The member had an office visit with a psychologist on April 11, 2026. A licensed clinical psychologist is absolutely considered a mental health practitioner, so that's confirmed.

The timing is critical. The follow-up visit must occur within 7 days (N7) or 30 days (N30) of the ED visit, *not* counting the ED visit day itself. The ED visit was April 6. Counting from April 7 as Day 1:
*   Day 1: April 7
*   Day 2: April 8
*   Day 3: April 9
*   Day 4: April 10
*   Day 5: April 11

The follow-up visit was on April 11, which is Day 5. This is clearly within the 7-day window (N7) and, by extension, also within the 30-day window (N30). So, both the **N7 and N30 follow-up requirements are met**.

A crucial point is that a visit on the *same calendar day* as the ED visit doesn't count. April 11 is not the same as April 6, so that potential issue is avoided.

Given all these checks, the member is **compliant**.

For the output, I need to provide a `status`, a concise `reason` (under 30 words), and flags for `met_7_day` and `met_30_day`.

*   `status`: "compliant"
*   `met_7_day`: `true`
*   `met_30_day`: `true` (since N7 is met, N30 is automatically met).

For the `reason`, I need to summarize the key event: the follow-up visit within the required timeframe. I'll craft it to be accurate and under the word limit. "The member had a follow-up visit with a mental health practitioner on 2026-04-11, within 7 days of the 2026-04-06 emergency department visit." Let's count: 23 words. Perfect.

Everything aligns. The member's age, diagnosis, continuous enrollment, absence of exclusions, and the timely, appropriate follow-up visit all contribute to a compliant status for QM-FUM.

json{
  "status": "compliant",
  "reason": "The member had a follow-up visit with a mental health practitioner on 2026-04-11, within 7 days of the 2026-04-06 emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 785 tokens
**My Thought Process on QM-FUM Compliance for Member 40401**

Alright, let's break down this QM-FUM (Follow-up after ED visit for mental illness) measure for our member, 40401. I need to determine if this individual met the criteria for the 2026 measurement year.

First, I'm looking at the core event: an ED visit for a mental health diagnosis. Member 40401, born in 2001, had an ED visit on April 6, 2026. This makes them 25 years old at the time of the visit, which satisfies the "6 years or older" age requirement. The diagnosis code F32.9, which I recognize as Major Depressive Disorder, falls squarely within the F01-F99 range (excluding F17) for eligible mental health conditions. The ED visit date itself, April 6, 2026, is within the required measurement period of January 1, 2026, to December 1, 2026, for the event triggering the measure.

Next, I'm assessing continuous enrollment. The member was continuously enrolled from January 1, 2026, through December 31, 2026. This clearly covers the date of the ED visit (April 6, 2026) and the subsequent 30-day follow-up period (through May 6, 2026). So, continuous enrollment is met.

Now, I need to check for any exclusion criteria. The member was discharged home from the ED the same day, meaning there was no inpatient admission or observation stay. This excludes them from the E1 exclusion. Similarly, I see no indication of death during the 30-day follow-up period, so E2 is also not applicable.

The critical part is the follow-up requirement. The measure has two potential timeframes: a 7-day follow-up (N7) and a 30-day follow-up (N30).

For the N7 (7-day) component, the clock starts the day after the ED visit. So, Day 1 is April 7, 2026, and Day 7 is April 13, 2026. The member had a follow-up appointment with a licensed clinical psychologist on April 11, 2026. I confirm that a licensed clinical psychologist is indeed a mental health practitioner. Crucially, April 11th falls within the 7-day window (it's Day 5). The visit was not on the same day as the ED visit, which is permissible. Therefore, the 7-day requirement is met.

For the N30 (30-day) component, the 30-day mark is May 6, 2026. The follow-up on April 11, 2026, is well within this 30-day period. So, the 30-day requirement is also met.

Given that both the 7-day and 30-day follow-up requirements were met, and no exclusions applied, the "status" for this member on QM-FUM is "compliant." The "reason" I'd articulate is straightforward: "The member had a follow-up visit with a mental health practitioner within 7 days of the eligible emergency department visit on 2026-04-06." I've just double-checked the word count for that reason, and at 23 words, it's concise and accurate.

In summary, based on the ED visit date, the diagnosis code, the member's age and enrollment status, and the confirmed follow-up with a qualified practitioner within the specified timeframe, this member is compliant with the QM-FUM measure. The "met_7_day" flag is true, and the "met_30_day" flag is also true.

json{
  "status": "compliant",
  "reason": "The member had a follow-up visit with a mental health practitioner on 2026-04-11, five days after the qualifying emergency department visit on 2026-04-06.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,347 tokens
**My Thought Process on QM-FUM Compliance for Member 40401**

Alright, let's break down the assessment for Member 40401 against the QM-FUM (Follow-up after ED visit for mental illness) measure for the 2026 measurement year.

First, I've identified the core event: an Emergency Department (ED) visit on April 6, 2026, for Major Depressive Disorder (diagnosis code F32.9). The measurement period is the entirety of 2026, and this member, born in 2001 (making them 25 at the time of the ED visit, well above the 6-year minimum), was continuously enrolled throughout the entire year.

Now, I need to see if this ED visit meets the criteria for inclusion. The diagnosis F32.9 clearly falls within the F01-F99 range (excluding F17) specified by the measure. The critical enrollment requirement is that the member must be continuously enrolled from the date of the ED visit (April 6, 2026) through 30 days *after* that visit. Given their continuous enrollment for the full 2026 year, this condition is definitively met.

Next, I'm checking for any exclusions. There are two primary ones:
1.  An ED visit that results in an inpatient admission or observation stay. In this case, the record clearly states the member was "discharged home the same day," so this exclusion does not apply.
2.  Death during the 30 days following the ED visit. The member was alive throughout the entire period, so this exclusion is also not relevant.

With the member and event confirmed as eligible, the focus shifts to the numerator. The measure requires a follow-up visit with a mental health practitioner within 7 days after the ED visit. Let's map this out:
*   ED Visit Date: April 6, 2026
*   Day 1 after the visit: April 7, 2026
*   Day 7 after the visit: April 13, 2026
The allowed window for the follow-up visit is thus April 7, 2026, through April 13, 2026.

The record shows a follow-up office visit with a licensed clinical psychologist on April 11, 2026. This date falls squarely within the required 7-day window. Crucially, it's not on the same day as the ED visit, which is a specific point to note. And yes, a licensed clinical psychologist absolutely qualifies as a "mental health practitioner" for this measure.

Because the 7-day follow-up was met, the 30-day follow-up is automatically satisfied.

Therefore, based on all these checks, the member is compliant. The primary reason for compliance is the timely follow-up visit with a qualified mental health professional. Specifically, the visit on April 11, 2026, occurred 5 days after the ED visit on April 6, 2026, successfully meeting both the 7-day and 30-day numerator requirements. The outcome is that `status` is "compliant," `met_7_day` is `true`, and `met_30_day` is `true`, with the `reason` succinctly stating: "The member had a follow-up visit on 2026-04-11, within 7 days of the 2026-04-06 emergency department visit."

json{
  "status": "compliant",
  "reason": "The member had a follow-up visit on 2026-04-11, within 7 days of the 2026-04-06 emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K3 · Moonshot22.5s · 527 out | 109.3s · 685 out | 16.4s · 660 out
Attempt 1
Reasoning · 439 tokens
Let me work through this QM-FUM measure.

Member 40401, DOB 2001-01-19. ED visit 2026-04-06. Age as of ED visit: born 2001-01-19, so on 2026-04-06, age = 25 (turned 25 on 2026-01-19). ≥6. ✓

Event: ED visit with principal mental health diagnosis F32.9 — in F01-F99, not F17. Date 2026-04-06, between 2026-01-01 and 2026-12-01. ✓

Continuous enrolment: enrolled 2026-01-01 through 2026-12-31 continuous. From ED visit through 30 days after = 2026-04-06 through 2026-05-06. No gaps. ✓

Exclusions: E1 — discharged home same day, no inpatient admission or observation stay. Not met. E2 — alive throughout. Not met.

Numerator: follow-up visit with mental health practitioner within 7 days after ED visit, day after visit = day 1. ED visit 2026-04-06. Day 1 = 2026-04-07. Day 7 = 2026-04-13. Office visit 2026-04-11 with licensed clinical psychologist — a mental health practitioner. Within 7 days: 2026-04-11 is day 5 (April 7=1, 8=2, 9=3, 10=4, 11=5). Yes, within 7 days. Not same calendar day as ED visit. ✓

So N7 met, N30 met. Status: compliant.

met_7_day: true, met_30_day: true.

Reason: one sentence, under 30 words. "Follow-up visit with a psychologist on 2026-04-11, five days after the 2026-04-06 mental health ED visit, meets the 7-day numerator."
json{
  "status": "compliant",
  "reason": "Follow-up visit with a licensed clinical psychologist on 2026-04-11, five days after the 2026-04-06 mental health ED visit, meets N7 and therefore N30.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 0 tokens
Let me work through this QM-FUM measure.

Member 40401, DOB 2001-01-19. ED visit 2026-04-06. Age at visit: 2026 - 2001 = 25 years old (birthday 01-19 already passed by April). Age ≥ 6. ✓

Event: ED visit with principal mental health diagnosis F32.9 (F01-F99, not F17). Date 2026-04-06 is between 2026-01-01 and 2026-12-01. ✓

Continuous enrolment: from date of ED visit through 30 days after (2026-04-06 through 2026-05-06). Enrolment is 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. Discharged home same day. Not excluded.
E2: Death during 30 days following. Member alive throughout. Not excluded.

Numerator:
N7: follow-up with mental health practitioner within 7 days after ED visit, day after = day 1. ED visit 2026-04-06, so day 1 = 2026-04-07, day 7 = 2026-04-13. Office visit 2026-04-11 with licensed clinical psychologist (a mental health practitioner). 2026-04-11 falls within 2026-04-07 to 2026-04-13. ✓ N7 met.

N30: A member meeting N7 also meets N30. So met_30_day = true.

Status: compliant.

Reason: one sentence under 30 words naming specific criterion/date. Something like: "Follow-up visit with a mental health practitioner on 2026-04-11, within 7 days of the 2026-04-06 ED visit, satisfies N7 and N30."

Word count check: "Follow-up visit with a mental health practitioner on 2026-04-11, within 7 days of the 2026-04-06 ED visit, satisfies N7 and N30." Let me count: Follow-up(1) visit(2) with(3) a(4) mental(5) health(6) practitioner(7) on(8) 2026-04-11(9), within(10) 7(11) days(12) of(13) the(14) 2026-04-06(15) ED(16) visit(17), satisfies(18) N7(19) and(20) N30(21). 21 words. Good.

Keys: status, reason, met_7_day (true), met_30_day (true).
json{
  "status": "compliant",
  "reason": "Follow-up with a mental health practitioner on 2026-04-11, within 7 days of the 2026-04-06 ED visit, satisfies N7 and therefore N30.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 563 tokens
Let me work through this QM-FUM measure.

Member 40401, DOB 2001-01-19. Age on 2026-04-06: 25 years old. Age ≥ 6. ✓

Event: ED visit 2026-04-06 with principal diagnosis F32.9 (major depressive disorder). F32.9 is in F01-F99 range, not F17 tobacco. Date between 2026-01-01 and 2026-12-01. ✓

Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. From date of ED visit through 30 days after (2026-04-06 through 2026-05-06), no gaps. ✓

So member is in the denominator.

Exclusions:
E1: ED visit results in inpatient admission or observation stay. Record says "Discharged home the same day." So no exclusion E1.
E2: Death during 30 days following. Member alive throughout. No exclusion E2.

Numerator:
N7: follow-up visit with mental health practitioner within 7 days after ED visit, day after visit = day 1. ED visit 2026-04-06, day 1 = 2026-04-07, day 7 = 2026-04-13. Office visit with licensed clinical psychologist on 2026-04-11. A licensed clinical psychologist is a mental health practitioner. 2026-04-11 is day 5. Within 7 days. Not same calendar day as ED visit. ✓ N7 met.

N30: A member meeting N7 also meets N30. ✓

Status: compliant.

met_7_day: true
met_30_day: true

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

Something like: "Follow-up visit with a mental health practitioner on 2026-04-11, within 7 days of the 2026-04-06 ED visit for F32.9, satisfies N7 and N30."

Count words: Follow-up(1) visit(2) with(3) a(4) mental(5) health(6) practitioner(7) on(8) 2026-04-11(9), within(10) 7(11) days(12) of(13) the(14) 2026-04-06(15) ED(16) visit(17) for(18) F32.9(19), satisfies(20) N7(21) and(22) N30(23). 23 words. Good.
json{
  "status": "compliant",
  "reason": "Follow-up visit with a mental health practitioner on 2026-04-11, within 7 days of the 2026-04-06 ED visit for F32.9, satisfies N7 and N30.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 2.5 Pro · Google13.4s · 1,349 out | 14.5s · 1,320 out | 23.7s · 1,998 out
Attempt 1
Reasoning · 1,266 tokens
Alright, let's break down this QM-FUM evaluation. I need to assess this member's record against the quality measure's specifications, and it looks like I've gone through a systematic process to arrive at a conclusion.

First, I had to thoroughly analyze the member's record. I noted the key identifiers: Member ID 40401, DOB 2001-01-19, and continuous enrollment from 2026-01-01 to 2026-12-31. Crucially, I saw the ED visit on 2026-04-06 with a principal diagnosis of F32.9 (Major depressive disorder), followed by an office visit with a licensed clinical psychologist on 2026-04-11. The member remained alive throughout the period, which is essential.

Next, I systematically evaluated this against the QM-FUM specification, starting with the eligible population – the denominator. The member's age at the time of the ED visit (25 years old, which is > 6) met that criterion. The ED visit itself, with a qualifying diagnosis within the F01-F99 range and not an F17.- code, also fit the event criteria. The continuous enrollment check was also satisfied because their enrollment period encompassed the ED visit date and the subsequent 30-day period required for follow-up. So, I concluded this member is definitely in the denominator; they are not "not_eligible."

Then, I moved on to potential exclusions. I checked for E1, which is for inpatient or observation stays. The record clearly states "Discharged home the same day," so that exclusion doesn't apply. I also checked for E2, death, and confirmed the member was "alive throughout," so that's also not applicable. Therefore, the member is not excluded from the measure.

Now, for the numerator. This is where I assess if the follow-up care was received. The ED visit was on 2026-04-06, and the follow-up was on 2026-04-11 with a mental health practitioner, and it wasn't on the same day as the ED visit. This immediately made me think about the 7-day follow-up. Counting from the day *after* the ED visit (2026-04-07), the 7-day window ends on 2026-04-13. The follow-up on 2026-04-11 falls squarely within this 7-day window, meaning `met_7_day` is true. The specification also states that meeting the 7-day follow-up automatically means meeting the 30-day follow-up, so `met_30_day` is also true.

Finally, I synthesized all of this into a determination. Since the member is in the denominator, not excluded, and meets the numerator criteria, their status is "compliant." The specific reason is straightforward: they had a qualifying follow-up visit with a mental health practitioner within the required 7-day window.

Putting it all together, my final JSON output reflects this: a "compliant" status, a concise reason that names the specific criterion and date that decided it ("The member had a qualifying follow-up visit on 2026-04-11, meeting the 7-day follow-up requirement."), and confirms that both `met_7_day` and `met_30_day` are true. This seems to be the most accurate and complete assessment based on the provided information.
json{
  "status": "compliant",
  "reason": "The member had a qualifying follow-up visit on 2026-04-11, meeting the 7-day follow-up requirement after the index emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,254 tokens
Okay, I've gone through this member's record with the QM-FUM quality measure in mind. Here's my thought process, broken down step-by-step.

First, I needed to understand the member's situation:

*   **Member Details:** The member is ID 40401, born January 19, 2001. They were continuously enrolled throughout 2026, from January 1st to December 31st.
*   **Key Event:** There was an emergency department (ED) visit on April 6, 2026. The principal diagnosis was F32.9 (Major depressive disorder). Importantly, this is within the F01-F99 range, and it's *not* an F17.- diagnosis. The member was discharged home directly from the ED; there was no inpatient admission or observation stay.
*   **Follow-up:** Following the ED visit, there was an office visit on April 11, 2026, with a licensed clinical psychologist. This is a key piece of information for the follow-up requirement.
*   **Status:** The member was alive throughout this entire period.

Now, I'm going to evaluate this against the QM-FUM criteria.

**1. Am I looking at the Eligible Population (Denominator)?**

*   **Age:** The ED visit was on April 6, 2026. The member was born January 19, 2001. That makes them 25 years old at the time of the visit. The measure requires the member to be 6 years or older, so this criterion is met.
*   **Event:** The ED visit occurred on April 6, 2026, which is within the 2026-01-01 to 2026-12-01 timeframe specified. The principal diagnosis of F32.9 also fits the F01-F99 range, and it's not an F17.- code. Each qualifying visit is counted, and this member has one such visit. This criterion is met.
*   **Continuous Enrolment:** The measure requires continuous enrollment from the ED visit date (April 6, 2026) through 30 days after the visit (May 6, 2026). This member's enrollment is from January 1, 2026, to December 31, 2026, which covers the entire required period. This criterion is met.

