Parityhealth-plan operations benchmark
Quality measure logic · QM-023 · core

Admitted from the emergency department

Record written for Parity against synthetic measure QM-FUM. An admission excludes the visit rather than making it non-compliant, which is the distinction the item is built around.

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 40404. Date of birth 1969-03-21.
Enrolment: 2026-01-01 through 2026-12-31, continuous.
History:
  2026-09-08  Emergency department visit, principal diagnosis F31.9, bipolar
              disorder. Admitted to the inpatient psychiatric unit the same day,
              discharged 2026-09-14.
  2026-09-18  Office visit with a psychiatrist.
Member alive throughout.
Gold answer and grader
json{
  "kind": "fields",
  "fields": {
    "status": "excluded",
    "met_7_day": false,
    "met_30_day": false
  }
}

Every model's answer

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

100Claude Fable 5.1 · Anthropic8.6s · 88 out | 4.5s · 159 out | 7.8s · 150 out
Attempt 1
json{"status":"excluded","reason":"E1: the 2026-09-08 ED visit resulted in a same-day inpatient psychiatric admission, so the visit is excluded from the denominator.","met_7_day":false,"met_30_day":false}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
ED visit 2026-09-08 with F31.9, age 57, enrolled. But admitted inpatient same day → E1 exclusion. Excluded; both booleans false.

json{
  "status": "excluded",
  "reason": "Exclusion E1: the 2026-09-08 emergency department visit resulted in an inpatient psychiatric admission the same day, removing it from the denominator.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 55 tokens
[omitted]
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in a same-day inpatient psychiatric admission, meeting required exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.7 Flash · Google3.7s · 469 out | 3.3s · 356 out | 2.8s · 343 out
Attempt 1
Reasoning · 396 tokens
**Evaluating Member 40404**

I'm currently analyzing MEMBER 40404's eligibility for QM-FUM. The member meets the age and continuous enrollment criteria for the 2026 period. My focus now is on the ED visit on 2026-09-08 with a principal diagnosis of F3.

json{
  "status": "excluded",
  "reason": "The emergency department visit on 2026-09-08 resulted in an inpatient admission, meeting required exclusion criterion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 283 tokens
**Analyzing Member 40404**

I'm currently processing the request to evaluate Member 40404 against measure QM-FUM. The member's age and continuous enrolment are confirmed. My focus is now on the ED visit on 2026-09-08 and its principal diagnosis (F31.9) in relation to the measure's criteria.

json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in an inpatient admission the same day, satisfying exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 268 tokens
**Analyzing QM-FUM Data**

I'm currently processing QM-FUM data, focusing on a member born in 1969 with continuous enrollment in 2026. The key event is an ED visit on September 8th, 2026, where the principal diagnosis was F31.9, falling within the F01-F99 mental health range, but not F17.

json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in an inpatient admission on the same day, satisfying exclusion criterion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.5 · OpenAI2.8s · 142 out | 2.4s · 164 out | 2.5s · 125 out
Attempt 1
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in an inpatient psychiatric admission the same day.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in same-day inpatient psychiatric admission.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 62 tokens
**Structuring output requirements**

I need to format the output with specific JSON keys: status, reason, met_7_day, and met_30_day. I should consider exclusions before the numerator, noting that ED qualifies based on age, date, and MH F31.9. However, results for inpatient admissions on the same day should exclude E1. For excluded cases, the met booleans should be set to false, and the reason needs to be concise, under 30 words.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in an inpatient psychiatric admission the same day.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Sol · OpenAI1.9s · 62 out | 1.5s · 65 out | 1.4s · 62 out
Attempt 1
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in an inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in a same-day inpatient psychiatric admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in an inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.6 · xAI13.6s · 833 out | 11.8s · 701 out | 11.0s · 748 out
Attempt 1
Reasoning · 770 tokens
The task is about quality measure QM-FUM: Follow-up After an Emergency Department Visit for Mental Illness.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 ED visit resulted in same-day inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 637 tokens
The task is about quality measure QM-FUM: Follow-up After an Emergency Department Visit for Mental Illness.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 ED visit resulted in same-day inpatient admission, meeting required exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 692 tokens
The member record is for MEMBER 40404.
Status: excluded  
Reason: ED visit resulted in inpatient admission.
json{"status": "excluded", "reason": "ED visit on 2026-09-08 resulted in same-day inpatient admission, meeting required exclusion E1.", "met_7_day": false, "met_30_day": false}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.5 · xAI5.1s · 309 out | 3.7s · 214 out | 3.8s · 215 out
Attempt 1
Reasoning · 245 tokens
The member is 40404, DOB 1969-03-21.
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient psychiatric admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 151 tokens
The member has an ED visit on 2026-09-08 with principal diagnosis F31.9 (bipolar disorder, which is in F01-F99, not F17).
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 151 tokens
The member has an ED visit on 2026-09-08 with principal diagnosis F31.9 (bipolar disorder), which is a mental health diagnosis in F01-F99 excluding F17.
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient psychiatric admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.1 Pro · Google9.0s · 675 out | 8.2s · 613 out | 7.7s · 430 out
Attempt 1
Reasoning · 616 tokens
**My Thought Process for Evaluating Member 40404 Against the QM-FUM Measure**

Okay, my primary objective here is to determine if member 40404 meets the criteria for the QM-FUM measure for the 2026 measurement year. This involves a systematic breakdown of the measure's specifications against the member's provided data.

First, I need to understand the QM-FUM measure itself. I'm looking at the denominator requirements: the member must be at least 6 years old on the date of an Emergency Department (ED) visit. This ED visit needs to have a principal mental health diagnosis (specifically, codes F01-F99, excluding F17, which covers nicotine dependence). The timeframe for this visit is between January 1, 2026, and December 1, 2026. Crucially, the member must be continuously enrolled from the date of that ED visit through 30 days following it.

Then, there are the numerator conditions. For QM-FUM, this means there must have been a follow-up visit with a mental health practitioner within 7 days of the ED visit (N7), *and* another follow-up visit within 30 days (N30).

However, before I even get to the numerator, I must consider the exclusion criteria. These are critical overrides. Exclusion E1 states that if the ED visit results in an inpatient admission or observation stay of any duration, the encounter is excluded. Exclusion E2 is for death within 30 days of the visit.

Now, let's apply these to member 40404.

Looking at the member's record:
*   **DOB:** 1969-03-21. On the date of the ED visit, September 8, 2026, the member is 57 years old. This meets the age requirement (>= 6).
*   **Enrolment:** The member was continuously enrolled from January 1, 2026, to December 31, 2026. This covers the period from the ED visit (September 8, 2026) through the required 30 days afterward, so the continuous enrolment requirement is met.
*   **Event:** On September 8, 2026, there was an ED visit with a principal diagnosis of F31.9, which is bipolar disorder. This falls within the F01-F99 range and is not F17, so the event requirement is met.

This is where I need to be particularly careful and follow the evaluation hierarchy. I've confirmed the member meets the basic denominator and event criteria. However, I *must* check the exclusions next.

The member's history states: "2026-09-08: Admitted to inpatient psychiatric unit the same day, discharged 2026-09-14."

This directly triggers **Exclusion E1**: "The ED visit results in an inpatient admission." Since this exclusion is met, the entire encounter is excluded from further evaluation for the QM-FUM measure. Exclusions take precedence over numerator assessment.

Therefore, the member's status for this measure is **"excluded"**.

Because the member is excluded, they cannot have "met" either the 7-day or 30-day follow-up requirements. So, both `met_7_day` and `met_30_day` must be set to `false`.

Finally, I need to provide a concise reason for the exclusion, adhering to the length constraint (under 30 words). The core reason is that the ED visit led to an inpatient admission. I'll phrase it as: "The emergency department visit resulted in an inpatient admission, meeting exclusion E1." This is a clear and brief explanation that captures the essence of why the member was excluded.

Based on this thought process, the required JSON output would be:
*   `status`: "excluded"
*   `reason`: "The emergency department visit resulted in an inpatient admission, meeting exclusion E1."
*   `met_7_day`: false
*   `met_30_day`: false

json{
  "status": "excluded",
  "reason": "The emergency department visit resulted in an inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 554 tokens
**My Thought Process for Evaluating MEMBER 40404 against QM-FUM**

Alright, let's break down this evaluation for MEMBER 40404 against the QM-FUM measure for the 2026 measurement year. My primary objective here is to determine the member's status and the reasoning behind it, ensuring I adhere to the specific exclusion criteria.

First, I'm looking at the core requirements: the member needs to be at least 6 years old and continuously enrolled for at least 30 days *after* the event. The member's DOB is March 21, 1969, which means they'll be 57 in 2026, comfortably meeting the age requirement. Their enrollment period is from January 1, 2026, to December 31, 2026, which means they are continuously enrolled for more than 30 days after any event in September 2026. So, the denominator criteria seem to be met initially.