Since all the denominator criteria are met, this member *is* part of the eligible population.

**2. Are there any Required Exclusions?**

*   **E1 (Inpatient/Observation):** The record clearly states the member was "Discharged home the same day." There was no inpatient admission or observation stay. Therefore, this exclusion does *not* apply.
*   **E2 (Death):** The record confirms the member was "alive throughout." This exclusion also does *not* apply.

Since the member is eligible and not excluded, I now need to see if they meet the numerator requirements.

**3. Does the Member Meet the Numerator?**

The numerator is about having a follow-up visit with a mental health practitioner.

*   **The ED visit was on April 6, 2026.**
*   **The qualifying follow-up visit with the licensed clinical psychologist was on April 11, 2026.**

Let's check the specific follow-up windows:

*   **N7 (7-day follow-up):**
    *   Day 1 after the ED visit is April 7, 2026.
    *   The 7-day window spans from April 7, 2026, to April 13, 2026, inclusive.
    *   The follow-up visit on April 11, 2026, falls directly within this 7-day window. **So, N7 is met.**

*   **N30 (30-day follow-up):**
    *   The rule here is that if N7 is met, N30 is automatically met.
    *   Just to confirm, the 30-day window would be from April 7, 2026, to May 6, 2026. The April 11th visit is well within this timeframe. **So, N30 is also met.**

**Conclusion:**

The member is in the denominator, is not excluded, and meets both the 7-day and 30-day numerator requirements. Therefore, the member is **compliant**.

For the JSON output:

*   `"status"`: "compliant"
*   `"reason"`: "The member had a qualifying follow-up visit within 7 days of the emergency department visit." (This is concise and highlights the key driver of compliance).
*   `"met_7_day"`: true
*   `"met_30_day"`: true

I've double-checked my logic on eligibility, exclusions, and the numerator timing. Everything seems to align perfectly. The critical piece was identifying that the April 11th visit satisfied the 7-day follow-up requirement, which then also satisfies the 30-day requirement.
json{
  "status": "compliant",
  "reason": "The member had a qualifying follow-up visit within 7 days of the emergency department visit for mental illness.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,924 tokens
Alright, let's break down this evaluation process for the QM-FUM measure for member 40401.

My primary objective here is to assess whether this member's record aligns with the "Follow-up After an Emergency Department Visit for Mental Illness" (QM-FUM) quality measure for the 2026 performance year. This means I need to meticulously check if they meet the criteria for eligibility, avoid any exclusion conditions, and ultimately satisfy the numerator requirements.

First, I'm diving deep into the **Measure Specification** itself. I need to have a crystal-clear understanding of what constitutes an eligible patient, what defines a qualifying event, and what constitutes successful follow-up.

*   **The Measure:** QM-FUM, for follow-up after an ED visit for mental illness.
*   **The Year:** We're looking at the period from January 1, 2026, to December 31, 2026.
*   **Who's Eligible (The Denominator):**
    *   They must be at least 6 years old at the time of the ED visit.
    *   They need to have had an ED visit between January 1, 2026, and December 1, 2026.
    *   Crucially, this ED visit must have a primary diagnosis within the F01-F99 range, with the exception of F17.- codes (which are for substance-related disorders).
    *   And, they need to have been continuously enrolled from the date of that ED visit all the way through the 30-day period following it.
*   **What Counts as Success (The Numerator):**
    *   The core requirement is a follow-up visit with a mental health practitioner.
    *   This follow-up must occur *after* the ED visit. The day after the ED visit is counted as Day 1.
    *   Specifically, there are two thresholds: a follow-up within 7 days (N7) and a follow-up within 30 days (N30).
    *   A critical detail: a visit on the *same day* as the ED visit does *not* count towards follow-up.
    *   And, importantly, if a member meets the 7-day follow-up (N7), they are automatically considered to have met the 30-day follow-up (N30).
*   **When They Are NOT Counted (Exclusions):**
    *   **E1:** If the ED visit leads to an inpatient admission or an observation stay.
    *   **E2:** If the member passes away within 30 days of the ED visit.
*   **What I Need to Output:** A `status` ("compliant", "non_compliant", "excluded", "not_eligible"), a concise `reason`, and boolean flags `met_7_day` and `met_30_day`.

Now, onto the specifics of **Member 40401's Record**.

*   **Member ID:** 40401.
*   **DOB:** January 19, 2001. This tells me their age.
*   **Enrolment:** They were continuously enrolled from January 1, 2026, to December 31, 2026. This is good; it covers the entire potential measurement and follow-up period.
*   **Key History:**
    *   On April 6, 2026, they had an ED visit. The principal diagnosis was F32.9 (Major depressive disorder), which falls within the F01-F99 range and is not an F17.- code. The outcome of this visit was "Discharged home same day."
    *   On April 11, 2026, they had an office visit with a licensed clinical psychologist.
*   **Survival:** The member was alive throughout the entire period in question.

My first step is to determine **Eligibility (Denominator)**.

*   **The Event:** I see an ED visit on April 6, 2026.
    *   **Date:** April 6, 2026, is indeed between January 1, 2026, and December 1, 2026. Check.
    *   **Diagnosis:** F32.9 is a qualifying mental health diagnosis. Check.
    *   **Age:** Their DOB is 2001-01-19. On April 6, 2026, they would be 25 years old. This is well over the 6-year age threshold. Check.
    *   **Enrolment:** Their continuous enrolment from January 1, 2026, to December 31, 2026, fully covers the required period from the ED visit (April 6, 2026) through 30 days after (May 6, 2026). Check.

So, based on these checks, **Member 40401 is in the denominator**. They are not "not_eligible".

Next, I'll check for **Exclusions**.

*   **E1 (Inpatient/Observation):** The ED visit on April 6, 2026, explicitly states "Discharged home same day." This means they were not admitted to inpatient or observation. So, E1 does not apply. Check.
*   **E2 (Death):** The record confirms the member was "alive throughout." So, E2 does not apply. Check.

Therefore, **Member 40401 is not "excluded"**.

Now, the critical part: **Numerator Compliance**. Since they are eligible and not excluded, I need to see if they met the follow-up requirements.

*   **The ED Visit Date:** April 6, 2026.
*   **The Follow-up Visit:** An office visit with a licensed clinical psychologist on April 11, 2026.
    *   **Provider Type:** A licensed clinical psychologist is definitely a "mental health practitioner." Check.
    *   **Same Day Visit:** The follow-up on April 11, 2026, is not the same day as the ED visit on April 6, 2026. Check.

Let's calculate the timing for the **7-day follow-up (N7)**.

*   ED Visit: April 6, 2026.
*   Day 1 after ED visit: April 7, 2026.
*   The 7-day window extends through April 13, 2026 (April 7th is Day 1, April 8th is Day 2, ..., April 13th is Day 7).
*   Their follow-up visit was on April 11, 2026.
*   Is April 11, 2026, within the April 7 - April 13 window? Yes, it is.
*   Therefore, `met_7_day` is `true`.

Now for the **30-day follow-up (N30)**.

*   As the measure states, meeting N7 automatically means meeting N30. So, I expect `met_30_day` to be `true`.
*   Let's verify:
    *   ED Visit: April 6, 2026.
    *   Day 1 after ED visit: April 7, 2026.
    *   The 30-day window extends through May 6, 2026.
    *   Their follow-up visit was on April 11, 2026.
    *   Is April 11, 2026, within the 30-day window? Absolutely.
*   Therefore, `met_30_day` is also `true`.

**Formulating the Final Output:**

Given that the member is eligible, not excluded, and successfully met both the 7-day and 30-day follow-up criteria, their `status` is "compliant".

For the `reason`, I'll be concise and state the primary achievement: "The member had a follow-up visit with a mental health practitioner within 7 days of the emergency department visit."

The boolean flags are `met_7_day: true` and `met_30_day: true`.

So, the final JSON output will be:

```json
{
  "status": "compliant",
  "reason": "The member had a follow-up visit with a mental health practitioner within 7 days of the emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
```

My internal logic confirms this outcome: the member had a qualifying ED visit for a mental health condition, met all eligibility criteria, was not subject to any exclusions, and most importantly, had a timely follow-up with an appropriate provider. The date calculations for the 7-day window are correct, and the follow-up visit falls squarely within it. The fact that they met the 7-day requirement automatically satisfies the 30-day requirement. Everything aligns perfectly for a compliant status.
json{
  "status": "compliant",
  "reason": "The member had a qualifying follow-up visit on the 5th day after the emergency department visit, which meets the 7-day requirement.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.2 · Z.ai5.5s · 473 out | 5.0s · 408 out | 5.5s · 522 out
Attempt 1
Reasoning · 394 tokens
Let me analyze this member against QM-FUM.

Eligibility:
- Age: DOB 2001-01-19. ED visit on 2026-04-06. Member is 25 years old. Meets age ≥6.
- Event: ED visit on 2026-04-06 with principal diagnosis F32.9 (mental health, F01-F99, not F17.- tobacco). Qualifying visit.
- Date: 2026-04-06 is between 2026-01-01 and 2026-12-01. Yes.
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. From visit date through 30 days after. Yes.

Denominator: Yes.

Exclusions:
- E1: Inpatient admission or observation stay? No, discharged home same day.
- E2: Death during 30 days? No, alive throughout.

Numerator:
- N7: Follow-up visit within 7 days after ED visit. Counting day after visit as day 1.
  - ED visit 2026-04-06.
  - Day 1 = 2026-04-07, Day 2 = 2026-04-08, Day 3 = 2026-04-09, Day 4 = 2026-04-10, Day 5 = 2026-04-11.
  - Office visit on 2026-04-11 with licensed clinical psychologist (mental health practitioner).
  - Within 7 days. Yes, met.
- N30: Within 30 days. Yes, also met since N7 is met.

Status: compliant.

Reason: Follow-up with psychologist on 2026-04-11, day 5 after the ED visit, within 7-day window.

met_7_day: true
met_30_day: true
json{
  "status": "compliant",
  "reason": "Follow-up with a licensed clinical psychologist on 2026-04-11, day 5 after the 2026-04-06 ED visit, meets both N7 and N30.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 326 tokens
Let me analyze this member against QM-FUM.

Eligible population:
- Age: Born 2001-01-19, so as of 2026-04-06 they are 25 years old. ✓ (6+)
- Event: ED visit on 2026-04-06 with principal diagnosis F32.9 (falls in F01-F99, excluding F17.-). ✓
- Visit date between 2026-01-01 and 2026-12-01. ✓
- Continuous enrolment: from 2026-04-06 through 30 days after (2026-05-06). Enrolled 2026-01-01 through 2026-12-31. ✓

Exclusions:
- E1: ED visit resulted in inpatient admission or observation stay? No, discharged home same day. ✗
- E2: Death during 30 days following visit? No, member alive throughout. ✗

Numerator:
- N7: Follow-up within 7 days after ED visit. ED visit on 2026-04-06. Day 1 = 2026-04-07. Day 7 = 2026-04-13. Office visit on 2026-04-11, which is day 5. ✓ Met 7-day.
- N30: Follow-up within 30 days. Day 30 = 2026-05-06. Office visit on 2026-04-11 is within 30 days. ✓ Met 30-day.

Status: compliant.
json{
  "status": "compliant",
  "reason": "ED visit on 2026-04-06 with F32.9 met denominator criteria; follow-up on 2026-04-11 falls within 7 days, satisfying both N7 and N30.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 443 tokens
Let me analyze this member record against the QM-FUM measure specification.

Member 40401:
- DOB: 2001-01-19 (25 years old as of 2026-04-06)
- Enrolment: continuous through 2026
- ED visit: 2026-04-06, principal diagnosis F32.9 (major depressive disorder, falls under F01-F99, not F17 tobacco use)
- Discharged home same day (no inpatient admission or observation stay - E1 not met)
- Member alive throughout (E2 not met)
- Follow-up: 2026-04-11, office visit with licensed clinical psychologist

Denominator check:
- Age: 25 years old at time of ED visit ✓
- Event: ED visit with F32.9 between 2026-01-01 and 2026-12-01 ✓
- Continuous enrolment: from ED visit through 30 days after (2026-04-06 through 2026-05-06), enrolment is continuous through 2026-12-31 ✓

Exclusions:
- E1: Discharged home same day, no inpatient admission or observation stay → not excluded
- E2: Member alive throughout → not excluded

Numerator:
- N7: Follow-up within 7 days after ED visit. Day after visit = day 1.
  ED visit: 2026-04-06
  Day 1: 2026-04-07
  Day 2: 2026-04-08
  Day 3: 2026-04-09
  Day 4: 2026-04-10
  Day 5: 2026-04-11
  Follow-up on 2026-04-11 = day 5, within 7 days ✓
- N30: Within 30 days after ED visit. Day 1 = 2026-04-07, day 30 = 2026-05-06. 2026-04-11 is within 30 days ✓

Status: compliant
json{
  "status": "compliant",
  "reason": "ED visit on 2026-04-06 with F32.9 qualifies; member had a follow-up with a licensed clinical psychologist on day 5, meeting both N7 and N30.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 4.8 · Anthropic1.8s · 97 out | 2.0s · 91 out | 1.7s · 92 out
Attempt 1
json{
  "status": "compliant",
  "reason": "Follow-up with mental health practitioner on 2026-04-11 is day 5 after the 2026-04-06 ED visit, meeting N7.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "ED visit 2026-04-06 with F32.9; follow-up with psychologist 2026-04-11 is within 5 days.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "Follow-up with mental health practitioner on 2026-04-11 is within 7 days of the 2026-04-06 ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 5 · Anthropic4.3s · 248 out | 3.7s · 249 out | 3.8s · 258 out
Attempt 1
json{
  "status": "compliant",
  "reason": "ED visit 2026-04-06 for F32.9 with same-day discharge (no admission), followed by mental health practitioner visit 2026-04-11, within 7 days.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "ED visit 2026-04-06 for F32.9 with no admission; follow-up with psychologist on 2026-04-11 falls within 7 days (day 5).",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "ED visit 2026-04-06 discharged home (no E1), follow-up with psychologist 2026-04-11 falls within 7-day window.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 4.6 · Anthropic2.5s · 94 out | 29.9s · 89 out | 2.2s · 89 out
Attempt 1
json{
  "status": "compliant",
  "reason": "Follow-up with a mental health practitioner occurred on 2026-04-11, which is day 5 after the 2026-04-06 ED visit, satisfying N7 and N30.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Follow-up with a mental health practitioner on 2026-04-11 is within 7 days (day 5) after the 2026-04-06 ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "compliant",
  "reason": "Follow-up with a mental health practitioner on 2026-04-11 is within 7 days (day 5) of the 2026-04-06 ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.7 Max · Alibaba15.7s · 899 out | 10.2s · 765 out | 9.2s · 732 out
Attempt 1
Reasoning · 802 tokens
Let me evaluate this member against the QM-FUM measure specification.

**Member 40401:**
- DOB: 2001-01-19
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- ED visit: 2026-04-06, principal diagnosis F32.9 (major depressive disorder), discharged home same day
- Follow-up: 2026-04-11, office visit with licensed clinical psychologist
- Member alive throughout

**Step 1: Eligible Population (Denominator)**

- Age: 6 years or older as of the ED visit date (2026-04-06). DOB is 2001-01-19, so age on 2026-04-06 is 25 years old. ✓
- Event: ED visit with principal mental health diagnosis (F01-F99, excluding F17.-). F32.9 is in F01-F99 and is not F17.-. ✓. Date is 2026-04-06, which is between 2026-01-01 and 2026-12-01. ✓
- Continuous enrolment: from ED visit date (2026-04-06) through 30 days after (2026-05-06), with no gaps. Enrolment is continuous 2026-01-01 through 2026-12-31. ✓

Member is in the denominator.

**Step 2: Exclusions (evaluated before numerator)**

- E1: ED visit results in inpatient admission or observation stay. Member was discharged home the same day. No inpatient admission or observation stay. ✗
- E2: Death during 30 days following the visit. Member alive throughout. ✗

No exclusions apply.

**Step 3: Numerator**

ED visit date: 2026-04-06. Day 1 is 2026-04-07 (the day after).

- N7: Follow-up visit with mental health practitioner within 7 days. Days 1-7 are 2026-04-07 through 2026-04-13. The follow-up visit is on 2026-04-11, which is day 5. This is within 7 days. ✓
  - Is a licensed clinical psychologist a mental health practitioner? Yes.

- N30: Follow-up within 30 days. Since N7 is met, N30 is also met. ✓

A visit on the same calendar day as the ED visit does NOT count. The follow-up is on 2026-04-11, which is a different day. ✓

**Result:**
- Status: compliant
- met_7_day: true
- met_30_day: true
- Reason: Follow-up with psychologist on day 5 (2026-04-11) satisfies both 7-day and 30-day windows.

Let me craft the reason in under 30 words:
"Follow-up with licensed clinical psychologist on 2026-04-11 (day 5) after ED visit on 2026-04-06 satisfies both 7-day and 30-day numerator criteria."
That's about 22 words. Good.
json{
  "status": "compliant",
  "reason": "Follow-up with licensed clinical psychologist on 2026-04-11 (day 5) after ED visit on 2026-04-06 satisfies both 7-day and 30-day numerator criteria.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 683 tokens
Let me evaluate this member against the QM-FUM measure specification.

**Member details:**
- DOB: 2001-01-19
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- ED visit: 2026-04-06, principal diagnosis F32.9 (major depressive disorder), discharged home same day
- Follow-up: 2026-04-11, office visit with licensed clinical psychologist
- Member alive throughout

**Step 1: Eligible Population (Denominator)**

- Age: As of 2026-04-06, member is 25 years old (born 2001-01-19). ≥ 6 years old. ✓
- Event: ED visit on 2026-04-06 with principal diagnosis F32.9. F32.9 falls within F01-F99 and is not F17.- (tobacco use). The visit is between 2026-01-01 and 2026-12-01. ✓
- Continuous enrolment: From 2026-04-06 through 30 days after (2026-05-06), member is continuously enrolled (enrolled 2026-01-01 through 2026-12-31). ✓

Member is in the denominator.

**Step 2: Exclusions**

- E1: Did the ED visit result in an inpatient admission or observation stay? No, discharged home the same day. Not excluded.
- E2: Death during 30 days following? No, member alive throughout. Not excluded.

Member is not excluded.

**Step 3: Numerator**

ED visit date: 2026-04-06. Day 1 is 2026-04-07.

- N7: Follow-up within 7 days. Days 1-7 are 2026-04-07 through 2026-04-13.
  - Follow-up on 2026-04-11 with a licensed clinical psychologist. This is day 5 (April 7=day 1, April 8=day 2, April 9=day 3, April 10=day 4, April 11=day 5). Within 7 days. ✓
  - A licensed clinical psychologist is a mental health practitioner. ✓
  - Not on the same calendar day as ED visit. ✓

- N30: Follow-up within 30 days. Since N7 is met, N30 is also met.

met_7_day: true
met_30_day: true

**Status: compliant**

Reason: Follow-up with psychologist on 2026-04-11 (day 5) met both 7-day and 30-day requirements.
json{
  "status": "compliant",
  "reason": "Follow-up with licensed clinical psychologist on 2026-04-11 (day 5) satisfied both 7-day and 30-day numerator requirements.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 658 tokens
Let me evaluate this member against the QM-FUM measure specification.

**Member Details:**
- DOB: 2001-01-19
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- ED visit: 2026-04-06, principal diagnosis F32.9 (major depressive disorder), discharged home same day
- Follow-up: 2026-04-11, office visit with licensed clinical psychologist
- Alive throughout

**Step 1: Eligible Population (Denominator)**

- Age: DOB 2001-01-19. As of ED visit 2026-04-06, age = 25 years. ≥ 6 years. ✓
- Event: ED visit with principal mental health diagnosis F32.9 (F01-F99, not F17.-). Date 2026-04-06 is between 2026-01-01 and 2026-12-01. ✓
- Continuous enrolment: From 2026-04-06 through 30 days after (2026-05-06), continuous enrolment confirmed (enrolled 2026-01-01 through 2026-12-31). ✓

Member is in the denominator.

**Step 2: Exclusions**

- E1: ED visit results in inpatient admission or observation stay? No, discharged home same day. Not excluded.
- E2: Death during 30 days following? No, alive throughout. Not excluded.

**Step 3: Numerator**

ED visit date: 2026-04-06. Day 1 is 2026-04-07.

- N7: Follow-up within 7 days = by 2026-04-13 (day 7).
  - Follow-up on 2026-04-11 = day 5 (2026-04-07 is day 1, 04-08 day 2, 04-09 day 3, 04-10 day 4, 04-11 day 5).
  - Is it with a mental health practitioner? Licensed clinical psychologist - yes, that's a mental health practitioner.
  - Met 7-day: true

- N30: Follow-up within 30 days = by 2026-05-06.
  - Since met 7-day, also meets 30-day.
  - Met 30-day: true

**Status: compliant**

**Reason:** Follow-up with a licensed clinical psychologist on day 5 after the ED visit satisfies both 7-day and 30-day numerator criteria.
json{
  "status": "compliant",
  "reason": "Follow-up with a licensed clinical psychologist on day 5 after the ED visit satisfies both 7-day and 30-day numerator criteria.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 · Z.ai2.6s · 610 out | 4.5s · 670 out | 3.7s · 486 out
Attempt 1
Reasoning · 524 tokens
Let me work through QM-FUM for member 40401.

Member DOB: 2001-01-19. ED visit on 2026-04-06. Age as of visit: 25 (birthday 2026-01-19 already passed). So age ≥ 6. ✓

Event: ED visit 2026-04-06, principal diagnosis F32.9 (F32.9 is in F01-F99 range, not F17.-). Visit date is between 2026-01-01 and 2026-12-01. ✓ Qualifying visit.

Continuous enrolment: from 2026-04-06 through 30 days after (2026-05-06). Enrolment is continuous 2026-01-01 through 2026-12-31. ✓ In denominator.

Exclusions:
E1: Discharged home the same day — no inpatient admission or observation stay. Not excluded.
E2: 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. ED visit 2026-04-06. Day 1 = 2026-04-07. Day 7 = 2026-04-13. Follow-up visit on 2026-04-11 is day 5. Within 7 days. Also not same calendar day. The provider is a licensed clinical psychologist — a mental health practitioner. ✓ met_7_day = true.

N30: Day 30 = 2026-05-06. Visit on 2026-04-11 is within 30 days. met_30_day = true.

Status: compliant.

Reason: one sentence, under 30 words, naming the specific criterion or date. E.g., "ED visit 2026-04-06 with F32.9 meets denominator; psychologist follow-up on 2026-04-11 is day 5, within the 7-day window; same-day discharge, so no exclusion."

Keep it under 30 words. Let me count: "ED visit 2026-04-06 (F32.9) qualifies; follow-up with psychologist on 2026-04-11 is day 5, meeting the 7-day numerator; discharged home same day, so not excluded." That's about 27 words. Good.

JSON keys: status, reason, met_7_day,met_30_day.
json{
  "status": "compliant",
  "reason": "ED visit 2026-04-06 with F32.9 qualifies; psychologist follow-up 2026-04-11 is day 5, meeting the 7-day numerator; discharged home same day, so no exclusion.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 486 tokens
Let me work through this against the QM-FUM specification.

Member: DOB 2001-01-19. On the date of the ED visit (2026-04-06), the member is 25 years old — age 6 or older, so age criterion met.

Event: ED visit on 2026-04-06 with principal diagnosis F32.9 (major depressive disorder). F32.9 is in the F01-F99 range and is not F17.- (tobacco). The visit date is between 2026-01-01 and 2026-12-01. So the visit qualifies for the denominator.

Continuous enrolment: from 2026-04-06 through 30 days after (2026-05-06). The member is enrolled continuously 2026-01-01 through 2026-12-31, so this is satisfied.

Exclusions:
E1: The visit resulted in discharge home the same day — no inpatient admission, no observation stay. So E1 does not apply.
E2: Member alive throughout — no death. E2 does not apply.

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 2026-04-06. Day 1 = 2026-04-07, day 2 = 2026-04-08, day 3 = 2026-04-09, day 4 = 2026-04-10, day 5 = 2026-04-11. The office visit with a licensed clinical psychologist on 2026-04-11 is day 5 — within 7 days. Is a licensed clinical psychologist a mental health practitioner? Yes, standardly. So N7 met.

N30: Since N7 is met, N30 is met (a member meeting N7 also meets N30). The visit on day 5 is within 30 days.

So status: compliant. Met 7-day: true, met 30-day: true.

Reason: one sentence, under 30 words, naming the specific criterion or date. Something like: "Follow-up with a psychologist on 2026-04-11, day 5 after the 2026-04-06 ED visit for F32.9, meets the 7-day numerator; no exclusions apply."

Let me count words: "Follow-up with a psychologist on 2026-04-11 (day 5 after the 2026-04-06 ED visit for F32.9) meets the 7-day numerator; no exclusion applies." That's about 22 words. Good.

Output JSON with status, reason, met_7_day, met_30_day.
json{
  "status": "compliant",
  "reason": "Follow-up with a mental health practitioner on 2026-04-11, day 5 after the 2026-04-06 ED visit for F32.9, meets the 7-day numerator; no exclusions apply.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 309 tokens
Let me work through this QM-FUM task.

Member 40401:
- DOB 2001-01-19, so as of 2026-04-06 they are 25 years old. Age ≥ 6. ✓
- ED visit 2026-04-06, principal diagnosis F32.9 (F32.9 is in F01-F99, not F17.- tobacco). ✓ Event between 2026-01-01 and 2026-12-01. ✓
- Discharged home same day — no inpatient admission or observation stay, so no E1.
- Alive throughout — no E2.
- Continuous enrolment 2026-01-01 through 2026-12-31 — covers visit through 30 days after (2026-04-06 through 2026-05-06). ✓
- Denominator: yes.

Numerator:
- Follow-up visit 2026-04-11 with licensed clinical psychologist (mental health practitioner).
- Day counting: day after the visit is day 1. So 2026-04-07 is day 1, 2026-04-08 day 2, 2026-04-09 day 3, 2026-04-10 day 4, 2026-04-11 day 5. Within 7 days. ✓ N7 met.
- N30 also met since N7 met.

So status: "compliant". Reason: one sentence under 30 words naming the specific criterion/date. Something like: "Follow-up with a mental health practitioner on 2026-04-11, day 5 after the 2026-04-06 ED visit for F32.9, is within 7 days."

Required keys: status, reason, met_7_day, met_30_day.

met_7_day: true, met_30_day: true.

Output a single fenced JSON block.
json{
  "status": "compliant",
  "reason": "Follow-up with a psychologist on 2026-04-11 falls on day 5 after the 2026-04-06 ED visit for F32.9, meeting the 7-day numerator.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Max · Alibaba9.1s · 383 out | 10.5s · 537 out | 9.5s · 409 out
Attempt 1
Reasoning · 299 tokens
We need answer user's task. Need produce JSON only. Need analyze measure QM-FUM. Member DOB 2001-01-19. ED visit 2026-04-06 principal F32.9 mental health, age 25, within measurement period before Dec 1, continuous enrollment from ED date through 30 days? Enrolled full year, yes. Exclusions? ED discharged home same day, no inpatient/observation, alive. Numerator: follow-up with mental health practitioner within 7 days after ED, day after visit as day 1. ED 2026-04-06. Day 1 2026-04-07, within 7 days through 2026-04-13. Office visit with licensed clinical psychologist 2026-04-11, within 7 days. Same calendar day? no. So met_7_day true, met_30_day true. Status compliant. Reason under 30 words naming specific criterion/date. Need exact JSON fenced. Ensure keys status reason met_7_day met_30_day. Reason: "Follow-up with psychologist on 2026-04-11 occurred within 7 days after the 2026-04-06 ED visit." Count words maybe 15. Good.
json{
  "status": "compliant",
  "reason": "Psychist follow-up on 2026-04-11 occurred within 7 days after the 2026-04-06 emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 453 tokens
We need answer JSON only. Need analyze measure QM-FUM. Member DOB 2001-01-19. ED visit 2026-04-06 principal F32.9 mental health. Age at visit: 25, >=6. ED date between 2026-01-01 and 2026-12-01. Continuous enrollment from visit through 30 days after? Enrolled full 2026 yes. Exclusions? ED discharged home same day, no inpatient/observation. Alive throughout, no death. Numerator: follow-up within 7 days counting day after as day 1. ED 2026-04-06. Day 1 = 2026-04-07. 7-day window through 2026-04-13? Let's calculate: within 7 days after visit: dates 04-07 (1), 04-08 (2), 04-09 (3), 04-10 (4), 04-11 (5), 04-12 (6), 04-13 (7). Office visit with licensed clinical psychologist on 2026-04-11. Mental health practitioner likely yes. Same day no, but this is after. So meets N7 and N30. status compliant. reason under 30 words naming criterion/date. Need include met_7_day true, met_30_day true. Ensure JSON only. Maybe "Member had qualifying ED visit on 2026-04-06 and psychologist follow-up on 2026-04-11, within 7 days." Count words? Member(1) had2 qualifying3 ED4 visit5 on6 2026-04-06 7? Dates maybe count? Under 30 ok. Need exact keys only: status, reason, met_7_day, met_30_day. No extra. final fenced json.
json{
  "status": "compliant",
  "reason": "Qualifying ED visit on 2026-04-06; psychologist follow-up on 2026-04-11 was within 7 days.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 319 tokens
We need answer JSON only. Need analyze measure. Member DOB 2001-01-19, age on ED visit 2026-04-06: 25, >=6. ED visit principal mental health F32.9 within 2026-01-01 to 2026-12-01. Continuous enrollment from visit through 30 days after: enrolled all year, yes. Exclusions? E1: ED visit results in inpatient admission or observation stay? Discharged home same day, no. E2 death no. Numerator: follow-up visit with mental health practitioner within 7 days after ED, day after visit day 1. ED 2026-04-06, follow-up 2026-04-11 with licensed clinical psychologist, mental health practitioner likely yes. Day count: 2026-04-07 day1, Apr 11 day5, within 7. So met_7_day true, met_30_day true. Status compliant. Reason under 30 words naming criterion/date. Need exactly fenced JSON. Ensure no extra keys. Could reason: "Follow-up with psychologist on 2026-04-11 occurred 5 days after the 2026-04-06 ED visit, satisfying N7 and N30." Under 30 words. Need maybe mention no exclusions. OK.
json{
  "status": "compliant",
  "reason": "Psychologist visit on 2026-04-11 occurred 5 days after the 2026-04-06 emergency department visit, satisfying N7 and N30.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Terra · OpenAI1.3s · 70 out | 1.5s · 61 out | 1.2s · 59 out
Attempt 1
json{
  "status": "compliant",
  "reason": "The 2026-04-11 psychologist visit occurred within 7 days after the qualifying 2026-04-06 emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status":"compliant","reason":"Qualifying 2026-04-06 mental health emergency visit had psychologist follow-up on 2026-04-11, within 7 days.","met_7_day":true,"met_30_day":true}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status":"compliant","reason":"The 2026-04-11 psychologist follow-up occurred 5 days after the qualifying 2026-04-06 emergency department visit.","met_7_day":true,"met_30_day":true}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 Flash · Z.ai14.9s · 656 out | 12.0s · 574 out | 12.2s · 396 out
Attempt 1
Reasoning · 582 tokens
Let me work through this.

Member 40401, DOB 2001-01-19. ED visit 2026-04-06, age at visit: 25 years (born 2001-01-19, so by 2026-04-06 they're 25). Age ≥ 6, so age criterion met.

Event: ED visit with principal mental health diagnosis F32.9 (F32 is within F01-F99, not F17). Visit between 2026-01-01 and 2026-12-01: yes, 2026-04-06. Discharged home same day — no inpatient admission or observation stay, so E1 doesn't apply. Alive throughout, so E2 doesn't apply.

Continuous enrolment: from ED visit date through 30 days after, no gaps. Enrolment 2026-01-01 through 2026-12-31 continuous — covers 2026-04-06 through 2026-05-06. Yes.

So member is in the denominator.

Numerator: N7 — follow-up with mental health practitioner within 7 days after ED visit, counting the day after as day 1. ED visit 2026-04-06. Day 1 = 2026-04-07. Day 7 = 2026-04-13. Office visit with licensed clinical psychologist on 2026-04-11 — that's day 5, within 7 days. Same-day rule not triggered (visit is 5 days after). So N7 met, and therefore N30 met too.

Status: compliant. Exclusions evaluated before numerator: none met, so compliant.

Reason: one sentence under 30 words naming the specific criterion or date.

Required keys: status, reason, met_7_day, met_30_day.

met_7_day: true, met_30_day: true.

Reason, e.g.: "No exclusion applied (no admission/observation, alive); psychologist follow-up on 2026-04-11 (day 5) met N7 and therefore N30." Under 30 words. Let me count: "No exclusion applied (no admission/observation, alive); psychologist follow-up on 2026-04-11 (day 5) met N7 and therefore N30." Words: No(1) exclusion(2) applied(3) (no(4) admission/observation,(5) alive);(6) psychologist(7) follow-up(8) on(9) 2026-04-11(10) (day(11) 5)(12) met(13) N7(14) and(15) therefore(16) N30(17). ~17 words. Fine.