Now, I'm focusing on the event itself: a September 8, 2026, ED visit. The principal diagnosis is F31.9, which is a mental health condition and *not* related to tobacco. This confirms they meet the initial denominator criteria for the measure.

However, as I review the details of what happened *after* the ED visit, a critical piece of information emerges: "Admitted to the inpatient psychiatric unit the same day, discharged 2026-09-14." This immediately triggers my attention regarding potential exclusions.

I need to consult the exclusion criteria. I'm specifically looking at exclusion E1, which states: "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."

Given that the member was admitted to an inpatient psychiatric unit on the *same day* as the ED visit, this clearly satisfies the conditions of exclusion E1. The rule is unambiguous: if the ED visit leads to an inpatient admission, the visit is to be reported as excluded. It's not a matter of non-compliance; it's an outright exclusion from the measure's numerator calculation.

Therefore, my conclusion is that the member's status for this measure is "excluded." This then dictates the values for other related keys. Because the member is excluded, the specific keys measuring follow-up adherence, "met_7_day" and "met_30_day," must be set to `false`.

The precise reason for exclusion needs to be clearly articulated, and it directly stems from E1. I've cross-checked the dates: the ED visit was on 2026-09-08, and the inpatient admission was also on 2026-09-08. The follow-up visit on 2026-09-18 is relevant for other measures but doesn't alter the fact that E1 has been met.

So, the required keys and their values are:
*   `"status"`: `"excluded"`
*   `"reason"`: `"The emergency department visit resulted in an inpatient admission, meeting required exclusion E1."` (This is a concise and accurate description).
*   `"met_7_day"`: `false`
*   `"met_30_day"`: `false`

I've re-read E1 one last time to ensure my interpretation is correct, and it absolutely aligns with the event sequence. The ED visit directly led to an inpatient admission on the same day, fulfilling the exclusion criteria precisely.

Finally, I'll construct the JSON output with these determined values.

```json
{
  "status": "excluded",
  "reason": "The emergency department visit resulted in an inpatient admission, meeting required exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
```

json{
  "status": "excluded",
  "reason": "The member is excluded because the emergency department visit resulted in an inpatient admission.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 370 tokens
**My Thought Process for Evaluating MEMBER 40404 against QM-FUM**

Alright, let's break down this evaluation for MEMBER 40404 and the QM-FUM measure for the 2026 measurement year. My primary objective here is to determine compliance with the Follow-Up After an Emergency Department Visit for Mental Illness measure.

First, I've established the core parameters for this member:
*   **Member ID:** 40404
*   **Measure:** QM-FUM (Follow-Up After an Emergency Department Visit for Mental Illness)
*   **Measurement Year:** 2026
*   **Date of Birth:** 1969-03-21. This immediately tells me the member is well over 6 years old, which is relevant for many pediatric-focused measures, though not directly for QM-FUM's core logic which hinges on the ED visit itself.
*   **Enrolment:** Continuous throughout 2026, from January 1st to December 31st. This is crucial – the member was eligible for the entire measurement period.

Now, I'm focusing on the defining event for this measure: the ED visit.
*   **ED Visit Date:** 2026-09-08. I've confirmed this date falls squarely within the allowed timeframe for the measurement year (January 1st to December 1st, 2026).
*   **Principal Diagnosis:** F31.9. This is a key piece of information. The diagnosis falls within the mental health spectrum (F01-F99) and, importantly, is *not* F17.- (which would exclude it from this specific mental health measure). So, the ED visit itself is of the correct type to trigger the measure.

However, my expertise immediately flags a critical aspect of the QM-FUM measure: the **exclusions**. My internal logic searches for specific conditions that would prevent a member from being considered non-compliant, even if they had an eligible ED visit.

The most significant finding here is:
*   **Event Resulted in Inpatient Admission:** The record clearly shows that the ED visit on 2026-09-08 *directly resulted* in an inpatient admission on the *same day*. This admission continued until 2026-09-14.

This brings me directly to **Exclusion E1**. My understanding of QM-FUM dictates that:
*   "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."

Since the ED visit on 2022-09-08 *did* result in an inpatient admission, this member unequivocally meets Exclusion E1.

Therefore, my conclusion is straightforward:
*   **Status:** The member's status for this measure is "excluded". This is not a failure to comply; it's a defined condition that removes the member from needing to demonstrate follow-up care for the purpose of this specific measure.

Consequentially, because the member is excluded due to E1:
*   **met_7_day:** This must be `false`. The measure's requirement for follow-up within 7 days is moot if the member is excluded.
*   **met_30_day:** Similarly, this must be `false` for the same reason.

Finally, I need to translate this into the required JSON output:
*   `"status"`: "excluded"
*   `"reason"`: "The emergency department visit resulted in an inpatient admission, meeting required exclusion E1." (Keeping it concise, under 30 words as requested.)
*   `"met_7_day"`: false
*   `"met_30_day"`: false

This systematic approach, prioritizing the core event and then diligently applying the defined exclusions, ensures an accurate and compliant evaluation.

json{
  "status": "excluded",
  "reason": "The emergency department visit resulted in an inpatient admission, meeting required exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 5 · Anthropic2.6s · 159 out | 2.2s · 125 out | 1009.1s · 118 out
Attempt 1
json{
  "status": "excluded",
  "reason": "E1: the 2026-09-08 ED visit resulted in same-day inpatient psychiatric admission through 2026-09-14.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "excluded",
  "reason": "Exclusion E1: the 2026-09-08 ED visit resulted in same-day inpatient psychiatric admission through 2026-09-14.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "excluded",
  "reason": "E1: the 2026-09-08 ED visit resulted in a same-day inpatient psychiatric admission through 2026-09-14.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3 Flash · Google13.5s · 1,862 out | 6.3s · 806 out | 20.9s · 2,525 out
Attempt 1
Reasoning · 1,787 tokens
**My Thought Process for Evaluating QM-FUM for Member 40404**

Alright, let's break down the QM-FUM (Follow-up after ED visit for mental illness) measure for this specific member, ID 40404. My goal is to determine their status and the reasoning behind it, ultimately producing the correct JSON output.

First, I'm orienting myself to the measurement year: January 1st, 2026, to December 31st, 2026. The member, born on March 21st, 1969, has continuous enrollment throughout this entire period. This continuous enrollment is a foundational requirement for the measure, and I can confirm it's met.

Now, I'm looking at the core event: the emergency department (ED) visit for a mental health condition. The record shows a visit on September 8th, 2026, with a principal diagnosis of F31.9, which is bipolar disorder. This diagnosis falls squarely within the F01-F99 range and is not the excluded F17.- category, so this part of the event criterion is met.

The member's age as of that ED visit date is also crucial. Born in 1969, they'd be approximately 57 years old by September 2026. The measure requires the member to be 6 years or older, so this criterion is also satisfied.

Next, I need to check the continuous enrollment requirement *around* the ED visit. The measure specifies continuous enrollment from the date of the ED visit (September 8th, 2026) through 30 days *after* it. Since the member is enrolled for the entire 2026 year, they are definitely continuously enrolled from September 8th through October 8th, 2026. This is another criterion met.

Now, I move to the exclusion criteria. This is where things get interesting and often determine the final status without even looking at numerator compliance. I'm specifically checking Exclusion E1: "The emergency department visit results in an inpatient admission or an observation stay of any length."

Looking at the member's history, on the very same day as the ED visit, September 8th, 2026, they were "Admitted to the inpatient psychiatric unit the same day." This is a direct and unambiguous match for Exclusion E1. The ED visit *did* result in an inpatient admission.

According to the QM-FUM logic, if an exclusion criterion is met, the member should be reported as "excluded" and not as non-compliant (i.e., not meeting the numerator). This means the follow-up office visit with a psychiatrist on September 18th, 2026, while relevant for numerator calculation in other contexts, becomes irrelevant here because the exclusion takes precedence.

The instructions are clear: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both [met_7_day and met_30_day] as false." So, regardless of whether they met the 7-day or 30-day follow-up requirements, these fields will be `false`.

Therefore, my conclusion is that the member is "excluded." The reason needs to clearly state *why*. It's not just that there was an admission, but that it was a *same-day* admission directly resulting from the ED visit, fulfilling the specific exclusion criterion E1.

I'll formulate the reason string, ensuring it's concise and accurate. "The emergency department visit on 2026-09-08 resulted in an inpatient admission the same day, meeting exclusion criterion E1." This is 18 words and precisely captures the situation.

Finally, I assemble this into the required JSON format:

```json
{
  "status": "excluded",
  "reason": "The emergency department visit on 2026-09-08 resulted in an inpatient admission the same day, meeting exclusion criterion E1.",
  "met_7_day": false,
  "met_30_day": false
}
```
This output accurately reflects my step-by-step evaluation, prioritizing the exclusion as per the measure's logic.

json{
  "status": "excluded",
  "reason": "The emergency department visit on 2026-09-08 resulted in an inpatient admission the same day, meeting exclusion criterion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 731 tokens
**My Thought Process Regarding Member 40404 and QM-FUM Performance**

Alright, let's break down this member's situation concerning the QM-FUM (Follow-up after ED visit for mental illness) measure for the 2026 measurement year.

My primary objective here is to determine if Member 40404 qualifies as a valid denominator for this measure, and if so, whether they met the numerator criteria for timely follow-up. I'm also acutely aware of the exclusion criteria that could render an otherwise eligible member non-reportable for performance.

First, I'm looking at the core requirements for the QM-FUM measure. The measurement year is clear: January 1st to December 31st, 2026. The denominator eligibility hinges on a few key points: the member needs to be at least 6 years old at the time of an ED visit for a mental health diagnosis (specifically within the F01-F99 range, excluding F17), and they must have continuous enrollment from the ED visit date through 30 days post-visit.

Then, I need to consider the numerator criteria: a follow-up visit with a mental health practitioner within 7 days (N7) and within 30 days (N30) of the ED visit, with the day after the ED visit being day 1. Importantly, same-day follow-up visits don't count towards these metrics.

Now, onto the specific case of Member 40404. Their date of birth is March 21st, 1969. They have continuous enrollment throughout the entire 2026 calendar year, which simplifies the enrollment check.

The critical event is the ED visit on September 8th, 2026. The principal diagnosis code, F31.9, falls squarely within the acceptable F01-F99 range for mental health conditions, so this event is relevant. At 57 years old (calculated from 1969 to 2026), they meet the age requirement. The ED visit also falls within the specified date range for the measurement year.

Now, I meticulously examine the exclusion criteria. The first exclusion, E1, states: "ED visit results in inpatient admission or observation stay." I see a key piece of information: Member 40404 was admitted to the inpatient psychiatric unit *the same day* as their ED visit on September 8th, 2026. This is a direct trigger for exclusion E1. There's no need to proceed further with checking the numerator or other exclusions once E1 is met; the member is immediately classified as excluded from performance reporting.

Consequently, since they are excluded, the metrics for meeting the 7-day follow-up (met_7_day) and 30-day follow-up (met_30_day) are both marked as false. This is a standard procedure: if a member is excluded, they cannot be considered compliant with the follow-up requirements.

My conclusion is definitive: Member 40404 is excluded from the QM-FUM measure because their ED visit on September 8th, 2026, resulted in an immediate inpatient admission. This exclusion overrides any consideration of whether they received timely follow-up care post-discharge, and they should be reported as "excluded" rather than as non-compliant.

json{
  "status": "excluded",
  "reason": "The emergency department visit on 2026-09-08 resulted in an inpatient admission on the same day, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 2,451 tokens
**My Thought Process for Evaluating Member 40404 Against QM-FUM**

Okay, let's break down how I'm approaching this evaluation for the QM-FUM (Follow-up after ED visit for mental illness) measure, specifically for Member 40404. My primary goal is to determine their compliance status and the precise reason for it, adhering strictly to the measure's criteria and exclusions.

First, I'm orienting myself to the core components of the QM-FUM measure:
*   **Measurement Period:** This is defined as January 1, 2026, through December 31, 2026.
*   **Denominator:** To even be considered, a member must be aged 6 or older at the time of an ED visit for a mental health diagnosis (specifically ICD-10 codes F01-F99, but excluding F17 for substance use disorders related to nicotine). Critically, they also need to have been continuously enrolled from the ED visit date through the 30 days following it.
*   **Numerator:** This is where we look for successful follow-up. Two specific thresholds exist: a follow-up visit with a mental health practitioner within 7 days of the ED visit (day 1 being the day *after* the ED visit), and another within 30 days. Importantly, same-day visits don't count for either.
*   **Exclusions:** This is a crucial layer. Certain events preempt the possibility of measuring follow-up. The key one I'm immediately flagging is **E1**: if the ED visit *results in an inpatient admission or an observation stay of any length*. The measure is explicit: "Report the visit as excluded, not as non-compliant." Another exclusion is **E2** (death within the 30-day follow-up period), which isn't relevant here based on the provided data.

Now, let's apply these to Member 40404:

1.  **Basic Eligibility Checks:**
    *   **DOB:** 1969-03-21.
    *   **ED Visit Date:** 2026-09-08.
    *   **Age at Visit:** Calculating this, 2026 minus 1969 is 57. So, the member is 57 years old, which comfortably meets the "age 6+" criterion. *Good.*
    *   **Continuous Enrollment:** The member is enrolled from 2026-01-01 through 2026-12-31. Since their ED visit was on 2026-09-08, and the follow-up window extends 30 days beyond that (to roughly 2026-10-08), their enrollment period *covers* the entire necessary timeframe. *Good.*
    *   **ED Visit Diagnosis:** The diagnosis is F31.9 (bipolar disorder, unspecified). This falls squarely within the F01-F99 range and is not F17. *Good.*
    *   **ED Visit Date Range:** The ED visit was on 2026-09-08, which is between 2026-01-01 and 2026-12-01 (the date range specified for qualifying ED events). *Good.*

    So far, based on the core denominator criteria, this member appears to be a potential candidate for measurement.

2.  **Evaluating Exclusions – The Critical Step:**
    *   **Exclusion E1:** This is where I pause and scrutinize. The rule states: "The emergency department visit results in an inpatient admission or observation stay of any length."
    *   **Member's Record:** The provided history clearly states: "2026-09-08: ED visit results in an inpatient admission (admitted the same day)." It further clarifies: "The member was admitted to the inpatient psychiatric unit on the same day as the ED visit (2026-09-08)."
    *   **Matching E1:** This is a direct match. An "inpatient psychiatric unit" is unequivocally an "inpatient admission" in this context. The ED visit *resulted* in this admission, occurring on the same calendar day. Therefore, exclusion E1 is met.

3.  **Determining Status and Reporting:**
    *   **Status:** Because exclusion E1 is met, the member's status for this measure is **"excluded."** The measure is not applicable to them because the ED visit led directly to inpatient care, meaning the opportunity to measure *follow-up from the ED* is bypassed by the higher level of care initiated.
    *   **Reason:** I need to articulate *why* they are excluded. The rule states to "Report the visit as excluded, not as non-compliant." My reasoning needs to be precise and reference the specific criterion. Based on the information, the most accurate and concise reason is: "The emergency department visit on 2026-09-08 resulted in an inpatient admission the same day, meeting exclusion E1." This clearly identifies the event, the date, and the specific exclusion criterion that was triggered. I've checked the word count for conciseness, and it's well within typical reporting parameters. I've also ensured I'm naming the specific criterion (E1) as instructed.
    *   **`met_7_day` and `met_30_day`:** The measure's specific instructions for QM-FUM state: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." This is straightforward. Since the member is excluded, they did not, by definition for this measure, "meet" the 7-day or 30-day follow-up criteria. Therefore, `met_7_day` is `false` and `met_30_day` is `false`.

4.  **Final Sanity Checks:**
    *   **Ambiguity:** Is there any ambiguity about "inpatient psychiatric unit" being an inpatient admission? No, for quality measurement purposes, these are treated identically.
    *   **Date Logic:** The ED visit was 2026-09-08. The follow-up window would technically be 2026-09-09 through 2026-10-08. Even if they had a follow-up visit on, say, 2026-09-18, it would be irrelevant because the exclusion E1 takes precedence *before* numerator consideration.
    *   **Rule Interpretation:** The instruction "A visit on the same calendar day as the emergency department visit does NOT count" applies to the numerator, not the exclusion. The exclusion E1 simply looks at whether the ED visit *led to* inpatient care.
    *   **User Note:** "Each qualifying visit is counted separately." This is noted, but as there's only one ED visit in this scenario, it doesn't alter the outcome.

Therefore, my conclusion is that Member 40404 is excluded from this measure due to an immediate inpatient admission following their emergency department visit.

Here is the structured output of my assessment:

```json
{
  "status": "excluded",
  "reason": "The emergency department visit on 2026-09-08 resulted in an inpatient admission the same day, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
```

json{
  "status": "excluded",
  "reason": "The emergency department visit on 2026-09-08 resulted in an inpatient admission the same day, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K3 · Moonshot5.7s · 133 out | 2.4s · 209 out | 17.2s · 201 out
Attempt 1
Reasoning · 61 tokens
ED visit 2026-09-08, F31.9 (mental health), age 57 (≥6), within window. But resulted in inpatient admission same day → exclusion E1. So status "excluded", met_7_day false, met_30_day false.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 ED visit resulted in a same-day inpatient psychiatric admission, meeting required exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 136 tokens
QM-FUM. ED visit 2026-09-08, principal dx F31.9 — mental health, in range F01-F99, not tobacco. Age: born 1969-03-21, so 57 at visit — ≥6. Date within 2026-01-01 to 2026-12-01. Continuous enrolment through 30 days after — enrolled all year.