Output exactly one fenced JSON block.
json{
  "status": "compliant",
  "reason": "No exclusion applies (discharged same day, alive); psychologist follow-up on 2026-04-11 is day 5, meeting N7 and therefore N30.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 498 tokens
Let me work through this measure logic task.

Member 40401:
- DOB 2001-01-19. Age as of ED visit date (2026-04-06): born 2001-01-19, so on 2026-04-06 they are 25 years old. Age 6+ requirement met.
- Event: ED visit 2026-04-06 with principal diagnosis F32.9 (major depressive disorder, F32 is within F01-F99, not F17). Visit date is between 2026-01-01 and 2026-12-01. Qualifies.
- Continuous enrolment: from ED visit through 30 days after. Enrolment 2026-01-01 through 2026-12-31, continuous. Covered.
- Exclusions: E1 — discharged home same day, no inpatient admission or observation stay. Not excluded. E2 — alive throughout. Not excluded.
- Numerator: Follow-up visit 2026-04-11 with licensed clinical psychologist (mental health practitioner). Days after ED visit: day 1 = 2026-04-07, day 2 = 04-08, day 3 = 04-09, day 4 = 04-10, day 5 = 04-11. So 2026-04-11 is day 5, within 7 days. Meets N7, and therefore N30.

Status: compliant.

met_7_day: true, met_30_day: true.

Reason: one sentence under 30 words naming the specific criterion or date. E.g., "Follow-up with psychologist on 2026-04-11 (day 5 after ED visit) meets the 7-day numerator; no exclusion applies."

Word count check: "Follow-up with psychologist on 2026-04-11 (day 5 after ED visit) meets the 7-day numerator; no exclusion applies." — count words: Follow-up(1) with(2) psychologist(3) on(4) 2026-04-11(5) (day(6) 5(7) after(8) ED(9) visit)(10) meets(11) the(12) 7-day(13) numerator;(14) no(15) exclusion(16) applies(17). Under 30. Good.
json{
  "status": "compliant",
  "reason": "Psychologist follow-up on 2026-04-11 is day 5 after the ED visit, meeting the 7-day numerator; discharged home same day, no exclusion applies.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 310 tokens
Let me work through this.

Member 40401:
- DOB 2001-01-19. ED visit 2026-04-06. Age at visit: 25 years. Age 6+ requirement met.
- Event: ED visit 2026-04-06 with principal diagnosis F32.9 (F01-F99 range, not F17). Within 2026-01-01 to 2026-12-01. Qualifying.
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. Covers visit date through 30 days after. Met.
- Exclusions: discharged home same day — no inpatient admission or observation stay. E1 not met. Alive — E2 not met.
- Numerator: ED visit 2026-04-06. Day after visit = 2026-04-07 is day 1. 7-day window: days 1-7 = 2026-04-07 through 2026-04-13. Office visit with licensed clinical psychologist on 2026-04-11. That's within 7 days. Psychologist is a mental health practitioner. So N7 met, and N30 met (within 30 days: 2026-04-07 through 2026-05-06).

Status: compliant.

Reason: under 30 words, naming specific criterion or date.

met_7_day: true, met_30_day: true.
json{
  "status": "compliant",
  "reason": "ED visit 2026-04-06 (F32.9) qualifies; psychologist follow-up 2026-04-11 is day 5, within both 7- and 30-day windows; no exclusion applies.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Hunyuan 4 · Tencent75.4s · 4,573 out | 74.2s · 4,075 out | 51.4s · 2,803 out
Attempt 1
Reasoning · 4,485 tokens
We need answer with exactly one fenced JSON code block, keys: status, reason. Also for QM-FUM: met_7_day, met_30_day booleans. Need determine member against spec.

Let's parse member record.

Member DOB 2001-01-19. Measurement year 2026. Age as of date of ED visit: 2026-04-06. Age: born 2001-01-19. On 2026-04-06, birthday has passed (Jan 19). Age = 2026 - 2001 = 25 (since birthday occurred Jan 19 2026, so 25). Meets age >=6.

Event: ED visit with principal mental health diagnosis F01-F99 excluding tobacco use. Principal diagnosis F32.9 major depressive disorder. F32 is in F01-F99, not tobacco. Between 2026-01-01 and 2026-12-01? Visit date 2026-04-06, yes within window (before Dec 1). Discharged home same day, so not inpatient/observation? It says discharged home the same day. No mention of inpatient admission or observation stay. Continuous enrolment: from date of ED visit through 30 days after, no gaps. Enrolment 2026-01-01 through 2026-12-31 continuous. From 2026-04-06 through 30 days after = through 2026-05-06 (since day after visit is day1; 30 days after? Actually continuous enrollment from date of visit through 30 days after. Need check: 30 days after ED visit counting day after as day1? Let's compute: ED date 2026-04-06. Day after = 2026-04-07 is day1. 30 days after the ED visit? The spec says continuous enrolment from date of ED visit through 30 days after, with no gaps. Enrollment is whole year, so fine.

Numerator: N7 follow-up visit with mental health practitioner within 7 days after ED visit, counting day after visit as day1. N30 within 30 days.

Follow-up visit: 2026-04-11 Office visit with licensed clinical psychologist. Is psychologist a mental health practitioner? The spec says "mental health practitioner" not defined in supplied material? We need check if material defines mental health practitioner. Measure QM-FUM spec: Numerator: "follow-up visit with a mental health practitioner". It doesn't define in prompt. The member had office visit with a licensed clinical psychologist. Is a licensed clinical psychologist a mental health practitioner? In typical HEDIS FUH (Follow-Up After Emergency Department Visit for Mental Illness) or FUM? Actually QM-FUM maybe "Follow-Up After Emergency Department Visit for Mental Illness". HEDIS measure FUH: Follow-up after ED visit for mental illness. Numerator: follow-up visit with a mental health practitioner within 30 days (7-day and 30-day). Mental health practitioner includes psychiatrist, psychologist, clinical social worker, etc? But the instruction: "Where a plan document, medical policy, or measure specification is supplied, that document governs, even where it differs from what you believe the real-world rule to be. Where the supplied material does not settle the question, say so through the answer format rather than assuming a resolution." The supplied measure specification does NOT define "mental health practitioner". We have an office visit with a licensed clinical psychologist. Is that sufficient to count as a follow-up visit with a mental health practitioner? We need decide if the material settles it. The measure spec says "follow-up visit with a mental health practitioner". It doesn't define who qualifies. The record says "Office visit with a licensed clinical psychologist." Is a licensed clinical psychologist obviously a mental health practitioner? In real world yes, but rule says supplied material governs; if not settled, say so through answer format rather than assuming a resolution. The answer format for QM-FUM requires booleans met_7_day, met_30_day. If insufficient? There's no "insufficient" status for numerator? Status must be compliant/non_compliant/excluded/not_eligible. But we could perhaps determine based on date and practitioner? Let's examine.

Need compute date difference. ED visit date: 2026-04-06. Count day after visit as day1 for follow-up. So day1 = 2026-04-07. Day2 = 04-08, day3=04-09, day4=04-10, day5=04-11, day6=04-12, day7=04-13. N7 window: within 7 days after ED visit, counting day after visit as day1. Does "within 7 days" mean by day 7 inclusive i.e. on or before 2026-04-13? The visit on 2026-04-11 is day5. That is within 7 days, so met_7_day = true if the visit counts. Then N30: within 30 days after, day1 04-07, day30 = 2026-05-06? Let's compute: April has 30 days. Starting 04-07 as day1, day30 is 05-06? Let's count: day1 04-07, day2 04-08, day3 04-09, day4 04-10, day5 04-11, day6 04-12, day7 04-13, day8 04-14, day9 04-15, day10 04-16, day11 04-17, day12 04-18, day13 04-19, day14 04-20, day15 04-21, day16 04-22, day17 04-23, day18 04-24, day19 04-25, day20 04-26, day21 04-27, day22 04-28, day23 04-29, day24 04-30, day25 05-01, day26 05-02, day27 05-03, day28 05-04, day29 05-05, day30 05-06. Yes. Visit 04-11 is day5, within 30 days. Also N7 meets N30. So met_30_day = true.

But need consider if visit on 2026-04-11 is an "office visit" and with licensed clinical psychologist, qualifies as follow-up with mental health practitioner. The numerator says "follow-up visit with a mental health practitioner". In HEDIS, office visit with a licensed clinical psychologist is a visit with a mental health practitioner. But the prompt did not supply a definition. However, is there any other supplied material? Only the measure spec and member record. The measure spec says "mental health practitioner" but not defined. The member record says "Office visit with a licensed clinical psychologist." Does that settle that it is a mental health practitioner? The title "licensed clinical psychologist" includes "psychologist", which is a mental health practitioner. The term "mental health practitioner" is a category; the record specifies provider type. The measure didn't say "as defined elsewhere". The instruction: "Where the supplied material does not settle the question, say so through the answer format rather than assuming a resolution." But the answer format for this task doesn't have an uncertainty field except reason? Wait, required keys: status, reason. For QM-FUM also met_7_day, met_30_day. There is no "uncertainty" or "insufficient" key. But status could be "non_compliant" if the numerator not met? Or we could set status? Let's think.

The harness says: "Where a task offers an 'insufficient information' or 'pend' answer, that answer is correct when the material genuinely does not settle the question and wrong when it does. It is not a safe default, and it is not a way to avoid committing." The tasks in this family (QUALITY MEASURE LOGIC) required keys: status, reason. The status options do not include insufficient. For QM-FUM, booleans required. If material does not settle numerator because practitioner not defined, what then? The status options are compliant, non_compliant, excluded, not_eligible. If we conclude numerator is met, status compliant. If we conclude not met, non_compliant. If we think not settled, we cannot output an insufficient status. We must choose? Let's re-read: "Where a plan document, medical policy, or measure specification is supplied, that document governs, even where it differs from what you believe the real-world rule to be. Where the supplied material does not settle the question, say so through the answer format rather than assuming a resolution." For this task family, answer format has "reason" string and status. There is no explicit "insufficient" status, but perhaps the way to say so is to choose non_compliant? No, that would be assuming resolution (that it didn't meet). Or we could set status? Wait, in some tasks there is status "not_eligible" etc. No insufficient. But maybe the material actually settles it: The measure spec says "follow-up visit with a mental health practitioner". The record says "Office visit with a licensed clinical psychologist." Is a licensed clinical psychologist per se a mental health practitioner? The spec didn't define, but the member record states the provider is a licensed clinical psychologist. The category "mental health practitioner" is not a licensed title; "psychologist" is a mental health professional. In the absence of a definition excluding or redefining, do we use the plain meaning? The glossary says "This harness uses these senses exactly" but only for listed terms, not mental health practitioner. The prompt says: "Where a plan document, medical policy, or measure specification is supplied, that document governs... Where the supplied material does not settle the question, say so through the answer format rather than assuming a resolution." The supplied material includes member record: provider is a licensed clinical psychologist. Does the combination of measure + record settle that this is a visit with a mental health practitioner? The measure requires "a follow-up visit with a mental health practitioner". The record shows a follow-up office visit (on 04-11) with a licensed clinical psychologist. If the measure spec does not define "mental health practitioner", we might need to decide if a licensed clinical psychologist is a mental health practitioner. In real-world HEDIS, yes: psychologist is a mental health practitioner. But the harness says answer only from material. Is "licensed clinical psychologist" within the ordinary meaning of "mental health practitioner"? Yes, a clinical psychologist is a practitioner of mental health. But does the measure spec require a specific code or taxonomy? Not supplied. So maybe it's settled by plain language: a licensed clinical psychologist is a mental health practitioner. There's no indication to the contrary. Therefore the record meets numerator if date is within 7 and 30 days.

Wait, check event: "Emergency department visit, principal diagnosis F32.9, major depressive disorder. Discharged home the same day." Is there an exclusion E1? E1: The ED visit results in an inpatient admission or observation stay of any length. It says discharged home the same day, so no inpatient admission or observation stay. E2: Death during 30 days following. Member alive throughout. So no exclusions.

Eligible population: Age 6 or older as of date of ED visit: 25 yes. Event: ED visit with principal mental health diagnosis F32.9. F32.9 is major depressive disorder, single episode, unspecified. It's in F01-F99 (F32 is mood [affective] disorders). Excluding F17.- tobacco use (not relevant). Date 2026-04-06 between Jan 1 and Dec 1? Yes, April 6 is before Dec 1. Good. Continuous enrolment from date of ED visit through 30 days after: enrolment full year, no gaps. So denominator met.

Numerator: Follow-up visit 2026-04-11 with licensed clinical psychologist. Day after ED visit is 04-07 (day1). 04-11 is day5. Within 7 days after ED (day <=7). Also within 30 days. A visit on same calendar day as ED does not count; this is not same day. So N7 and N30 both met. Therefore status = "compliant". met_7_day = true, met_30_day = true.

Now reason: one sentence, under 30 words, naming the specific criterion or date that decided it. Need mention member had ED visit 2026-04-06 with F32.9, follow-up with licensed clinical psychologist on 2026-04-11 (day 5) met 7- and 30-day follow-up. Exclusions absent. Or name date that decided compliance. Let's craft: "ED visit 2026-04-06 (F32.9) had a licensed clinical psychologist follow-up on 2026-04-11 (day 5), meeting N7 and N30 with no exclusion." Count words: ED(1) visit(2) 2026-04-06(3) (F32.9)(4) had(5) a(6) licensed(7) clinical(8) psychologist(9) follow-up(10) on(11) 2026-04-11(12) (day(13) 5),(14) meeting(15) N7(16) and(17) N30(18) with(19) no(20) exclusion.(21) Under 30. Good. Or "Member was 25 at the 2026-04-06 ED visit (F32.9) and had a psychologist follow-up on 2026-04-11 (day 5), so N7 and N30 are met." That's 24 words. Need be specific: criterion or date that decided it. The deciding date is follow-up 2026-04-11 as day 5 within 7-day window. Also no exclusion (discharged home, alive). Let's craft reason: "Follow-up on 2026-04-11, day 5 after the 2026-04-06 ED visit for F32.9, met N7 and N30; discharged home and alive, so no exclusion." Word count: Follow-up(1) on(2) 2026-04-11,(3) day(4) 5(5) after(6) the(7) 2026-04-06(8) ED(9) visit(10) for(11) F32.9,(12) met(13) N7(14) and(15) N30;(16) discharged(17) home(18) and(19) alive,(20) so(21) no(22) exclusion.(23) Good.

Check met_7_day boolean: true. met_30_day: true.

Need ensure JSON key order? Not required but include all required keys: status, reason, met_7_day, met_30_day. No extra keys.

Let's double-check age calculation: DOB 2001-01-19. On 2026-04-06, birthday 2026-01-19 occurred, so age 25. Yes >=6.

Check measurement year: 2026-01-01 to 2026-12-31. ED visit 2026-04-06. Follow-up 2026-04-11. Both in year.

Check event window: ED visit between 2026-01-01 and 2026-12-01. 2026-04-06 <= 2026-12-01, yes. Visits after 2026-12-01 excluded. Not relevant.

Check continuous enrolment: Enrolment 2026-01-01 through 2026-12-31 continuous. From date of ED visit (04-06) through 30 days after (05-06) covered. Yes.

Check E1: "emergency department visit results in an inpatient admission or an observation stay of any length." The record: "Discharged home the same day." That means not admitted, no observation stay. It does say discharged home the same day; sometimes ED visit with discharge home means not inpatient. So no exclusion.

Check E2: Member alive throughout. No death.

Check numerator: "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." Day1 = 04-07. 04-11 is day5. Yes. "A visit on the same calendar day as the emergency department visit does NOT count." 04-11 is not same day. "A member meeting N7 also meets N30." So 30-day met.

Need maybe mention "licensed clinical psychologist" is a mental health practitioner? The reason could say "psychologist follow-up" to imply. If challenged: The record says "licensed clinical psychologist". Is that a mental health practitioner? Yes. No need to over-explain. But maybe the deciding criterion is that follow-up was with licensed clinical psychologist, a mental health practitioner, on day 5. If we want to be precise: "Office visit with a licensed clinical psychologist (a mental health practitioner) on 2026-04-11, day 5 after the 2026-04-06 ED visit, met N7 and N30; no exclusion applied." Word count: Office(1) visit(2) with(3) a(4) licensed(5) clinical(6) psychologist(7) (a(8) mental(9) health(10) practitioner)(11) on(12) 2026-04-11,(13) day(14) 5(15) after(16) the(17) 2026-04-06(18) ED(19) visit,(20) met(21) N7(22) and(23) N30;(24) no(25) exclusion(26) applied.(27) 27 words. Good. But we must ensure reason is one sentence. Yes, one sentence with semicolon. Under 30 words. Good.

But wait: The reason says "(a mental health practitioner)" which is 4 words? Actually "a mental health practitioner" = 4 words (a, mental, health, practitioner). Counted. It's fine.