Exclusion E1: ED visit results in inpatient admission same day. So excluded. met_7_day and met_30_day both false.

Reason under 30 words naming the criterion: inpatient admission on same date, exclusion E1.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in a same-day inpatient psychiatric admission, meeting required exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 129 tokens
The member had an ED visit on 2026-09-08 with principal diagnosis F31.9 (mental health, F01-F99, not F17). Age: born 1969-03-21, so 57 years old as of ED visit — age 6+. Enrolment continuous. However, the ED visit resulted in an inpatient admission the same day — exclusion E1. So status = "excluded". met_7_day and met_30_day both false.

Reason: ED visit on 2026-09-08 resulted in inpatient admission same day, meeting exclusion E1.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in a same-day inpatient psychiatric admission, meeting required exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 2.5 Pro · Google17.3s · 1,531 out | 13.5s · 1,255 out | 19.9s · 1,744 out
Attempt 1
Reasoning · 1,468 tokens
Alright, I'm tasked with evaluating Member 40404 against the QM-FUM (Follow-Up After an Emergency Department Visit for Mental Illness) quality measure for the 2026 measurement year. My goal is to determine their status – `compliant`, `non_compliant`, `excluded`, or `not_eligible` – and provide a clear `reason` for that status. Additionally, for this specific measure, I need to report whether they met the follow-up requirements within 7 days (`met_7_day`) and 30 days (`met_30_day`) of their ED visit.

First, I need to carefully dissect the QM-FUM measure's specifications and then meticulously apply them to the provided member record.

Here's the member's data I'm working with:
*   **Member ID:** 40404
*   **Date of Birth (DOB):** 1969-03-21
*   **Enrolment:** Continuous from 2026-01-01 through 2026-12-31.
*   **Key Events:**
    *   2026-09-08: Emergency Department (ED) visit with a principal diagnosis of F31.9 (bipolar disorder).
    *   2026-09-08: Admitted to an inpatient psychiatric unit on the same day as the ED visit.
    *   2026-09-14: Discharged from the inpatient unit.
    *   2026-09-18: Had an office visit with a psychiatrist.
*   **Vital Status:** Alive throughout the measurement period.

My process begins with determining if the member is eligible for the measure – essentially, checking if they meet the "denominator" criteria.

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

1.  **Age:**
    *   The ED visit occurred on 2026-09-08.
    *   The member's DOB is 1969-03-21.
    *   As of 2026-09-08, the member was 57 years old (2026 - 1969).
    *   The measure requires the member to be 6 years or older.
    *   **Result: Age criterion met.**

2.  **Qualifying Event:**
    *   I need to see if there was an ED visit with a principal mental health diagnosis (specifically, any code from F01-F99, excluding F17.-) that happened between January 1, 2026, and December 1, 2026.
    *   The member had an ED visit on 2026-09-08, which falls within this date range.
    *   The principal diagnosis was F31.9. This code is indeed within the F01-F99 range and is not an F17.- code.
    *   **Result: Qualifying event criterion met.** The member had a valid ED visit triggering the measure.

3.  **Continuous Enrolment:**
    *   For eligibility, the member needs to have been continuously enrolled from the date of the ED visit up to 30 days *after* that visit.
    *   ED visit date: 2026-09-08.
    *   30 days post-visit: 2026-10-08.
    *   Therefore, the required enrolment period is 2026-09-08 through 2026-10-08.
    *   The member's provided enrolment is 2026-01-01 through 2026-12-31, which is continuous.
    *   **Result: Continuous enrolment criterion met.**

Since the member satisfies all three denominator criteria, they are eligible for the measure. Now, the critical part: I need to check if any "exclusion" criteria apply, as these take precedence over numerator fulfillment.

**Step 2: Checking for Required Exclusions**

Exclusions are evaluated before we even consider if the follow-up care was provided.

*   **Exclusion E1:** "The emergency department visit results in an inpatient admission or an observation stay of any length."
    *   Looking at the member's history, I see: "2026-09-08: ED visit... Admitted to the inpatient psychiatric unit the same day."
    *   This is a direct and exact match for the E1 exclusion criterion. The ED visit *did* result in an inpatient admission.
    *   **Result: Exclusion E1 met.**

*   **Exclusion E2:** "Death during the 30 days following the visit."
    *   The record explicitly states, "Member alive throughout."
    *   **Result: Exclusion E2 not met.**

Because the member meets exclusion E1, their status is definitively `excluded`. This means I don't need to further assess if they met the follow-up visit requirements in the numerator. The exclusion rule overrides everything else for this member.

**Step 3: Determining Final Status and Reason**

Based on the above analysis:

*   **Status:** `excluded`.
*   **Reason:** The member is excluded because the emergency department visit resulted in an inpatient admission. This is a straightforward application of exclusion rule E1. My internal thought process confirms this is the correct and most concise way to state it, and it's well under the 30-word limit for the reason.

Now, for the boolean flags `met_7_day` and `met_30_day`:
*   The measure guidelines explicitly state: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false."
*   Therefore:
    *   `met_7_day`: `false`
    *   `met_30_day`: `false`

I did take a moment to consider what *would* have happened if the exclusion hadn't applied, just to be thorough. The member *did* have a follow-up visit with a psychiatrist on 2026-09-18.
*   The 7-day window was 2026-09-09 to 2026-09-15. The 09-18 visit is outside this, so `met_7_day` would have been `false`.
*   The 30-day window was 2026-09-09 to 2026-10-08. The 09-18 visit falls within this, so `met_30_day` would have been `true`.
This means, hypothetically, if not for the exclusion, they would have been `compliant` for the 30-day follow-up but not the 7-day. However, this is purely academic because the exclusion rule is absolute.

So, my final, definitive conclusion, adhering strictly to the measure's logic, is that the member is `excluded`.

The output will be structured as follows:

```json
{
  "status": "excluded",
  "reason": "The member is excluded because the emergency department visit resulted in an inpatient admission.",
  "met_7_day": false,
  "met_30_day": false
}
```
json{
  "status": "excluded",
  "reason": "The member is excluded because the emergency department visit resulted in an inpatient admission on the same day.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,194 tokens
Okay, I've been asked to evaluate a member's record against the QM-FUM quality measure. Here's how I'm processing this:

First, I need to thoroughly examine the member's record. I'm looking at Member ID 40404, born on March 21, 1969. Their enrollment for 2026 is continuous from January 1st to December 31st. I see several events: an ED visit on September 8, 2026, with a principal diagnosis of F31.9 (Bipolar disorder, unspecified). Critically, from that ED visit, they were admitted to an inpatient psychiatric unit the same day and discharged on September 14th. Following that, there's an office visit with a psychiatrist on September 18th. I've also confirmed the member is alive.

Now, I move on to the eligibility check, which is the denominator.
*   **Age:** The ED visit was on September 8, 2026. Since they were born in 1969, they are 57 years old at that time, which is well over the 6-year minimum. So, this criterion is met.
*   **Event:** The ED visit on September 8, 2026, with diagnosis F31.9, falls within the F01-F99 range and is not an F17.- diagnosis. The date also falls within the required measurement period (January 1 to December 1, 2026). This criterion is met.
*   **Continuous Enrolment:** The measure requires continuous enrollment from the ED visit date through 30 days after (so, through October 8, 2026). The member's record shows continuous enrollment for the entire year 2026, so this is met.

Based on these checks, the member is indeed eligible and enters the denominator.

Next, I must rigorously check for any required exclusions.
*   **Exclusion E1: Inpatient Admission:** The measure states, "The emergency department visit results in an inpatient admission or an observation stay of any length." My review of the member's record shows that for the September 8, 2026 ED visit, they were "Admitted to the inpatient psychiatric unit the same day." This is a direct match to exclusion criterion E1.
*   **Exclusion E2: Death:** The member is alive, so this exclusion doesn't apply.

Since the member clearly meets exclusion E1, they must be removed from the denominator. Their status is definitively "excluded."

Because the member is excluded, I don't need to proceed to the numerator assessment. The rules are clear: "A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'." And for excluded members, the `met_7_day` and `met_30_day` fields must be reported as `false`.

Finally, I need to formulate the output.
*   The `status` will be "excluded".
*   The `reason` should be concise and point to the exclusion: "The emergency department visit resulted in an inpatient admission, which meets a required exclusion criterion."
*   Both `met_7_day` and `met_30_day` will be `false`.

I've double-checked everything. The member is eligible for the denominator. However, the ED visit directly led to an inpatient admission, which is a clear exclusion according to the measure specifications. This exclusion takes precedence over any potential numerator compliance. The follow-up office visit, while relevant in other contexts, is irrelevant here due to the established exclusion. The `met_7_day` and `met_30_day` flags must be false for excluded members. The reason is accurate and directly reflects the exclusion.

Therefore, the resulting JSON object will be:
```json
{
  "status": "excluded",
  "reason": "The emergency department visit resulted in an inpatient admission, which meets a required exclusion criterion.",
  "met_7_day": false,
  "met_30_day": false
}
```
json{
  "status": "excluded",
  "reason": "The emergency department visit resulted in an inpatient admission, which meets a required exclusion criterion.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,680 tokens
Alright, let's break down this QM-FUM evaluation. My primary task here is to determine a member's compliance with the Follow-up After an Emergency Department Visit for Mental Illness measure for the 2026 measurement year, based on their provided record. This means I need to meticulously analyze both the measure's specifications and the member's specific clinical and enrollment data.

First, I'll dive deep into the **Measure Specification (QM-FUM)**. I need to understand exactly what constitutes an eligible patient (the denominator), what counts as successful follow-up (the numerator), and what situations automatically exempt a patient from being counted as non-compliant (exclusions).

*   **The Measure:** It's the QM-FUM, "Follow-up After an Emergency Department Visit for Mental Illness."
*   **Measurement Year:** We're looking at the period from January 1, 2026, to December 31, 2026.
*   **Denominator (Who's Eligible?):** For a patient to be considered eligible, they must meet several criteria related to a specific ED visit. They need to be at least 6 years old *at the time of the ED visit*. The ED visit itself must occur between January 1, 2026, and December 1, 2026, and its principal diagnosis must be a mental health-related ICD-10 code within the F01-F99 range, *excluding* codes starting with F17.- (which are related to substance use disorders). Crucially, the member must also have been continuously enrolled for the entire period from the ED visit date *through* 30 days after that visit.
*   **Numerator (What's Success?):** Success here means having a follow-up visit with a mental health practitioner. There are two key windows:
    *   **N7:** Within 7 days after the ED visit (day after the visit is counted as Day 1).
    *   **N30:** Within 30 days after the ED visit (again, day after is Day 1).
    *   An important detail: A visit on the *same day* as the ED visit doesn't count as follow-up.
    *   And, if a patient meets the 7-day follow-up (N7), they automatically satisfy the 30-day requirement (N30).
*   **Required Exclusions:** These are critical because they immediately render a member "excluded" and not subject to numerator compliance testing.
    *   **E1:** If the ED visit directly results in an inpatient admission or an observation stay of any duration.
    *   **E2:** If the member passes away within 30 days following the ED visit.

Now, I'll shift my focus to the specific **Member's Record**. I'll scrutinize the details for Member 40404.

*   **Member Identification:** Member ID is 40404.
*   **Date of Birth (DOB):** March 21, 1969.
*   **Enrollment:** The member was enrolled continuously from January 1, 2026, through December 31, 2026. This is good; it covers the entire measurement year.
*   **Events:**
    *   **September 8, 2026:** An ED visit occurred.
        *   **Principal Diagnosis:** F31.9 (Bipolar disorder, unspecified). This falls within the F01-F99 range and is not F17.-, so it's a qualifying mental health diagnosis.
        *   **Disposition:** The record indicates the member was *admitted to an inpatient psychiatric unit on the same day* as the ED visit and was discharged on September 14, 2026. This is a key piece of information.
    *   **September 18, 2026:** An office visit with a psychiatrist.
*   **Vital Status:** The member was alive throughout this period.

My next step is to evaluate the member's **Eligibility for the Denominator**. I need to see if the ED visit on September 8, 2026, qualifies them.

*   **Qualifying Event:** The ED visit on 2026-09-08 has a principal diagnosis of F31.9. The date is within the eligible ED visit window (2026-01-01 to 2026-12-01). The diagnosis code is correct. So, yes, there's a qualifying event.
*   **Age:** The ED visit was on 2026-09-08. The member's DOB is 1969-03-21. In 2026, they would be 57 years old (2026 - 1969). This is well above the 6-year minimum. So, the age criterion is met.
*   **Continuous Enrolment:** The ED visit was on 2026-09-08. Thirty days *after* this visit would be October 8, 2026. The required enrolment period is therefore from 2026-09-08 through 2026-10-08. The member's stated enrolment is 2026-01-01 through 2026-12-31, which *fully encompasses* this required period. So, the continuous enrolment criterion is met.

Based on these checks, the member *is eligible* for the denominator. They have a qualifying ED visit, meet the age requirement, and have continuous enrolment.

Now, the crucial part: **Evaluating for Exclusions**. This is where I check if any of the disqualifying conditions apply.

*   **Exclusion E1:** "The emergency department visit results in an inpatient admission or an observation stay of any length." I look at the member's record again. It explicitly states: "2026-09-08 Emergency department visit... Admitted to the inpatient psychiatric unit the same day." This *perfectly matches* exclusion criterion E1.
*   **Exclusion E2:** "Death during the 30 days following the visit." The record confirms: "Member alive throughout." So, this exclusion does not apply.

Since the member meets **Exclusion Criterion E1**, their status must be "excluded." This means they are taken out of the numerator calculation entirely.

For completeness, and to ensure the boolean flags are correct as per measure rules, I'll *conceptually* consider the numerator compliance, even though it's moot for the final status. The rule states: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both [met_7_day and met_30_day] as false."

*   Therefore, `met_7_day` must be `false`, and `met_30_day` must be `false`.

*Just for my own understanding, if they *weren't* excluded:*
*   The ED visit was 2026-09-08.
*   The 7-day window would be 2026-09-09 to 2026-09-15.
*   The 30-day window would be 2026-09-09 to 2026-10-08.
*   The recorded follow-up visit was 2026-09-18.
*   This 2026-09-18 visit falls *outside* the 7-day window but *inside* the 30-day window. So, if they weren't excluded, they would have met N30 but not N7. In that scenario, the overall status would likely be "non_compliant" (as N7 is the stricter requirement), and `met_7_day` would be `false` while `met_30_day` would be `true`. However, because they *are* excluded, these booleans must be false.

My **Final Decision** is clear:

*   **Status:** "excluded"
*   **Reason:** The member was admitted for an inpatient stay directly from the emergency department visit, which is an explicit exclusion. This needs to be a concise reason, under 30 words. "The member was admitted for an inpatient stay following the emergency department visit" fits perfectly.
*   **met_7_day:** `false` (as per the rule for excluded members).
*   **met_30_day:** `false` (as per the rule for excluded members).

Now, I will construct the JSON output with this definitive information. The logic is sound, the exclusions are clear, and the rules for excluded members regarding the boolean flags are applied.

```json
{
  "status": "excluded",
  "reason": "The member was admitted for an inpatient stay following the emergency department visit.",
  "met_7_day": false,
  "met_30_day": false
}
```
json{
  "status": "excluded",
  "reason": "The member was admitted for an inpatient stay following the emergency department visit, which is a required exclusion.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.2 · Z.ai6.4s · 507 out | 9.8s · 902 out | 1.7s · 117 out
Attempt 1
Reasoning · 444 tokens
We need answer JSON only. Need determine status under QM-FUM. Member DOB 1969 age >=6 yes. ED visit 2026-09-08 principal diagnosis F31.9 (F31 is mood/affective bipolar, mental health F01-F99 excluding F17 tobacco). Qualifying ED event. Continuous enrollment from visit through 30 days after yes through Dec. Numerator? Need follow-up visit with mental health practitioner within 7 days after ED visit, counting day after as day 1. Same day does not count. ED 9/8; admitted inpatient same day, discharged 9/14. Exclusion E1: ED visit results in inpatient admission or observation stay any length. Report excluded. Exclusions evaluated before numerator. Thus status "excluded". reason one sentence naming E1 inpatient admission following ED visit date 2026-09-08. met_7_day false, met_30_day false. But wait member also office visit psychiatrist 9/18, within? ED 9/8; count day after as day 1. Days after: 9/9 day1, 9/10 day2, 9/11 day3,9/12 day4,9/13 day5,9/14 day6,9/15 day7. So 9/18 is day? 9/16 day8? Let's count: day1 9/9, 2 9/10,3 9/11,4 9/12,5 9/13,6 9/14,7 9/15,8 9/16,9 9/17,10 9/18. So met 7-day false, met 30-day true if not excluded. But task says for excluded report both false. So false.

Need ensure keys: status, reason, met_7_day, met_30_day. Status exactly excluded. Reason under 30 words. Do not add extra keys. JSON.

Need consider if inpatient admission to psychiatric unit same day qualifies E1? Yes ED visit results in inpatient admission, any length.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in an inpatient admission, meeting required exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 840 tokens
Let me analyze this member against the QM-FUM measure specification.

**Eligible Population (Denominator):**
- Age: Member born 1969-03-21, so as of 2026-09-08 (the ED visit date), they are 57 years old. Yes, 6 years or older. ✓
- Event: Emergency department visit on 2026-09-08 with principal diagnosis F31.9 (bipolar disorder). F31.9 is in the F01-F99 range and is not F17.- (tobacco use). This is between 2026-01-01 and 2026-12-01. ✓
- Continuous enrolment: From 2026-09-08 through 30 days after (2026-10-08). Member has continuous enrolment 2026-01-01 through 2026-12-31. ✓

So the member enters the denominator.