Now output exactly one fenced JSON code block. Need ensure JSON valid. Booleans in JSON are true/false lowercase, no quotes. Reason string with no newline? We can have a normal string.

Let's construct JSON:

```json
{
  "status": "compliant",
  "reason": "Office visit with a licensed clinical psychologist (a mental health practitioner) on 2026-04-11, day 5 after the 2026-04-06 ED visit, met N7 and N30; no exclusion applied.",
  "met_7_day": true,
  "met_30_day": true
}
```

Check word count in reason manually: Let's count exactly to ensure under 30. String: "Office visit with a licensed clinical psychologist (a mental health practitioner) on 2026-04-11, day 5 after the 2026-04-06 ED visit, met N7 and N30; no exclusion applied."

Words split by spaces, ignoring punctuation? Let's count tokens:
1 Office
2 visit
3 with
4 a
5 licensed
6 clinical
7 psychologist
8 (a
9 mental
10 health
11 practitioner)
12 on
13 2026-04-11,
14 day
15 5
16 after
17 the
18 2026-04-06
19 ED
20 visit,
21 met
22 N7
23 and
24 N30;
25 no
26 exclusion
27 applied.
That's 27 items. Under 30. Good.

But does the reason name the specific criterion or date that decided it? It names date 2026-04-11, day 5, criterion N7 and N30, no exclusion. Good.

One more nuance: The numerator says "within 7 days after the emergency department visit, counting the day after the visit as day 1." So day 5 is 2026-04-11. Let's verify: ED 04-06. Day after is 04-07 (day1). 04-08 day2, 04-09 day3, 04-10 day4, 04-11 day5. Yes.

Follow-up visit date 2026-04-11. Is it "after" the ED visit? Yes, 5 days after. Same calendar day doesn't count, but this is not same calendar day. Good.

Status compliant: in denominator, not excluded, meets numerator. Yes.

Should met_7_day be true, met_30_day true. Yes.

Let's final. Ensure no extra keys. No trailing commas. Use JSON code block exactly. Nothing else.
json{
  "status": "compliant",
  "reason": "Office visit with a licensed clinical psychologist (a mental health practitioner) on 2026-04-11, day 5 after the 2026-04-06 ED visit, met N7 and N30; no exclusion applied.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 3,984 tokens
We need answer JSON with status, reason, and for QM-FUM met_7_day, met_30_day (boolean). Need parse measure and member.

Measure QM-FUM: measurement year 2026-01-01 through 2026-12-31.
Eligible population denominator:
Age: 6 years 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, with no gaps.
Numerator:
N7: follow-up visit with mental health practitioner within 7 days after ED visit, counting day after as day 1.
N30: follow-up visit within 30 days after ED visit.
Same calendar day as ED visit does NOT count.
Member meeting N7 also meets N30.
Exclusions: E1 ED visit results in inpatient admission or observation stay any length. excluded. E2 Death during 30 days following visit.

Member record:
DOB 2001-01-19.
Enrolment: 2026-01-01 through 2026-12-31 continuous.
History:
2026-04-06 ED visit, principal diagnosis F32.9 major depressive disorder. Discharged home same day.
2026-04-11 Office visit with licensed clinical psychologist.
Member alive throughout.

Need place member.

First, date of ED visit: 2026-04-06. Age as of date: DOB 2001-01-19. On 2026-04-06, age = 25 years (turned 25 on 2026-01-19). >=6. Yes.

ED visit between 2026-01-01 and 2026-12-01: 2026-04-06 is between Jan 1 and Dec 1. Yes. Principal dx F32.9 is mental health F32 (F01-F99), not F17.- tobacco. Good.

Continuous enrolment from ED visit date (2026-04-06) through 30 days after: 30 days after ED? Need define: date of ED visit through 30 days after. Date of visit is 2026-04-06. Day after is day1. 30 days after the ED visit: let's compute. If ED visit date is day 0, "30 days after the emergency department visit" means through 30 days after. The enrolment window is from 2026-04-06 through 2026-05-06? Let's check: date of ED visit + 30 days = 2026-05-06 (since April 6 + 30 days: April has 30 days, April 6 to April 30 is 24 days? Let's compute precisely). April 6 + 24 days = April 30? Wait: April 6 to April 7 is 1 day, ... April 6 to April 30 is 24 days? Let's count: April 6 + 1 = Apr 7. +24 = Apr 30 (since 6+24=30). Then +6 = May 6. So 30 days after April 6 is May 6. Enrolment from 2026-04-06 through 2026-05-06 inclusive? It requires through 30 days after with no gaps. Member enrolment continuous 2026-01-01 through 2026-12-31, so covers entire period. Good.

Exclusions: E1: ED visit results in inpatient admission or observation stay of any length. Record says "Discharged home the same day." No inpatient/observation. So E1 not met. E2: Death during 30 days following visit. Alive throughout, so not met.

So denominator met, not excluded. Now numerator.

Follow-up visit: 2026-04-11 office visit with licensed clinical psychologist. Is licensed clinical psychologist a mental health practitioner? Yes, mental health practitioner. Follow-up visit with mental health practitioner. Date 2026-04-11.

ED visit date: 2026-04-06. Counting day after as day 1: 2026-04-07 is day 1. Then:
Day 1: Apr 7
Day 2: Apr 8
Day 3: Apr 9
Day 4: Apr 10
Day 5: Apr 11
Day 6: Apr 12
Day 7: Apr 13
Day 30: Let's compute day 30: Apr 7 is day1, so day n is Apr 6 + n days. Day 30 = Apr 6 + 30 days = May 6. Yes. So within 7 days after ED visit means follow-up on or before day 7 (Apr 13). 2026-04-11 is day 5, within 7 days. So meets N7. Since meets N7 also meets N30. So both met_7_day = true, met_30_day = true.

Status: "compliant". Because in denominator, not excluded, meets numerator. The reason: one sentence under 30 words naming specific criterion or date that decided it. Need craft reason. It should name specific criterion or date that decided it. Since compliant due to follow-up with psychologist on 2026-04-11 (day 5) within 7 days of 2026-04-06 ED visit. Or "Met denominator (age 25, ED 2026-04-06 F32.9) and numerator: follow-up with psychologist 2026-04-11, day 5, within 7 days." Need under 30 words. Let's count.

Possible reason: "Denominator met: age 25 at 2026-04-06 ED visit for F32.9; numerator met by psychologist follow-up on 2026-04-11 (day 5, within 7 days)." Count words: Denominator(1) met:(2) age(3) 25(4) at(5) 2026-04-06(6) ED(7) visit(8) for(9) F32.9;(10) numerator(11) met(12) by(13) psychologist(14) follow-up(15) on(16) 2026-04-11(17) (day(18) 5,(19) within(20) 7(21) days).(22) Under 30. Good. But check: "age 25 at 2026-04-06 ED visit" Wait age as of date of ED visit: turned 25 on 2026-01-19, yes 25. The measure requires 6 years or older as of date. He is 25. Good.

Need ensure "discharged home same day" not inpatient. The reason maybe mention no exclusion: but reason just one sentence naming specific criterion or date that decided it. The decision is compliant, decided by follow-up on 2026-04-11 within 7-day window. But denominator criteria also required. The specific criterion/date that decided it: numerator N7 met. However if the member didn't meet denominator, status would not_eligible etc. To be safe, mention denominator and numerator? It asks one sentence naming the specific criterion or date that decided it. For compliant, the deciding factor is meeting numerator after being in denominator. Could say "In denominator (2026-04-06 ED F32.9, age 25, continuous enrollment) and met N7 via 2026-04-11 psychologist follow-up, day 5." That names both. Count words: In(1) denominator(2) (2026-04-06(3) ED(4) F32.9,(5) age(6) 25,(7) continuous(8) enrollment)(9) and(10) met(11) N7(12) via(13) 2026-04-11(14) psychologist(15) follow-up,(16) day(17) 5.(18) That's 18 words. Under 30. Good. Need verify continuous enrollment maybe not a separate word? It is.

Alternatively: "Met denominator for 2026-04-06 ED visit and N7/N30 with 2026-04-11 psychologist visit (day 5 of 7-day follow-up window)." Count: Met(1) denominator(2) for(3) 2026-04-06(4) ED(5) visit(6) and(7) N7/N30(8) with(9) 2026-04-11(10) psychologist(11) visit(12) (day(13) 5(14) of(15) 7-day(16) follow-up(17) window).(18) Wait N7/N30 maybe one token. Fine.

Need JSON exactly:
{
  "status": "compliant",
  "reason": "Met denominator for 2026-04-06 ED visit and N7/N30 with 2026-04-11 psychologist visit (day 5 of 7-day follow-up window).",
  "met_7_day": true,
  "met_30_day": true
}

But check required keys: status, reason, and for QM-FUM met_7_day, met_30_day. Yes.

Let's double-check date math and windows.

ED visit on 2026-04-06. Counting day after as day 1: Day 1 = Apr 7. Then:
Apr 7 day1
Apr 8 day2
Apr 9 day3
Apr 10 day4
Apr 11 day5 -> follow-up yes, within 7 days (on or before day 7, Apr 13). Meets N7. N30 within 30 days: day 30 = May 6. Apr 11 is day 5, clearly within 30 days. Yes.

Wait, "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." There is nuance: "within 7 days after the emergency department visit" might mean if counting day after as day 1, day 7 is 7 days after the visit? Let's verify: ED visit date = day 0. Day 1 is 1 day after. Day 7 is 7 days after? April 6 + 7 days = April 13. Yes. So follow-up on April 11 is 5 days after, within 7 days. Good.

Check exclusions before numerator: E1: ED results in inpatient admission or observation stay any length. Discharged home same day means no. If discharged home same day, not admitted. E2 death: alive. Good.

Check eligible population event: principal mental health diagnosis F32.9. F32 is major depressive disorder, in F01-F99, not tobacco. Yes.

Check age: 6 years or older as of date of ED visit. Born 2001-01-19; on 2026-04-06, age = 25 years, 2 months, 18 days. Yes.

Check continuous enrolment: from date of ED visit through 30 days after with no gaps. Enrollment continuous 2026-01-01 to 2026-12-31. Through 30 days after ED visit, which is 2026-05-06, enrolment covers. No gaps. Good.

Check measurement year: 2026 entire year, ED visit between 2026-01-01 and 2026-12-01. 2026-04-06 within. Good.

Each qualifying visit counted separately. Only one visit.

Are there any other exclusions? Only required exclusions E1 and E2. None else.

Status: compliant. met_7_day: true, met_30_day: true.

Now reason constraints: one sentence, under 30 words. Let's write a sentence that ends with period. Need ensure it's one sentence. Example: "In denominator for 2026-04-06 ED visit (age 25, F32.9, continuous enrollment) and met N7 and N30 via 2026-04-11 psychologist follow-up on day 5." Count words: In(1) denominator(2) for(3) 2026-04-06(4) ED(5) visit(6) (age(7) 25,(8) F32.9,(9) continuous(10) enrollment)(11) and(12) met(13) N7(14) and(15) N30(16) via(17) 2026-04-11(18) psychologist(19) follow-up(20) on(21) day(22) 5.(23) 23 words. Good. But is "F32.9" a word? It's a token. Word count doesn't matter exact; under 30.

Maybe mention no exclusion? "No exclusion applied" maybe not needed but reason should name criterion or date that decided it. For compliant, numerator date decided. However if there was an exclusion, status excluded. Since none, the deciding factor is numerator. But the reason can include that denominator met and no exclusion. Let's do: "In denominator for the 2026-04-06 ED visit and met N7/N30 with the 2026-04-11 psychologist follow-up, day 5, no exclusions." Count: In(1) denominator(2) for(3) the(4) 2026-04-06(5) ED(6) visit(7) and(8) met(9) N7/N30(10) with(11) the(12) 2026-04-11(13) psychologist(14) follow-up,(15) day(16) 5,(17) no(18) exclusions.(19) 19 words. It says naming specific criterion or date that decided it. "no exclusions" maybe not needed. But okay.

Maybe better: "Met denominator (2026-04-06 ED visit for F32.9, age 25, enrolled through 30 days) and N7/N30 via 2026-04-11 psychologist visit, day 5 of window." Count: Met(1) denominator(2) (2026-04-06(3) ED(4) visit(5) for(6) F32.9,(7) age(8) 25,(9) enrolled(10) through(11) 30(12) days)(13) and(14) N7/N30(15) via(16) 2026-04-11(17) psychologist(18) visit,(19) day(20) 5(21) of(22) window.(23) Good.

Check if "enrolled through 30 days" is accurate: enrolment continuous through 2026-12-31, so yes. But the continuous enrolment criterion is from date of ED visit through 30 days after; not "enrolled through 30 days" maybe enrolled through 30 days after. Fine.

Need output exactly one fenced JSON code block and nothing else. The code block starts with ```json and ends with ```. Inside the JSON object. Must not include trailing text. Required keys exactly: "status", "reason", "met_7_day", "met_30_day". Values: status string, reason string, booleans true/false (JSON true, not string). Use JSON null if needed; not needed.

Let's ensure JSON boolean lowercase true. Yes.

Let's also verify if there's any nuance about "follow-up visit with a mental health practitioner" - licensed clinical psychologist qualifies as mental health practitioner. Yes, typical. The measure says mental health practitioner; psychologist is a mental health practitioner. Good.

Check if office visit on 2026-04-11 is with a licensed clinical psychologist. That is a mental health practitioner. Yes.

Check if same calendar day rule: ED visit was 2026-04-06, follow-up 2026-04-11, not same day. Good.

Check if the ED visit count: "Visits after 2026-12-01 are excluded so the follow-up window can close inside the measurement year." April 6 okay.

Check "Each qualifying visit is counted separately." Only one, so compliant. If multiple, but not relevant.

Now final answer. Ensure no comments. The JSON block:

```json
{
  "status": "compliant",
  "reason": "Met denominator for the 2026-04-06 ED visit (F32.9, age 25, enrolled through 30 days) and met N7/N30 via 2026-04-11 psychologist visit, day 5.",
  "met_7_day": true,
  "met_30_day": true
}
```

Let's check word count of reason: Met(1) denominator(2) for(3) the(4) 2026-04-06(5) ED(6) visit(7) (F32.9,(8) age(9) 25,(10) enrolled(11) through(12) 30(13) days)(14) and(15) met(16) N7/N30(17) via(18) 2026-04-11(19) psychologist(20) visit,(21) day(22) 5.(23). Under 30. It's one sentence. It names criterion/date: ED visit date, N7/N30, follow-up date day 5. Good.

Wait: Is "enrolled through 30 days" ambiguous? Continuous enrolment from date of ED visit through 30 days after. Member enrolment 2026-01-01 through 2026-12-31, so yes.

One more nuance: The measure says "Continuous enrolment: from the date of the emergency department visit through 30 days after, with no gaps." It doesn't require enrolment on date of visit? It says from date of visit through 30 days after. Member enrolled on 2026-04-06 (continuous from Jan 1). Yes.

Age: as of date of emergency department visit, 6 years or older. Age 25, yes.

All good.

Need final answer with exactly one fenced JSON code block. No other text. Use ```json ... ```. Ensure no trailing spaces? Fine.

Let's produce final.
json{
  "status": "compliant",
  "reason": "Met denominator for the 2026-04-06 ED visit (F32.9, age 25, enrolled through 30 days) and met N7/N30 via 2026-04-11 psychologist visit, day 5.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 2,722 tokens
We need answer task. Need parse measure QM-FUM. Need output JSON exactly one code block with required keys.

Let's analyze.

Measurement year 2026-01-01 through 2026-12-31.

Denominator eligible population:
- Age: 6 years 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, with no gaps.

Numerator:
N7: follow-up visit with mental health practitioner within 7 days after ED visit, counting day after ED visit as day 1.
N30: within 30 days, counted same.
Same calendar day as ED doesn't count. Meet N7 also meets N30.

Exclusions:
E1: ED visit results in inpatient admission or observation stay of any length. Report visit as excluded, not non-compliant.
E2: Death during 30 days following the visit.

Member 40401:
DOB 2001-01-19.
Enrolment: 2026-01-01 through 2026-12-31 continuous.

History:
2026-04-06 ED visit, principal diagnosis F32.9 major depressive disorder. Discharged home same day. (F32.9 is F01-F99, not F17, so qualifying mental health dx. Date between Jan 1 and Dec 1, yes April 6. Age as of 2026-04-06: DOB 2001-01-19. In 2026, turned 25 on Jan 19, 2026. Age 25, >=6. Continuous enrolment from ED visit through 30 days after: enrolment continuous all year, yes through 2026-05-06 (30 days after April 6? Let's calculate: day after visit is day1 = Apr 7; 30 days after means within 30 days after, counted same way: day 1 = Apr 7, day 30 = May 6? Wait April has 30 days. Let's list: Day1 Apr7, Day2 Apr8, ... Day24 Apr30, Day25 May1, Day30 May6. So 30-day window ends May6. Enrolment through Dec31, no gap. Actually continuous enrolment from date of ED visit through 30 days after: from Apr6 through May6, enrolment covers.

Follow-up visit: 2026-04-11 Office visit with licensed clinical psychologist. Is that a mental health practitioner? Yes, licensed clinical psychologist is mental health practitioner. Date relative to ED: ED Apr6. Day after is Apr7 (day1). Apr11 is day5? Let's count: Apr7 day1, Apr8 day2, Apr9 day3, Apr10 day4, Apr11 day5. Within 7 days. Also within 30 days. Same calendar day? No, Apr11 not same day. So meets N7 and N30. Numerator met.

Exclusions: ED visit discharged home same day, so no inpatient admission or observation stay -> E1 not met. Member alive throughout -> E2 not met.

Thus member is compliant (in denominator, not excluded, meets numerator). Status "compliant". Need reason: one sentence, under 30 words, naming specific criterion or date that decided it.

Need include keys: "status", "reason". Since drawn from QM-FUM require two further keys: "met_7_day" boolean, "met_30_day" boolean. For compliant, met_7_day true, met_30_day true.

Need output exactly one fenced JSON code block, nothing else. Need ensure JSON keys all required: status, reason, met_7_day, met_30_day. No extra keys. Use JSON null if told empty, not needed.

Let's craft reason: "ED visit on 2026-04-06 for F32.9 with follow-up by a psychologist on 2026-04-11, within 7 and 30 days, no exclusion." Need under 30 words. Count words: ED(1) visit(2) on(3) 2026-04-06(4) for(5) F32.9(6) with(7) follow-up(8) by(9) a(10) psychologist(11) on(12) 2026-04-11(13), within(14) 7(15) and(16) 30(17) days(18), no(19) exclusion(20). Wait "2026-04-11," maybe punctuation not word. Under 30. It names date/criterion. Need maybe "ED visit met numerator: follow-up within 7 days on 2026-04-11; no inpatient or death exclusion." Let's count: ED(1) visit(2) met(3) numerator(4): follow-up(5) within(6) 7(7) days(8) on(9) 2026-04-11(10); no(11) inpatient(12) or(13) death(14) exclusion(15). Under 30. Good.

Check measure: "A member meeting N7 also meets N30." So met_7_day true, met_30_day true.

Status compliant.

Need be careful: The record says "Office visit with a licensed clinical psychologist." Does measure require "mental health practitioner" - psychologist qualifies. Is office visit a "follow-up visit"? Yes, follow-up visit with mental health practitioner. It says N7: follow-up visit with a mental health practitioner. The visit is office visit, principal? Not needed. It counts. Within 7 days counting day after ED visit as day 1. ED Apr6, day1 Apr7, day5 Apr11. OK.

Denominator event: principal mental health diagnosis F32.9 between Jan 1 and Dec 1. Yes. Age 25. Continuous enrolment from date of ED visit through 30 days after, no gaps. Enrolment continuous all year. Good.

Exclusions before numerator: E1: ED visit results in inpatient admission or observation stay. Discharged home same day, so not. E2: death during 30 days following; alive throughout. So not excluded.

Thus status compliant.

Need output JSON. Ensure booleans are true, not strings. Use null not needed.

Let's draft final:

```json
{
  "status": "compliant",
  "reason": "ED visit on 2026-04-06 for F32.9 had a psychologist follow-up on 2026-04-11, within 7 and 30 days; no exclusion.",
  "met_7_day": true,
  "met_30_day": true
}
```

Check reason word count: Let's count exactly: "ED visit on 2026-04-06 for F32.9 had a psychologist follow-up on 2026-04-11, within 7 and 30 days; no exclusion." Words: ED(1) visit(2) on(3) 2026-04-06(4) for(5) F32.9(6) had(7) a(8) psychologist(9) follow-up(10) on(11) 2026-04-11,(12) within(13) 7(14) and(15) 30(16) days;(17) no(18) exclusion.(19) Under 30.

Need maybe mention denominator? The reason should name specific criterion or date that decided it. This names dates and follow-up. The deciding criteria: numerator met due to follow-up date, not excluded. Good.

Wait status is "compliant" because in denominator, not excluded, meets numerator. Is there any nuance: Each qualifying visit counted separately. Only one visit. Continuous enrolment from date of ED visit through 30 days after: The enrolment is through 2026-12-31, continuous. It doesn't say enrolment in measurement year? It says continuous from date of ED visit through 30 days after, with no gaps. So yes.

But one nuance: "Discharged home the same day." Does that count as observation stay? No, observation stay is a status where patient placed in observation; discharged home not admission/observation. E1: results in an inpatient admission or an observation stay of any length. Discharged home same day means no. Good.

Now check if "office visit with a licensed clinical psychologist" occurred on 2026-04-11. Is that within 7 days after? Counting day after visit as day 1: ED date Apr6. Day1 = Apr7. Day7 = Apr13? Let's recalc: Day1 Apr7, Day2 Apr8, Day3 Apr9, Day4 Apr10, Day5 Apr11, Day6 Apr12, Day7 Apr13. So Apr11 is day5, within 7 days. N30: day30 = May6? Let's recalc: April 7 day1. Days remaining in April after Apr6: April has 30 days. From Apr7 to Apr30 inclusive = 24 days? April 7 to April 30: 30-7+1 = 24 days. Those are day1 through day24. Then May1 day25, May2 day26, May3 day27, May4 day28, May5 day29, May6 day30. Yes. Apr11 is before May6, within 30 days.

Need maybe check age as of date of ED visit: DOB 2001-01-19. On 2026-04-06, age = 25 (since Jan 19 2026 passed). 6 or older. Good.

What about measurement year event window: between 2026-01-01 and 2026-12-01. Apr6 is within. Good.

One more nuance: The numerator says "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. ... A visit on the same calendar day as the emergency department visit does NOT count." Our visit is Apr11, not same day. Good.

Need output only fenced JSON code block. No preamble. Ensure code block language json? The contract says exactly one fenced JSON code block and nothing else. Usually:

```json
{ ... }
```

We must include backticks with json. Output only that.

Let's check required keys: "status", "reason", "met_7_day", "met_30_day". For QM-FUM, met_7_day and met_30_day required. Yes.

Let's ensure boolean typed true, not "true". Yes.

One subtle thing: The task says: "Items drawn from measure QM-FUM require two further keys: 'met_7_day' boolean 'met_30_day' boolean. For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." For compliant, both true. Good.

Should reason be one sentence? Yes. It has a semicolon, but it's one sentence? "ED visit ...; no exclusion." It's a compound sentence with semicolon, but still one sentence. Maybe to be safe use a period? "ED visit on 2026-04-06 for F32.9 had a psychologist follow-up on 2026-04-11, within 7 and 30 days. No exclusion." That's two sentences. The requirement: "reason string — one sentence, under 30 words". So keep as one sentence. Use comma or semicolon. Let's craft: "The 2026-04-06 ED visit for F32.9 had a psychologist follow-up on 2026-04-11, within 7 and 30 days, with no exclusion." That's one sentence. Count: The(1) 2026-04-06(2) ED(3) visit(4) for(5) F32.9(6) had(7) a(8) psychologist(9) follow-up(10) on(11) 2026-04-11,(12) within(13) 7(14) and(15) 30(16) days,(17) with(18) no(19) exclusion.(20). Under 30. Good.

Wait "The 2026-04-06 ED visit" - 2026-04-06 is date, decided. It mentions numerator met and no exclusion. Good.

Let's produce final.
json{
  "status": "compliant",
  "reason": "The 2026-04-06 ED visit for F32.9 had a psychologist follow-up on 2026-04-11, within 7 and 30 days, with no exclusion.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Flash · Alibaba18.5s · 541 out | 4.2s · 413 out | 3.3s · 263 out
Attempt 1
Reasoning · 448 tokens
We need answer JSON only. Need analyze QM-FUM.

Member 40401 DOB 2001-01-19, age at 2026-04-06 = 25 (since birthday Jan 19), >=6. Enrolment continuous 2026-01-01 through 12-31, includes ED through 30 days. ED principal diagnosis F32.9 mental health F01-F99 excluding F17. Date within Jan1-Dec1 (Apr). Discharged home same day -> no admission/observation. Alive -> no death. Denominator yes not excluded.

Numerator: follow-up mental health practitioner within 7 days after ED counting day after visit as day 1. ED 2026-04-06. Day1 2026-04-07. 7 days after: through 2026-04-13? Let's calculate: if day after visit is day 1, day 7 is April 13. Follow-up April 11 with licensed clinical psychologist (mental health practitioner). Meets N7. Thus N30 too. Status compliant. Reason one sentence under 30 words naming specific criterion/date. "Member meets denominator and was not excluded; follow-up with licensed clinical psychologist on 2026-04-11 is within 7 days after the 2026-04-06 ED visit." Need under 30 words. Count: Member1 meets2 denominator3 and4 was5 not6 excluded7; follow-up8 with9 licensed10 clinical11 psychologist12 on13 2026-04-11 14 is15 within16 7 17 days18 after19 the20 2026-04-06 21 ED22 visit23. Good.

Output exactly one fenced JSON. Keys status, reason, met_7_day, met_30_day.
json{
  "status": "compliant",
  "reason": "Member meets denominator and was not excluded; follow-up with licensed clinical psychologist on 2026-04-11 is within 7 days after the 2026-04-06 ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 322 tokens
We need answer JSON only. Need evaluate measure QM-FUM. Need think details.

Member DOB 2001-01-19. ED 2026-04-06 age? 25 years (turn 25 Jan 19 2026). Age 6+ yes.
Event: ED visit principal F32.9 mental health, between Jan1-Dec1 yes. Enrolment continuous through 30 days after: ED 4/6 through 5/6; enrolment Jan1-Dec31 yes.
Numerator: follow-up 2026-04-11 with licensed clinical psychologist mental health practitioner. Counting day after ED as day 1: ED Apr6. Day1 Apr7, Day2 Apr8, Day3 Apr9, Day4 Apr10, Day5 Apr11? Wait let's count: Day after visit Apr 7 = day 1. Apr 8 = 2, Apr9=3, Apr10=4, Apr11=5. So within 7 days. N7 yes. N30 also yes. Same day no. Not excluded: discharged home no admission/observation; alive. Status compliant. Reason <30 words naming criterion/date. "Met denominator; follow-up mental health visit on 2026-04-11 within 7 days, no exclusions." Need include met_7_day true met_30_day true. JSON only.
json{
  "status": "compliant",
  "reason": "Follow-up mental health visit occurred on 2026-04-11, within 7 days after the 2026-04-06 emergency department visit, with no exclusions.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 175 tokens
We need answer JSON. Need analyze measure QM-FUM. Member DOB 2001-01-19. Age at ED visit 2026-04-06: 25, >=6. Event principal mental health F32.9 between Jan1 and Dec1. Discharged home same day no admission/observation. Enrolment continuous through 30 days. Alive. Follow-up: 2026-04-11 licensed clinical psychologist. ED 4/6. Day after visit is day1: 4/7 day1, 4/11 day5. So within 7 days. Mental health practitioner? licensed clinical psychologist yes. Met N7 true, N30 true. status compliant. Reason under 30 words. Need exactly JSON fenced.
json{
  "status": "compliant",
  "reason": "Age-eligible ED visit from 2026-04-06 has mental health follow-up on 2026-04-11, day 5 after the visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K2.6 · Moonshot20.4s · 1,260 out | 5.8s · 2,162 out | 7.4s · 1,895 out
Attempt 1
Reasoning · 1,036 tokens
 We need to apply measure QM-FUM. Let's parse the spec.

Measurement year: 2026-01-01 through 2026-12-31.

Denominator:
- Age: 6 years or older as of date of 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. Each qualifying visit counted separately.
- Continuous enrollment: from date of ED visit through 30 days after, no gaps.

Numerator:
- N7: follow-up visit with mental health practitioner within 7 days after ED visit, counting day after as day 1. So if ED visit on 2026-04-06, day 1 is 2026-04-07, day 7 is 2026-04-13. Visit must be on or before 2026-04-13.
- N30: follow-up visit within 30 days after ED visit, same counting. So day 30 is 2026-05-06 (April has 30 days, so April 6 is day 0? Let's count carefully. ED visit date: 2026-04-06. "counting the day after the visit as day 1." So day 1 = 04-07. Day 2 = 04-08. Day 3 = 04-09. Day 4 = 04-10. Day 5 = 04-11. Day 6 = 04-12. Day 7 = 04-13. So within 7 days means <= day 7, i.e., date <= 2026-04-13.
- A visit on same calendar day as ED visit does NOT count.
- Member meeting N7 also meets N30.

Exclusions:
- E1: ED visit results in inpatient admission or observation stay of any length. Report excluded.
- E2: Death during 30 days following visit.

Member record:
- DOB: 2001-01-19. Age as of 2026-04-06: 25 years old. >= 6.
- Enrollment: 2026-01-01 through 2026-12-31 continuous. So from ED visit (2026-04-06) through 30 days after (2026-05-06) is within enrollment. No gaps.
- Event: ED visit 2026-04-06, principal diagnosis F32.9. F32 is within F01-F99, and F17 excluded. F32 is okay. Date is between Jan 1 and Dec 1. So denominator is met.
- History: discharged home same day. No inpatient or observation stay. So E1 does not apply.
- Alive throughout. E2 does not apply.
- Follow-up: Office visit with licensed clinical psychologist on 2026-04-11. Is this within 7 days? Day 1 = 04-07, day 2 = 04-08, day 3 = 04-09, day 4 = 04-10, day 5 = 04-11. So yes, 04-11 is day 5, which is within 7 days. Also within 30 days.

Thus N7 met. Since N7 met, N30 also met.

Therefore status: compliant. Reason: one sentence under 30 words naming specific criterion or date that decided it. Something like "Follow-up visit on 2026-04-11 occurred within 7 days of ED visit." Or "Office visit on 2026-04-11 met the 7-day follow-up requirement." Need under 30 words.

Also need met_7_day: true, met_30_day: true.

Check: Items drawn from measure QM-FUM require two further keys: met_7_day and met_30_day. For excluded or not eligible, report both false. Here compliant, so true/true.

Status string exactly one of: "compliant", "non_compliant", "excluded", "not_eligible". Use "compliant".

Reason: one sentence, under 30 words. Let's count: "Office visit on 2026-04-11 occurred within 7 days of the emergency department visit." That's maybe 13 words. Good.

Or "Follow-up visit on 2026-04-11 met the numerator 7-day criterion." That's 10 words.

Let's verify no other criteria. "Office visit with a licensed clinical psychologist." Is a licensed clinical psychologist a mental health practitioner? The measure says "follow-up visit with a mental health practitioner". The member record states "Office visit with a licensed clinical psychologist." In healthcare, a licensed clinical psychologist is a mental health practitioner. The prompt doesn't define it otherwise, so we accept the record as indicating a mental health practitioner. The measure spec likely intends psychologists as mental health practitioners. Since the prompt gives us no contrary definition, we use the record.

Thus answer JSON with keys: status, reason, met_7_day, met_30_day.

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

Double-check ED visit date: 2026-04-06 <= 2026-12-01. Yes.

Double-check no same-day visit: The follow-up is 2026-04-11, not same day.

Double-check 7-day counting: day after is day 1. So 04-07 (1), 04-08 (2), 04-09 (3), 04-10 (4), 04-11 (5). So within 7 days.

Thus final JSON.

Let's craft final.
json{
  "status": "compliant",
  "reason": "Office visit on 2026-04-11 met the 7-day follow-up requirement.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,730 tokens
 The user wants me to evaluate a member against the QM-FUM (Follow-up after Emergency Department visit for Mental Illness) measure specification.

Let me parse the member record and measure criteria:

Member 40401:
- DOB: 2001-01-19
- Enrollment: 2026-01-01 through 2026-12-31, continuous
- History:
  - 2026-04-06: ED visit, principal diagnosis F32.9 (Major Depressive Disorder). Discharged home same day.
  - 2026-04-11: Office visit with licensed clinical psychologist.
- Alive throughout.

Measure QM-FUM:
Measurement year: 2026-01-01 through 2026-12-31

Denominator criteria:
1. Age: 6 years or older as of the date of ED visit.
   - Member age on 2026-04-06: born 2001-01-19, so age is 25 years old. > 6 years. OK.

2. Event: ED visit with principal mental health diagnosis (F01-F99, excluding F17.-) between 2026-01-01 and 2026-12-01.
   - Visit date: 2026-04-06. This is within the date range.
   - Diagnosis: F32.9. This is within F01-F99 and not F17.- (tobacco use). OK.

3. Continuous enrollment: from date of ED visit through 30 days after, with no gaps.
   - ED visit: 2026-04-06. 30 days after would be 2026-05-06.
   - Enrollment is continuous from 2026-01-01 through 2026-12-31. So covers 2026-04-06 through 2026-05-06. OK.

So member is in the denominator.