**Exclusions (evaluated before numerator):**
- E1: The emergency department visit results in an inpatient admission. The record states: "Admitted to the inpatient psychiatric unit the same day, discharged 2026-09-14." This is an inpatient admission. ✓ E1 applies.

Since E1 is met, the member is excluded.

**Numerator (for completeness):**
- N7: Follow-up visit within 7 days after the ED visit, counting day after as day 1. ED visit was 2026-09-08. Day 1 = 2026-09-09. 7-day window is 2026-09-09 through 2026-09-15. The office visit on 2026-09-18 is outside this window. So N7 not met.
- N30: Follow-up visit within 30 days after the ED visit. 30-day window is 2026-09-09 through 2026-10-08. The office visit on 2026-09-18 is within this window, so N30 would be met. But since the member is excluded, both should be reported as false.

Wait, the instruction says: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false."

So met_7_day = false, met_30_day = false.

Status: "excluded"
Reason: The ED visit resulted in an inpatient admission (E1), so the member is removed from the denominator.

Let me count words in the reason: "The ED visit resulted in an inpatient admission (E1), so the member is removed from the denominator." That's more than 30 words? Let me count: The(1) ED(2) visit(3) resulted(4) in(5) an(6) inpatient(7) admission(8) E1(9) so(10) the(11) member(12) is(13) removed(14) from(15) the(16) denominator(17). 17 words. Under 30. Good.

Actually, let me reconsider whether the visit on 2026-09-18 would count for N30 anyway. The discharge was 2026-09-14. The follow-up visit is 2026-09-18. The ED visit was 2026-09-08. Day 1 after the visit is 2026-09-09. The 30-day window runs from day 1 (2026-09-09) through day 30 (2026-10-08). 2026-09-18 is within that window. So N30 would technically be met if we were evaluating the numerator. But since E1 exclusion applies, we report both as false.

Final answer:
- status: "excluded"
- reason: "The ED visit resulted in an inpatient admission (E1), so the member is removed from the denominator."
- met_7_day: false
- met_30_day: false
json{
  "status": "excluded",
  "reason": "The ED visit resulted in an inpatient admission on 2026-09-08, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 55 tokens
Member has an ED visit with F31.9 (mental health diagnosis) on 2026-09-08. Age 57, so eligible by age. Enrolled continuously. However, the ED visit resulted in an inpatient admission (E1). So excluded.
json{
  "status": "excluded",
  "reason": "The ED visit on 2026-09-08 resulted in an inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 4.8 · Anthropic2.7s · 73 out | 1.6s · 91 out | 1.6s · 82 out
Attempt 1
json{ "status": "excluded", "reason": "ED visit on 2026-09-08 resulted in inpatient psychiatric admission (E1).", "met_7_day": false, "met_30_day": false }
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "excluded",
  "reason": "The 2026-09-08 ED visit resulted in same-day inpatient psychiatric admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status": "excluded", "reason": "ED visit on 2026-09-08 resulted in same-day inpatient psychiatric admission, meeting exclusion E1.", "met_7_day": false, "met_30_day": false}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 5 · Anthropic3.1s · 125 out | 2.5s · 130 out | 2.4s · 121 out
Attempt 1
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient psychiatric admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient psychiatric admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "excluded",
  "reason": "E1 applies: the 2026-09-08 ED visit resulted in same-day inpatient psychiatric admission.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 4.6 · Anthropic2.1s · 75 out | 29.7s · 75 out | 1.9s · 74 out
Attempt 1
json{
  "status": "excluded",
  "reason": "The 2026-09-08 ED visit resulted in an inpatient admission the same day, triggering exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "excluded",
  "reason": "The 2026-09-08 ED visit resulted in an inpatient admission the same day, triggering exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "status": "excluded",
  "reason": "The 2026-09-08 ED visit resulted in an inpatient admission the same day, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.7 Max · Alibaba11.4s · 697 out | 6.0s · 533 out | 6.5s · 517 out
Attempt 1
Reasoning · 623 tokens
Let me evaluate this member against the QM-FUM measure specification.

**Member details:**
- DOB: 1969-03-21
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- ED visit: 2026-09-08, principal diagnosis F31.9 (bipolar disorder, falls under F01-F99, not F17)
- Admitted to inpatient psychiatric unit the same day (2026-09-08), discharged 2026-09-14
- 2026-09-18: Office visit with psychiatrist
- Member alive throughout

**Step 1: Check eligible population (denominator)**
- Age: Born 1969-03-21, ED visit 2026-09-08. Age = 57 years old. ≥ 6 years. ✓
- Event: ED visit on 2026-09-08 with F31.9 (mental health diagnosis, not F17). Between 2026-01-01 and 2026-12-01. ✓
- Continuous enrolment: Enrolled 2026-01-01 through 2026-12-31. ED visit 2026-09-08 + 30 days = 2026-10-08. Continuous enrolment covers this. ✓

So the member enters the denominator.

**Step 2: Check exclusions (before numerator)**
- E1: "The emergency department visit results in an inpatient admission or an observation stay of any length."
  - The member was admitted to the inpatient psychiatric unit the same day as the ED visit (2026-09-08). This is an inpatient admission resulting from the ED visit.
  - Therefore, E1 applies. The visit is excluded.

Since the member meets exclusion E1, the status is "excluded".

For excluded members under QM-FUM, both met_7_day and met_30_day are reported as false.

Let me also check: even though there's a follow-up visit on 2026-09-18 (10 days after ED visit), since the member is excluded, we don't evaluate the numerator.

**Result:**
- status: "excluded"
- reason: Need a sentence under 30 words naming the specific criterion. Something like "ED visit on 2026-09-08 resulted in inpatient admission, meeting exclusion E1."
- met_7_day: false
- met_30_day: false
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient psychiatric admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 459 tokens
Let me analyze this member against the QM-FUM measure specification.

**Member Details:**
- DOB: 1969-03-21
- Age as of ED visit (2026-09-08): 57 years old (well over 6)
- Enrolment: 2026-01-01 through 2026-12-31, continuous (covers ED visit + 30 days after)

**ED Visit:**
- Date: 2026-09-08
- Principal diagnosis: F31.9 (bipolar disorder) — this is in F01-F99 range, not F17, so it qualifies
- Date is between 2026-01-01 and 2026-12-01, so it's in the measurement window

**Check Exclusions first (before numerator):**
- E1: "The emergency department visit results in an inpatient admission or an observation stay of any length."
  - The record says: "Admitted to the inpatient psychiatric unit the same day, discharged 2026-09-14."
  - This is an inpatient admission resulting from the ED visit.
  - Therefore, E1 applies. The visit is EXCLUDED.

- E2: Death during 30 days — member is alive throughout, so E2 does not apply.

Since E1 applies, the member is "excluded" from the denominator.

For excluded members under QM-FUM, both met_7_day and met_30_day should be reported as false.

Let me also note: even though there was a follow-up visit on 2026-09-18 (10 days after the ED visit, which would meet N30 but not N7), the exclusion takes precedence.

**Status:** excluded
**Reason:** The ED visit resulted in an inpatient admission the same day, triggering exclusion E1.
**met_7_day:** false
**met_30_day:** false
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient psychiatric admission, triggering exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 454 tokens
The member is 40404, DOB 1969-03-21.
Measurement year: 2026.
ED visit: 2026-09-08, principal diagnosis F31.9 (bipolar disorder, falls under F01-F99).
Age on 2026-09-08: 57 (>= 6).
Enrolment: continuous 2026-01-01 through 2026-12-31 (covers ED visit + 30 days).
Event: ED visit on 2026-09-08.
Exclusions:
E1: The ED visit results in an inpatient admission or an observation stay of any length.
The record says: "Admitted to the inpatient psychiatric unit the same day, discharged 2026-09-14."
This meets exclusion E1.
Therefore, the member is "excluded".
Reason: ED visit resulted in an inpatient admission on the same day.
met_7_day: false
met_30_day: false

Let's double check the required JSON keys:
status: "excluded"
reason: "The emergency department visit resulted in an inpatient admission on the same day."
met_7_day: false
met_30_day: false

Reason under 30 words: "The emergency department visit resulted in an inpatient admission on the same day, meeting exclusion E1." (17 words).

Wait, the prompt says: "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."

Status: "excluded"
Reason: "ED visit resulted in an inpatient admission, meeting exclusion E1."
met_7_day: false
met_30_day: false

Let's refine reason: "The emergency department visit resulted in an inpatient admission, meeting required exclusion E1." (13 words).
Perfect.
json{
  "status": "excluded",
  "reason": "The emergency department visit resulted in an inpatient admission, meeting required exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 · Z.ai6.3s · 609 out | 3.8s · 636 out | 3.4s · 509 out
Attempt 1
Reasoning · 467 tokens
Let me work through this.