Required Exclusions:
E1. The ED visit results in an inpatient admission or an observation stay of any length.
   - Record says "Discharged home the same day." This is not an inpatient admission or observation stay. So E1 does NOT apply.

E2. Death during the 30 days following the visit.
   - Member alive throughout. So E2 does NOT apply.

Since no exclusions apply, we evaluate numerator.

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: 2026-04-06.
- Day 1 = 2026-04-07
- Day 2 = 2026-04-08
- Day 3 = 2026-04-09
- Day 4 = 2026-04-10
- Day 5 = 2026-04-11
- Day 6 = 2026-04-12
- Day 7 = 2026-04-13
- Follow-up visit: 2026-04-11. This is day 5 after the ED visit (counting day after as day 1). 
- Let me recount: 04-06 is the ED visit. Counting day after as day 1:
  - 04-07 = day 1
  - 04-08 = day 2
  - 04-09 = day 3
  - 04-10 = day 4
  - 04-11 = day 5
- So 2026-04-11 is within 7 days. N7 = true.

N30: Follow-up visit within 30 days after ED visit, same counting.
- 2026-04-11 is well within 30 days. N30 = true.

The visit is with a "licensed clinical psychologist." The measure says "mental health practitioner." The record indicates it's an office visit with a licensed clinical psychologist. A licensed clinical psychologist is a mental health practitioner. So this counts.

Wait, there is a note: "A visit on the same calendar day as the emergency department visit does NOT count." The follow-up visit was on 2026-04-11, which is not the same day as the ED visit (2026-04-06), so this restriction doesn't apply.

Status options: "compliant", "non_compliant", "excluded", "not_eligible".
This member is in denominator, not excluded, and meets numerator (both N7 and N30). So status = "compliant".

Reason: should be one sentence, under 30 words, naming the specific criterion or date that decided it.
Something like: "Follow-up visit on 2026-04-11 occurred within 7 days of ED visit on 2026-04-06."
Or: "ED visit on 2026-04-06 with follow-up on 2026-04-11 within 7 days."
Let's keep it concise: "Follow-up visit on 2026-04-11 occurred within 7 days of the ED visit."

Wait, word count: "Follow-up visit on 2026-04-11 occurred within 7 days of the ED visit." That's 11 words. Good.

Additional keys for QM-FUM:
"met_7_day": true
"met_30_day": true

For excluded or not_eligible, both would be false. But this member is compliant, so both are true.

Double check:
- Age: DOB 2001-01-19, ED visit 2026-04-06, age is exactly 25 years and ~2.5 months. > 6 years.
- Diagnosis: F32.9 is Major Depressive Disorder, which is in F32.-, under F30-F39 (Mood [affective] disorders), which is under F01-F99. Not F17.
- ED visit date 2026-04-06 is before 2026-12-01. Good.
- Continuous enrollment: 2026-04-06 through 2026-05-06. Member enrolled through 2026-12-31, continuous. Good.
- Discharged home same day means not inpatient/observation. No exclusion E1.
- Alive. No exclusion E2.

Numerator counting:
ED date: 2026-04-06.
Day after = 2026-04-07 (day 1).
Add 6 days to get to day 7:
04-07 (1), 04-08 (2), 04-09 (3), 04-10 (4), 04-11 (5), 04-12 (6), 04-13 (7).
Actually, let me verify how to count days:
If "counting the day after the visit as day 1":
- 04-06: Visit day (Day 0? Not counted)
- 04-07: Day 1
- 04-08: Day 2
- 04-09: Day 3
- 04-10: Day 4
- 04-11: Day 5
- 04-12: Day 6
- 04-13: Day 7

So within 7 days means days 1-7, i.e., by 04-13 inclusive.
Visit on 04-11 is day 5, which is within 7 days. Correct.

For 30 days:
04-07 + 29 days = 05-06 (since 04-07 is day 1).
Or counting: 04-07 (1), ..., 05-06 (30). Yes, because April has 30 days.
04-07 to 04-30 is 24 days, plus 6 days in May = 30. Let me count more carefully.
April 7 to April 30 inclusive: 
7,8,9,...,30. That's 30-7+1 = 24 days.
Then May 1,2,3,4,5,6 = 6 days.
Total = 30 days. So 05-06 is day 30.
Visit on 04-11 is well within. So N30 is true.

Status: compliant
Reason: something under 30 words.
met_7_day: true
met_30_day: true

Output JSON:
```json
{
  "status": "compliant",
  "reason": "Follow-up visit on 2026-04-11 occurred within 7 days of the ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
```

Wait, I should check if there are any nuances about "mental health practitioner." The specification just says "mental health practitioner." The record says "licensed clinical psychologist." That is definitely a mental health practitioner. No issue there.

Also, is an office visit a "follow-up visit"? The measure says "A follow-up visit with a mental health practitioner." An office visit qualifies as a follow-up visit. The specification doesn't place restrictions on place of service or CPT codes in the excerpt provided, other than it being with a mental health practitioner. So yes.

Final check on reason length: "Follow-up visit on 2026-04-11 occurred within 7 days of the ED visit." = 11 words. Under 30. Good.

Wait, is the reason supposed to name the specific criterion or date? "Follow-up visit with mental health practitioner on 2026-04-11 met 7-day requirement." That's 10 words. Either is fine.

Actually, looking at the instruction again: "one sentence, under 30 words, naming the specific criterion or date that decided it"

I think mentioning the date is appropriate. I'll stick with what I have.

```json
{
  "status": "compliant",
  "reason": "Follow-up visit on 2026-04-11 occurred within 7 days of the ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
```

Looks correct.
json{
  "status": "compliant",
  "reason": "Follow-up visit on 2026-04-11 occurred within 7 days of the ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,496 tokens
 The user wants me to evaluate a member against the QM-FUM measure specification.

Let me break down the member record:
- Member 40401
- DOB: 2001-01-19
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- History:
  - 2026-04-06: ED visit, principal diagnosis F32.9 (major depressive disorder). Discharged home same day.
  - 2026-04-11: Office visit with licensed clinical psychologist.
- Alive throughout.

Measure QM-FUM details:
- Measurement year: 2026-01-01 through 2026-12-31

Denominator criteria:
1. Age: 6 years or older as of ED visit date.
   - DOB 2001-01-19, ED visit 2026-04-06. Age is 25. 25 >= 6. Check.
2. Event: ED visit with principal mental health diagnosis (F01-F99, excluding F17.-) between 2026-01-01 and 2026-12-01.
   - F32.9 is in F01-F99 and not F17.-. Check.
   - Date 2026-04-06 is within 2026-01-01 to 2026-12-01. Check.
3. Continuous enrollment: from ED visit date through 30 days after, with no gaps.
   - ED visit 2026-04-06. 30 days after is 2026-05-06.
   - Enrolled 2026-01-01 through 2026-12-31. So continuous through 2026-05-06. Check.

Member is in denominator.

Exclusions:
E1. ED visit results in inpatient admission or observation stay of any length.
   - Discharged home same day. Not admitted. So E1 does not apply.
E2. Death during 30 days following visit.
   - Member alive throughout. So E2 does not apply.

No exclusions apply.

Numerator:
N7: Follow-up visit with mental health practitioner within 7 days after ED visit, counting day after as day 1.
   - ED visit: 2026-04-06
   - Day 1: 2026-04-07
   - Day 2: 2026-04-08
   - Day 3: 2026-04-09
   - Day 4: 2026-04-10
   - Day 5: 2026-04-11
   - Day 6: 2026-04-12
   - Day 7: 2026-04-13
   - Follow-up visit: 2026-04-11. That is day 5. So within 7 days. Check.
   - Visit on same calendar day does not count, but this is 5 days after, so fine.
   - Visit with licensed clinical psychologist qualifies as mental health practitioner. Check.

N30: Follow-up visit with mental health practitioner within 30 days.
   - 2026-04-11 is within 30 days. Check.

So member meets N7 and N30.

Status should be "compliant".
met_7_day: true
met_30_day: true

Reason: one sentence under 30 words naming specific criterion or date.
Something like: "Follow-up visit on 2026-04-11 occurred within 7 days of the ED visit on 2026-04-06."
Wait, need to be careful with word count. Let me count:
"Follow-up visit on 2026-04-11 occurred within 7 days of the ED visit on 2026-04-06." -> 15 words. Good.

Or: "Mental health follow-up on 2026-04-11 satisfies N7 and N30 for ED visit on 2026-04-06." -> 14 words. Good.

Actually, should I mention the specific criterion? The numerator criterion.
"Follow-up visit on 2026-04-11 meets numerator N7 and N30 after ED visit on 2026-04-06." -> 15 words. Good.

Let me verify dates:
ED visit: 2026-04-06
Day after is day 1: 2026-04-07
Day 2: 2026-04-08
Day 3: 2026-04-09
Day 4: 2026-04-10
Day 5: 2026-04-11
Yes, 2026-04-11 is day 5, within 7 days.

Status: compliant
met_7_day: true
met_30_day: true

JSON format exactly one fenced code block.

Keys:
- status
- reason
- met_7_day
- met_30_day

Let me make sure I didn't miss anything.
- Principal diagnosis F32.9 - mental health, yes.
- Age: 2026-04-06 minus 2001-01-19 = 25 years old. >6.
- Enrollment continuous from 2026-04-06 to 2026-05-06? Yes, enrolled through 2026-12-31.
- Not excluded (no inpatient, not dead).
- Psychologist is a mental health practitioner.
- 2026-04-11 is within 7 days (and 30 days).

All good.

Wait, the task says: "A member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." Since this member is compliant, we report the actual booleans.

Reason should be concise.
"Mental health follow-up on 2026-04-11 occurred within 7 days of ED visit on 2026-04-06." (15 words)

Or just: "Follow-up visit on 2026-04-11 meets numerator criteria N7 and N30." (10 words)

Let me check if "naming the specific criterion or date that decided it" means I should mention N7/N30 or the dates. I'll include both to be safe.

"Follow-up visit on 2026-04-11 meets numerator N7 and N30 after ED visit on 2026-04-06."
Count: Follow-up(1) visit(2) on(3) 2026-04-11(4) meets(5) numerator(6) N7(7) and(8) N30(9) after(10) ED(11) visit(12) on(13) 2026-04-06(14). 14 words. Good.

Actually "2026-04-11" might be counted as one word. Usually dates are one token. Even if counted as multiple, hyphenated dates are typically one word. To be safe, I could write it simply.

"Follow-up visit on day five meets N7 and N30 after April sixth ED visit." - a bit informal.

Better to stick with ISO dates as specified in glossary.

"Follow-up visit on 2026-04-11 satisfies numerator N7 and N30 following the 2026-04-06 ED visit."
Count: Follow-up(1) visit(2) on(3) 2026-04-11(4) satisfies(5) numerator(6) N7(7) and(8) N30(9) following(10) the(11) 2026-04-06(12) ED(13) visit(14). 14 words. Good.

I'll go with that.

Wait, the prompt says "one sentence, under 30 words". My sentence is fine.

Structuring the JSON:

```json
{
  "status": "compliant",
  "reason": "Follow-up visit on 2026-04-11 satisfies numerator N7 and N30 following the 2026-04-06 ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
```

Double checking: is "licensed clinical psychologist" definitely a "mental health practitioner"? The measure specification says "follow-up visit with a mental health practitioner". In standard quality measures (e.g., HEDIS FUM), psychologists are mental health practitioners. The prompt doesn't define it otherwise, and the record explicitly states "licensed clinical psychologist", so I should accept it as satisfying the numerator. If the prompt wanted to exclude it, it would specify. So yes.

Also, check discharge: "Discharged home the same day." This confirms no inpatient admission or observation stay (E1 exclusion).

Everything looks correct.
json{
  "status": "compliant",
  "reason": "Follow-up visit on 2026-04-11 satisfies numerator N7 and N30 following the 2026-04-06 ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V4 Pro · DeepSeek8.4s · 903 out | 16.8s · 686 out | 12.5s · 843 out
Attempt 1
Reasoning · 830 tokens
We are asked to evaluate member 40401 against measure QM-FUM.

Step 1: Determine eligibility. Age: DOB 2001-01-19. The ED visit is on 2026-04-06. The member turns 25 in 2026, age 25 at date of visit, which is 6 years or older. So age criteria satisfied. Event: an ED visit with a principal mental health diagnosis. Principal diagnosis F32.9 is in F01-F99 (excluding F17.-), so diagnosis qualifies. Visit date is 2026-04-06, which is between 2026-01-01 and 2026-12-01? Yes, 2026-04-06 is before 2026-12-01. So event qualifies. Continuous enrolment: from visit date through 30 days after. Visit date is 2026-04-06, so the period is 2026-04-06 through 2026-05-06 (30 days after is 2026-05-06? Let's check: 30 days after visit counting the day after visit as day 1. For follow-up window, we count day after visit as day 1, so day 30 would be 2026-04-06 + 30 days = 2026-05-06. Enrolment must be continuous from the visit date through 30 days after, i.e., up to and including 2026-05-06. The member's enrolment is 2026-01-01 through 2026-12-31, so continuous throughout. So member is in denominator.

Step 2: Check exclusions. E1: ED visit results in an inpatient admission or observation stay. Member was discharged home the same day, so no inpatient or observation stay. E2: death during 30 days following the visit. Member alive throughout. So no exclusions. So not excluded.

Step 3: Numerator. The member has an office visit with a licensed clinical psychologist on 2026-04-11. A clinical psychologist is a mental health practitioner. The follow-up window: day 1 is the day after the ED visit, so 2026-04-07. 7 days after: day 7 is 2026-04-13? Let's calculate: ED visit 2026-04-06, then day 1 = 2026-04-07, day 2 = 2026-04-08, ... day 7 = 2026-04-13. The visit on 2026-04-11 is within 7 days (it is day 5? 2026-04-07 day1, 04-08 day2, 04-09 day3, 04-10 day4, 04-11 day5). So N7 is met. Similarly, N30 is automatically met. Note: a visit on the same calendar day as the ED visit does not count, but here the follow-up is 2026-04-11, which is not the same day, so it counts. So numerator N7 and N30 are met.

Thus, compliant. For QM-FUM, we need to report "compliant", and also "met_7_day": true, "met_30_day": true. Reason: "Follow-up visit with a mental health practitioner on 2026-04-11, within 7 days of ED visit 2026-04-06."

Now output JSON. Required keys: status, reason, met_7_day, met_30_day. Status: "compliant", reason: a sentence. met_7_day: true, met_30_day: true.

Make sure reason is under 30 words. "Follow-up visit with a mental health practitioner on 2026-04-11, within 7 days of the ED visit on 2026-04-06." That's short.

So final JSON block.
json{
  "status": "compliant",
  "reason": "Follow-up visit with a mental health practitioner on 2026-04-11, within 7 days of the ED visit on 2026-04-06.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 620 tokens
We are asked: Place the member against the specification QM-FUM.

First, check eligibility.

Age: Member DOB 2001-01-19, measurement year 2026. ED visit on 2026-04-06. Age on visit date: 2026 - 2001 = 25 years old, so >= 6 years. So age eligible.

Event: Emergency department visit with principal mental health diagnosis F32.9. F32.9 is in F01-F99 range, and not F17.- (tobacco). So event qualifies. Visit date 2026-04-06 is between 2026-01-01 and 2026-12-01? It is April 6, so before December 1, so within the window for follow-up to close inside measurement year. 30 days after is 2026-05-06, still within measurement year. So event qualifies.

Continuous enrolment: from date of ED visit (2026-04-06) through 30 days after (2026-05-06). Member has continuous enrolment from 2026-01-01 through 2026-12-31, so no gaps. So meets continuous enrolment.

Thus, member is in denominator.

Now check exclusions first: E1: ED visit results in inpatient admission or observation stay of any length. Discharged home the same day, so no inpatient or observation. So not excluded E1.

E2: Death during 30 days. Member alive throughout, so not excluded.

So member is not excluded, so denominator eligible.

Now numerator: Follow-up visit with mental health practitioner within 7 days (N7) and within 30 days (N30), counting day after visit as day 1.

ED visit: 2026-04-06. Day 1 is April 7. 7-day window: days 1-7 = April 7 to April 13. 30-day window: April 7 to May 6.

Office visit with licensed clinical psychologist on 2026-04-11. That is within 7 days (April 11 is day 5) and within 30 days. So meets N7 and N30.

Since N7 is met, N30 is automatically met.

Thus status: "compliant". Reason: "Follow-up visit on 2026-04-11 within 7 days of ED visit 2026-04-06."

met_7_day: true, met_30_day: true. Need to output those keys. Yes, for QM-FUM, we need "met_7_day" and "met_30_day" boolean. For compliant, both true.