Member 40404, DOB 1969-03-21. Enrolled continuously 2026-01-01 through 2026-12-31.

ED visit 2026-09-08, principal diagnosis F31.9 (bipolar disorder), which is in F01-F99 and not F17.- (tobacco). So it's a qualifying event. The visit date is between 2026-01-01 and 2026-12-01. Good.

Age: born 1969-03-21, so as of 2026-09-08, age is 57. ≥ 6. Good.

Continuous enrolment from the visit through 30 days after: 2026-09-08 through 2026-10-08. Member enrolled continuously all year, so satisfied.

So the member is in the denominator.

Exclusions evaluated before numerator. E1: the ED visit resulted in an inpatient admission (inpatient psychiatric unit the same day). So the visit is excluded. E2: death during 30 days — member alive throughout, no.

So status = "excluded", reason: ED visit on 2026-09-08 resulted in same-day inpatient admission, meeting exclusion E1.

QM-FUM requires the two further keys:
"met_7_day": false (excluded members report both false)
"met_30_day": false

Let me double-check the follow-up: visit 2026-09-18 with psychiatrist. Day after ED visit is day 1, so 2026-09-09 is day 1, 2026-09-15 is day 7, 2026-09-18 is day 10. So the 7-day would not be met, 30-day would be met — but since excluded, both are reported as false per instructions: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false."

So:
- status: "excluded"
- reason: "The 2026-09-08 ED visit (F31.9) resulted in a same-day inpatient psychiatric admission, meeting exclusion E1."
- met_7_day: false
- met_30_day: false

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

"The 2026-09-08 emergency department visit resulted in a same-day inpatient psychiatric admission, meeting exclusion E1." — that's about 17 words. Good.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit (F31.9) resulted in a same-day inpatient psychiatric admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 487 tokens
Let me work through this carefully.

Measure QM-FUM. Member 40404, DOB 1969-03-21, so age 57 at the time of the ED visit (2026-09-08). Age requirement met (6 years or older).

Event: ED visit with principal mental health diagnosis F31.9 (F31.9 is in F01-F99, not F17.-), between 2026-01-01 and 2026-12-01. The visit is on 2026-09-08, which qualifies. Continuous enrolment: 2026-01-01 through 2026-12-31, continuous — enrolment from visit date through 30 days after is satisfied.

So the member is in the denominator.

Exclusions before numerator: E1 — the ED visit results in an inpatient admission. Yes, admitted to inpatient psychiatric unit the same day. So excluded under E1.

Status: "excluded".

Reason: one sentence under 30 words naming the specific criterion. Something like: "The 2026-09-08 emergency department visit for F31.9 resulted in a same-day inpatient psychiatric admission, meeting required exclusion E1."

QM-FUM requires two further keys: met_7_day and met_30_day. For a member who is "excluded", report both as false.

So:
- status: "excluded"
- reason: "ED visit on 2026-09-08 for bipolar disorder (F31.9) led to a same-day inpatient admission, meeting required exclusion E1." — under 30 words. Count: "ED(1) visit(2) on(3) 2026-09-08(4) for(5) bipolar(6) disorder(7) (F31.9)(8) led(9) to(10) a(11) same-day(12) inpatient(13) admission,(14) meeting(15) required(16) exclusion(17) E1.(18)" — 18 words, fine.
- met_7_day: false
- met_30_day: false

Note: even though the member had an office visit with a psychiatrist on 2026-09-18, which is 10 days after (day 1 = 2026-09-09, so 2026-09-18 is day 10), that would meet N30 but not N7. But exclusion takes precedence — "A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'." So status is excluded, and both flags reported as false per instruction.

Output exactly one JSON code block with these four keys.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit for F31.9 resulted in a same-day inpatient psychiatric admission, meeting required exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 383 tokens
Let me work through this measure carefully.

Member 40404, DOB 1969-03-21. Age at ED visit (2026-09-08): 57 years old. Age 6+ requirement met.

Event: ED visit 2026-09-08 with principal diagnosis F31.9 — F31.9 is within F01-F99, not F17.- tobacco. Visit date is between 2026-01-01 and 2026-12-01 (2026-09-08 is before 2026-12-01). So it enters the denominator.

Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. So from visit date through 30 days after (2026-10-08), continuous. Met.

Exclusions evaluated before numerator:
E1: The ED visit results in an inpatient admission or observation stay of any length. Member admitted to inpatient psychiatric unit same day (2026-09-08), discharged 2026-09-14. So E1 applies. The visit is excluded.

E2: Death during 30 days — member alive throughout, no.

So status: "excluded". Reason: E1 — ED visit resulted in inpatient admission (inpatient psychiatric unit, admitted 2026-09-08).

met_7_day: false (per instructions, for excluded members report both as false).
met_30_day: false.

Note: the office visit with a psychiatrist on 2026-09-18 is 10 days after 2026-09-08 — would satisfy N30 but not N7 (day 1 is 09-09, day 7 is 09-15; visit on 09-18 is day 10). But since excluded, report both false.

Reason: one sentence under 30 words naming the specific criterion or date that decided it. "ED visit on 2026-09-08 led to same-day inpatient psychiatric admission (E1), so the visit is excluded." That's under 30 words.

Status: "excluded".
json{
  "status": "excluded",
  "reason": "The 2026-09-08 ED visit (F31.9) resulted in a same-day inpatient psychiatric admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Max · Alibaba5.6s · 213 out | 5.9s · 291 out | 12.1s · 522 out
Attempt 1
Reasoning · 139 tokens
We need answer JSON only. Need analyze measure QM-FUM. Member DOB 1969-03-21. ED visit 2026-09-08 principal F31.9 mental health, age 57, within Jan1-Dec1. Enrolment continuous through 30 days after. But exclusion E1: ED visit results in inpatient admission same day. So excluded. For excluded report met_7_day false met_30_day false. Reason under 30 words naming criterion/date. Need exact keys status reason met_7_day met_30_day. Ensure no extra. JSON fenced only.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in same-day inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 218 tokens
We need answer JSON only. Need analyze measure. Member DOB 1969-03-21, age 57 at ED 2026-09-08. Eligible age. ED visit principal mental health F31.9 within Jan1-Dec1. Continuous enrollment from ED through 30 days after? Enrolled full year. Exclusions evaluated before numerator. E1: ED visit results in inpatient admission same day. Therefore excluded. For QM-FUM need met_7_day false, met_30_day false for excluded. Reason under 30 words naming criterion/date. Maybe "ED visit on 2026-09-08 resulted in same-day inpatient admission, meeting exclusion E1." Count words? ED(1) visit2 on3 2026-09-084 resulted5 in6 same-day7 inpatient8 admission,9 meeting10 exclusion11 E1.12 good. Status excluded. Ensure JSON only fenced.
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 448 tokens
We need answer task. Need produce exactly one fenced JSON block. Need analyze measure QM-FUM. Member 40404 DOB 1969-03-21. Enrolment continuous 2026. History: 2026-09-08 ED visit principal diagnosis F31.9 bipolar. Admitted to inpatient psychiatric unit same day, discharged 2026-09-14. 2026-09-18 office visit psychiatrist. Alive.

Need status, reason, met_7_day, met_30_day.

Eligible denominator: age >=6 as of ED visit yes. ED visit principal mental health F01-F99 excluding F17; F31.9 yes, between 2026-01-01 and 2026-12-01 yes 2026-09-08. Continuous enrollment from ED visit through 30 days after no gaps yes.

Exclusions evaluated before numerator. E1: ED visit results in inpatient admission or observation stay any length. Here admitted to inpatient psychiatric unit same day. So excluded. E2 no death. Therefore status excluded. Reason under 30 words naming criterion/date. E.g. "ED visit on 2026-09-08 resulted in same-day inpatient admission, meeting exclusion E1." Count words? ED(1) visit2 on3 2026-09-08 4 resulted5 in6 same-day7 inpatient8 admission,9 meeting10 exclusion11 E1.12 fine. For excluded, met_7_day false, met_30_day false per instructions. Need JSON only. Ensure no extra keys. Could include status reason met_7_day met_30_day.

Double-check if the follow-up visit 2026-09-18 irrelevant due exclusion. Yes.

Need final exactly fenced json. Ensure booleans lowercase true/false? JSON uses true/false. For excluded false.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 emergency department visit resulted in same-day inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Terra · OpenAI2.3s · 48 out | 1.5s · 53 out | 1.1s · 53 out
Attempt 1
json{"status":"excluded","reason":"The 2026-09-08 emergency department visit resulted in a same-day inpatient admission.","met_7_day":false,"met_30_day":false}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status":"excluded","reason":"The 2026-09-08 emergency department visit resulted in a same-day inpatient admission, meeting exclusion E1.","met_7_day":false,"met_30_day":false}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status":"excluded","reason":"The 2026-09-08 emergency department visit resulted in a same-day inpatient admission, meeting exclusion E1.","met_7_day":false,"met_30_day":false}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 Flash · Z.ai7.3s · 481 out | 12.4s · 512 out | 15.9s · 574 out
Attempt 1
Reasoning · 369 tokens
Let me work through this.