So JSON:

{
  "status": "compliant",
  "reason": "Follow-up visit on 2026-04-11 was within 7 days of ED visit 2026-04-06.",
  "met_7_day": true,
  "met_30_day": true
}
json{
  "status": "compliant",
  "reason": "Follow-up visit on 2026-04-11 was within 7 days of ED visit 2026-04-06.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 767 tokens
We are asked to evaluate member 40401 against measure QM-FUM. The measure is about follow-up after an emergency department visit for mental illness. Denom: age >=6 as of ED visit, ED visit with principal mental health diagnosis (F01-F99, excluding F17.- tobacco) between 2026-01-01 and 2026-12-01, continuous enrollment from ED visit through 30 days after. Exclusions: E1 if ED visit results in inpatient admission or observation stay; E2 death within 30 days after visit.

Info: DOB 2001-01-19. ED visit on 2026-04-06. Age: at visit date, subtract DOB: 2026-04-06 minus 2001-01-19 = 25 years old, so >=6. Diagnosis F32.9 is in F01-F99 and not F17.- so principal mental health diagnosis. ED visit is within 2026-01-01 to 2026-12-01? April 6 is within range. Then continuous enrollment from ED visit through 30 days after: need coverage from April 6 through May 6 (30 days after). Enrollment is all year, so no gap. So eligible for denominator.

Now check exclusions: E1: ED visit results in inpatient admission or observation stay. Record says "discharged home the same day." So no inpatient or observation stay. E2: member alive throughout. So not excluded.

Now numerator: follow-up visit with mental health practitioner within 7 days (N7) and within 30 days (N30). Day after visit is day 1. ED visit date: 2026-04-06. Day 1 = April 7. 7-day window: from April 7 to April 13 inclusive? Typically counting: within 7 days after the visit, counting the day after as day 1. So 7 days would be April 7-13 (April 13 is day 7). 30-day window: April 7 to May 6. The follow-up visit: 2026-04-11 office visit with licensed clinical psychologist. Is that a mental health practitioner? The measure says "mental health practitioner" likely includes psychologist. So yes. Date April 11 is within 7 days (April 11 is day 5). So it meets N7. It also meets N30 (since within 30 days). So compliant. Note: a visit on the same day as ED visit does not count; here it's 5 days later, so ok.

Thus status: compliant. Reason: "Follow-up visit with mental health practitioner on 2026-04-11 within 7 days after ED visit on 2026-04-06." Also met_7_day: true, met_30_day: true.

But the measure counts each qualifying visit separately. Here only one ED visit. So compliant.

Now output JSON with keys: status, reason, met_7_day, met_30_day. Met_7_day true, met_30_day true. Status "compliant". Reason one sentence under 30 words.

I'll craft: "Member had a follow-up visit with a licensed clinical psychologist on 2026-04-11, within 7 days of the ED visit (2026-04-06)." That's 19 words. Good.

So final: {"status":"compliant","reason":"Member had a follow-up visit with a licensed clinical psychologist on 2026-04-11, within 7 days of the ED visit (2026-04-06).","met_7_day":true,"met_30_day":true}
json{
  "status": "compliant",
  "reason": "Member had a follow-up visit with a licensed clinical psychologist on 2026-04-11, within 7 days of the ED visit (2026-04-06).",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Luna · OpenAI3.6s · 126 out | 2.2s · 138 out | 3.9s · 145 out
Attempt 1
Reasoning · 71 tokens
**Outputting enrollment details**

I need to provide the output in exact JSON format. The person is 25 years old, and the event qualifies, with enrollment lasting through 30 days. A follow-up is required on day 5. It's crucial that both compliance conditions are true. The reason should be specific and kept under 30 words, so I can say: "Follow-up with a mental health practitioner occurred 5 days after the 2026-04-06 emergency visit." That’s a total of 13 words!
json{"status":"compliant","reason":"Follow-up with a mental health practitioner occurred 5 days after the 2026-04-06 emergency visit.","met_7_day":true,"met_30_day":true}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Follow-up with a mental health practitioner occurred on 2026-04-11, within 7 days after the 2026-04-06 emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 69 tokens
**Figuring Out JSON Requirements**

I need to ensure that I'm outputting the exact JSON keys. I'm focusing on age 25, qualifying event, and enrollment over the past 30 days with no exclusions. I'll follow up on Day 5 (April 11 after April 6, so Day 1 is April 7) within 7 and 30 days to stay compliant. The reason needs to be under 30 words, and I'll need to include the necessary booleans.
json{
  "status": "compliant",
  "reason": "Follow-up with a mental health practitioner occurred 2026-04-11, within 7 days after the 2026-04-06 emergency department visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V4 Flash · DeepSeek14.6s · 468 out | 3.2s · 482 out | 1.7s · 275 out
Attempt 1
Reasoning · 319 tokens
We need to evaluate the member against QM-FUM. Member 40401, DOB 2001-01-19. On 2026-04-06, age? As of visit, that's 25 years old (2001 to 2026). So age >=6. Principal diagnosis F32.9 (depressive disorder) qualifies (F01-F99 excluding F17). Visit date 2026-04-06 is between 2026-01-01 and 2026-12-01. Continuous enrolment from visit through 30 days: member enrolled all year. So denominator.

Check exclusions: E1: visit results in inpatient admission or observation stay? Discharged home same day, no. E2: death during 30 days? Alive. So no exclusions.

Now numerator: Follow-up visit within 7 days? ED visit on 2026-04-06. Day after is 2026-04-07 as day 1. 7 days would be through 2026-04-13? Counting day after as day 1: 04-07 is day1, 04-08 day2, 04-09 day3, 04-10 day4, 04-11 day5, 04-12 day6, 04-13 day7. So any visit on 04-07 through 04-13 counts as within 7 days. Office visit on 2026-04-11 is within that. So met_7_day true. Also met_30_day true (since within 7 also within 30). So status compliant.

Need output keys: status, reason, met_7_day, met_30_day. Reason one sentence under 30 words.

Reason: "Follow-up with mental health practitioner on 2026-04-11, within 7 days of ED visit, no exclusions." That's under 30 words.

Make sure status "compliant".
{
  "status": "compliant",
  "reason": "Follow-up with mental health practitioner on 2026-04-11, within 7 days of ED visit, no exclusions.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 413 tokens
We need to evaluate member 40401 against QM-FUM.

First, check eligibility. DOB 2001-01-19, so as of ED visit 2026-04-06, age is 25 years old (since 2001 to 2026, born Jan 19, so before Apr 6, age 25). Age >=6, ok.

Event: ED visit with principal mental health diagnosis F32.9 (F01-F99, excluding F17). Dates between 2026-01-01 and 2026-12-01 inclusive? It says between 2026-01-01 and 2026-12-01. 2026-04-06 qualifies. Continuous enrollment through 30 days after (until 2026-05-06) no gaps? Enrolled entire year. Denominator = eligible.

Exclusions: E1: ED visit results in inpatient admission or observation stay. Discharged home same day -> no. E2: death during 30 days -> alive throughout. No exclusion.

Numerator: follow-up visit with mental health practitioner within 7 days after ED visit, counting day after ED visit as day 1. Day 1 = 2026-04-07. Day 7 = 2026-04-13. Office visit on 2026-04-11 with licensed clinical psychologist (mental health practitioner). So within 7 days. N7 met. N30: within 30 days (by 2026-05-06) met too. Since N7 met, N30 also met. Status compliant. Need keys "met_7_day" true, "met_30_day" true.

Reason: one sentence under 30 words naming specific criterion or date. Something like: "Follow-up with mental health practitioner on 2026-04-11 occurred within 7 days after ED visit on 2026-04-06." That is under 30 words. Include maybe.

Output JSON accordingly.
json{
  "status": "compliant",
  "reason": "Follow-up with mental health practitioner on 2026-04-11 occurred within 7 days after ED visit on 2026-04-06.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 205 tokens
We need answer JSON with status, reason, met_7_day, met_30_day. Need evaluate QM-FUM. Member age as of ED visit 2026-04-06: DOB 2001-01-19 => age 25, eligible. ED visit with principal F32.9 between Jan-Dec1 yes. Continuous enrollment through +30 yes. No exclusions? ED discharged home, no inpatient/observation; alive. Numerator follow-up: visit with licensed clinical psychologist on 2026-04-11. ED date 2026-04-06, day after is 4/7 day1; 4/11 is day 5 (diff 5). Within 7 days? yes day 5 <=7. Within 30 days yes. Probability N7 met and N30 met. Need status "compliant", reason under 30 words naming criterion/date. Need met_7_day true met_30_day true.

Need final exactly JSON block.
json{"status":"compliant","reason":"Follow-up with a licensed clinical psychologist on 2026-04-11 was within 7 days (day 5) of the 2026-04-06 ED visit; no exclusions apply.","met_7_day":true,"met_30_day":true}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Haiku 4.5 · Anthropic16.8s · 1,083 out | 15.1s · 1,217 out | 16.9s · 1,436 out
Attempt 1
Reasoning · 1,003 tokens
Let me work through this quality measure systematically.

**MEASURE: QM-FUM — Follow-up after an emergency department visit for mental illness**

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

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

**Age requirement:**
- Date of birth: 2001-01-19
- ED visit date: 2026-04-06
- Age on ED visit: 2026 - 2001 = 25 years old ✓ (6 years or older)

**Event requirement:**
- ED visit on 2026-04-06 with principal diagnosis F32.9 (major depressive disorder)
- F32.9 is within F01-F99, and it's not F17.-(tobacco use), so it's a mental health diagnosis ✓
- Visit date 2026-04-06 is between 2026-01-01 and 2026-12-01 ✓ (visits after 2026-12-01 are excluded)
- This is the only qualifying ED visit in the record

**Continuous enrolment:**
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- Required: enrolment from ED visit date (2026-04-06) through 30 days after (2026-05-06), with no gaps
- Member is enrolled continuously through the entire year, so this period is covered ✓

**Member IS in the denominator.**

**STEP 2: Check for required exclusions (evaluated before numerator)**

**E1. ED visit results in inpatient admission or observation stay:**
- Record states: "Discharged home the same day"
- This means no inpatient admission or observation stay
- E1 does not apply ✓

**E2. Death during the 30 days following the visit:**
- Record states "Member alive throughout" — E2 does not apply ✓

**Member is NOT excluded.**

**STEP 3: Check numerator compliance**

ED visit date: 2026-04-06; day 1 is 2026-04-07

**N7: Follow-up within 7 days**
Counting: 04-07, 04-08, 04-09, 04-10, 04-11 (follow-up here), 04-12, 04-13 — the follow-up visit on 04-11 falls within this 7-day window, landing on day 5.

The follow-up visit is with a licensed clinical psychologist, a qualifying mental health practitioner. ✓

**N30: Follow-up within 30 days**
Window spans 04-07 through 05-06, and 04-11 falls comfortably inside it ✓

Checking the same-day rule: ED visit (04-06) and follow-up (04-11) fall on different calendar days, so it counts ✓

**Member meets both N7 and N30.**

**CONCLUSION:**
- Status: "compliant"
- met_7_day: true
- met_30_day: true
- Reason: Follow-up with mental health practitioner within 7 days of ED visit

Double-checking the day count: April 6 is the ED visit, April 7 is day 1, April 8 is day 2

json{
  "status": "compliant",
  "reason": "Follow-up visit with mental health practitioner on 2026-04-11, day 5 of the 7-day window.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,150 tokens
Let me work through this step by step.

**MEMBER 40401 Analysis**

First, I need to check eligibility in the denominator for QM-FUM.

**DENOMINATOR ELIGIBILITY:**

1. **Age requirement**: Born 2001-01-19. On the date of the ED visit (2026-04-06), the member is 25 years old (birthday 2001-01-19, so by 2026-04-06 they have already turned 25). Age requirement is 6 or older. ✓ MET

2. **Event requirement**: ED visit with principal mental health diagnosis (F01-F99, excluding F17.-)
   - Visit date: 2026-04-06
   - Principal diagnosis: F32.9 (major depressive disorder - this is in the F30-F39 range, so it qualifies)
   - Within the qualifying window (2026-01-01 to 2026-12-01): YES ✓ MET
   
3. **Continuous enrolment**: From ED visit date (2026-04-06) through 30 days after (2026-05-06), with no gaps.
   - Member enrolled 2026-01-01 through 2026-12-31, continuous.
   - This covers 2026-04-06 through 2026-05-06. ✓ MET

The member ENTERS the denominator.

**EXCLUSIONS:**

E1. ED visit results in inpatient admission or observation stay?
   - Record states: "Discharged home the same day."
   - NO inpatient admission or observation stay. E1 NOT MET.

E2. Death during the 30 days following the visit?
   - Record states: "Member alive throughout."
   - NO death. E2 NOT MET.
   
Neither exclusion applies.

**NUMERATOR:**

Follow-up visit with a mental health practitioner:
- Date: 2026-04-11
- Type: Office visit with a licensed clinical psychologist ✓ qualifies as mental health practitioner

Checking the interval, with the day after the ED visit as day 1:
- ED visit: 2026-04-06
- Follow-up: 2026-04-11
- Day 1: 2026-04-07
- Day 2: 2026-

04-08
- Day 3: 2026-04-09
- Day 4: 2026-04-10
- Day 5: 2026-04-11

So the follow-up falls on Day 5, satisfying both the 7-day and 30-day windows. Since it occurs on a different calendar day than the ED visit, the same-day exclusion doesn't apply.

**CONCLUSION:** Compliant — in denominator, no exclusions, numerator met for both N7 and N30 due to timely follow-up with a mental health practitioner.

Compliance follows from meeting N7, which automatically satisfies N30 too. The reason just needs to name the specific criterion: "Follow-up visit with mental health practitioner within 7 days of ED visit." (12 words) — clear and concise.

json{
  "status": "compliant",
  "reason": "Follow-up visit with mental health practitioner within 7 days of ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,359 tokens
Let me work through this step by step for measure QM-FUM.

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

Age requirement:
- Member DOB: 2001-01-19
- ED visit date: 2026-04-06
- Age on ED visit: 2026-04-06 minus 2001-01-19 = 25 years old
- Requirement: 6 years or older ✓ MEETS

Event requirement:
- ED visit on 2026-04-06
- Principal diagnosis: F32.9 (major depressive disorder)
- F32.9 is in the range F01-F99 (and not F17.-, tobacco use) ✓ MEETS
- Visit is between 2026-01-01 and 2026-12-01 ✓ MEETS (it's on 2026-04-06)
- This is the qualifying ED visit for mental health

Continuous enrolment requirement:
- From 2026-04-06 through 30 days after (2026-05-06)
- Member enrolled 2026-01-01 through 2026-12-31, continuous
- So yes, continuously enrolled from 2026-04-06 through 2026-05-06 ✓ MEETS

The member IS in the denominator.

**STEP 2: Check for required exclusions**

E1: The ED visit results in inpatient admission or observation stay
- Record says "Discharged home the same day"
- No inpatient admission or observation stay
- NOT EXCLUDED ✓

E2: Death during 30 days following the visit
- Record says "Member alive throughout"
- NOT EXCLUDED ✓

The member is NOT excluded.

**STEP 3: Check the numerator**
Day 1 falls on 2026-04-07, with day 7 on 2026-04-13 and day 30 on 2026-05-06.

For N7 (7-day window, 2026-04-07 through 2026-04-13): the member saw a licensed clinical psychologist on 2026-04-11, which falls within this window. A psychologist counts as a mental health practitioner, so this looks promising — just need to confirm it's not on the same calendar day as the ED visit itself (it isn't, since 04-11 ≠ 04-06).

N7 is met.

For N30, that same visit on 2026-04-11 also falls within the 30-day window (04-07 through 05-06), so N30 is met as well.

With the numerator satisfied for both timeframes, this member is compliant.

For the reason, the compliance comes from having a follow-up with a mental health practitioner within 7 days of the ED encounter: "Follow-up with mental health practitioner on 2026-04-11, within 7 days of ED visit."

```json
{
  "status": "compliant",
  "reason": "Follow-up visit with mental health practitioner on 2026-04-11, within 7 days of ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
```

Let me verify the day counting per spec: day after visit counts as day 1.

ED visit 2026-04-06 → day 1 = 04-07, day 5 = 04-11, day 7 = 04-13.

Follow-up on 04-11 lands on day 5, well within the 7-day window (04-07 through 04-13). ✓ Also satisfies 30-day window by extension.

Both met_7_day and met_30_day should be true — confirms my answer.

json{
  "status": "compliant",
  "reason": "Follow-up visit with mental health practitioner on 2026-04-11, within 7 days of ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V3.2 · DeepSeek1.7s · 58 out | 1.8s · 49 out | 3.4s · 52 out
Attempt 1
json{
  "status": "compliant",
  "reason": "Member had an emergency department visit for mental illness and received follow-up within 7 and 30 days.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "compliant",
  "reason": "Follow-up visit occurred within 7 days of ED visit.",
  "met_7_day": true,
  "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
    "status": "compliant",
    "reason": "ED visit with mental health diagnosis, follow-up within 7 days.",
    "met_7_day": true,
    "met_30_day": true
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "compliant",
      "got": "compliant",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": true,
      "got": true,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}