Member 40404, DOB 1969-03-21. ED visit 2026-09-08, principal diagnosis F31.9 (bipolar disorder, which is in F01-F99 and not F17). Age at visit: 57 years old, so ≥6 years. Enrolment continuous 2026-01-01 to 2026-12-31, so continuous enrolment through visit + 30 days satisfied.

So the member would enter the denominator... but check exclusions first. E1: the ED visit results in an inpatient admission — admitted to inpatient psychiatric unit the same day, discharged 2026-09-14. That's an inpatient admission of any length. So E1 applies: excluded.

Per the task instructions: "A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'." Also for QM-FUM, if excluded, report met_7_day and met_30_day as false.

Even though there was a psychiatrist office visit on 2026-09-18 (10 days after — actually let's check: visit 2026-09-08, day after is 09-09 as day 1, so day 7 is 09-15; day 10 is 09-18. So meets N30 but not N7. But since excluded, we report both as false per instructions).

Status: "excluded". Reason: ED visit resulted in inpatient admission (E1), under 30 words.

Reason: "ED visit on 2026-09-08 resulted in same-day inpatient psychiatric admission through 2026-09-14, meeting exclusion E1 regardless of follow-up."

Word count check: that's about 20 words. Fine.

met_7_day: false, met_30_day: false (per instruction for excluded members).

Output exactly one fenced JSON block.
json{
  "status": "excluded",
  "reason": "ED visit 2026-09-08 resulted in same-day inpatient psychiatric admission (discharged 2026-09-14), meeting exclusion E1 regardless of follow-up.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 442 tokens
Let me analyze this member record against the QM-FUM specification.

Member: 40404, DOB 1969-03-21 (age 57 at ED visit on 2026-09-08, so ≥6 years — age criterion met).

Event: ED visit 2026-09-08 with principal diagnosis F31.9 (bipolar disorder, within F01-F99, not F17) — that's within the measurement year and before 2026-12-01.

Enrollment: continuous 2026-01-01 through 2026-12-31 — covers ED visit through 30 days after.

Numerator: office visit with psychiatrist on 2026-09-18, which is 10 days after 2026-09-08. So N7 not met (day 1 = 2026-09-09, day 7 = 2026-09-15; 09-18 is day 10). N30 met (within 30 days). But wait — exclusion E1 applies first.

E1: ED visit results in inpatient admission — admitted to inpatient psychiatric unit same day. So exclusion E1 applies. Status = "excluded".

Per the instructions: exclusions are evaluated before the numerator. Member meets both exclusion and numerator → "excluded", not "compliant".

For QM-FUM excluded members, report met_7_day and met_30_day as both false.

Wait — "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." So even though a follow-up visit occurred on 2026-09-18 (day 10, within 30 days), I must report both as false because the member is excluded.

Reason: one sentence, under 30 words, naming the specific criterion — E1 inpatient admission.

Reason: "ED visit on 2026-09-08 resulted in same-day inpatient psychiatric admission, meeting exclusion E1." — under 30 words.

Keys: status, reason, met_7_day, met_30_day.
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient psychiatric admission, meeting exclusion E1, which is evaluated before the numerator.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 502 tokens
Let me work through this.

Member 40404:
- DOB 1969-03-21, so age 57 at ED visit date 2026-09-08. Age 6+ satisfied.
- ED visit 2026-09-08 with principal diagnosis F31.9 (bipolar disorder, F30-F39 range, within F01-F99, not F17). Within measurement window 2026-01-01 to 2026-12-01. Qualifying event.
- Continuous enrolment 2026-01-01 to 2026-12-31, covers visit through 30 days after (2026-10-08). Satisfied.
- Exclusion E1: ED visit results in an inpatient admission — admitted to inpatient psychiatric unit the same day, discharged 2026-09-14. That's an inpatient admission. So excluded under E1.
- Even though there was a follow-up office visit with psychiatrist on 2026-09-18 (day 10 after ED visit, meets 30-day but not 7-day: day 1 = 2026-09-09, day 7 = 2026-09-15; 2026-09-18 is day 10, so met_7_day false, met_30_day true) — but exclusions are evaluated before the numerator, and for excluded members under QM-FUM we report both met_7_day and met_30_day as false.

So status: "excluded", reason: E1 — inpatient admission following the ED visit. met_7_day: false, met_30_day: false.

Reason must be one sentence under 30 words naming the specific criterion. E.g., "Excluded under E1: the 2026-09-08 ED visit resulted in same-day inpatient psychiatric admission, removing the visit from the denominator." That's under 30 words.

Count words: Excluded(1) under(2) E1:(3) the(4) 2026-09-08(5) ED(6) visit(7) resulted(8) in(9) same-day(10) inpatient(11) psychiatric(12) admission,(13) removing(14) the(15) visit(16) from(17) the(18) denominator(19). Fine.

Output exactly one fenced JSON block.
json{
  "status": "excluded",
  "reason": "Excluded under E1: the 2026-09-08 ED visit resulted in a same-day inpatient psychiatric admission, removing the visit from the denominator.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Hunyuan 4 · Tencent27.8s · 1,720 out | 56.3s · 3,136 out | 25.6s · 1,325 out
Attempt 1
Reasoning · 1,641 tokens
We need answer JSON only. Need evaluate member against QM-FUM.

Let's parse record.
Member DOB 1969-03-21. Measurement year 2026. ED visit date 2026-09-08. Age as of date of ED visit: in 2026, birthday 1969-03-21 means on 2026-09-08 they are 57 (turned 57 in March 2026). Age 6 or older yes.
Event: ED visit with principal mental health diagnosis F01-F99 excluding F17.- tobacco use. Principal diagnosis F31.9 bipolar disorder. F31 is in F01-F99, not F17. So qualifies as event. Date between 2026-01-01 and 2026-12-01. 2026-09-08 is between Jan 1 and Dec 1 inclusive? Spec: between 2026-01-01 and 2026-12-01. Visits after 2026-12-01 excluded. 09-08 is not after 12-01, so qualifies.
Continuous enrolment: from date of ED visit through 30 days after, no gaps. ED date 2026-09-08, 30 days after is 2026-10-08? Need count: from date through 30 days after. Enrolment 2026-01-01 through 2026-12-31 continuous, so yes covers.

Exclusions evaluated before numerator.
E1: The ED visit results in an inpatient admission or observation stay of any length. Report visit as excluded, not non-compliant.
Record: 2026-09-08 ED visit, principal diagnosis F31.9, bipolar disorder. Admitted to inpatient psychiatric unit the same day, discharged 2026-09-14. That's an inpatient admission resulting from ED visit (same day admitted). So meets E1. Thus the visit is excluded. Member meets exclusion. Status = "excluded". Since excluded, met_7_day and met_30_day both false per instructions: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." So both false.

Need reason: one sentence, under 30 words, naming specific criterion or date that decided it. Should say E1 inpatient admission on 2026-09-08 resulted from the ED visit, so excluded. Need be careful: The ED visit on 2026-09-08 resulted in an inpatient admission to psychiatric unit same day (discharged 2026-09-14), meeting exclusion E1. That's specific. Under 30 words.

Let's draft reason: "The 2026-09-08 ED visit resulted in a same-day inpatient psychiatric admission (discharged 2026-09-14), meeting QM-FUM exclusion E1." Count words: The(1) 2026-09-08(2) ED(3) visit(4) resulted(5) in(6) a(7) same-day(8) inpatient(9) psychiatric(10) admission(11) (discharged(12) 2026-09-14),(13) meeting(14) QM-FUM(15) exclusion(16) E1.(17) Under 30. Good. Could mention "so excluded". But okay.

Need JSON keys: "status", "reason", "met_7_day", "met_30_day". For QM-FUM items require two further keys. Since excluded, both false. Use JSON boolean false, not string.

Check if any nuance: The ED visit resulted in inpatient admission. Does E1 require "results in an inpatient admission or an observation stay of any length". The admission was to inpatient psychiatric unit same day, discharged 2026-09-14. Yes. So excluded. Not eligible? No, age and event and enrolment met, so denominator entered, but exclusion removes. Status excluded. met_7_day/met_30_day false.

Need consider if multiple visits? Only one ED visit. Each qualifying visit counted separately. One visit. The numerator: follow-up psychiatrist office visit 2026-09-18. ED date 09-08. Day after is day1 = 09-09. Within 7 days: days 09-09 (1), 09-10 (2), 09-11 (3), 09-12 (4), 09-13 (5), 09-14 (6), 09-15 (7). 09-18 is day 10, so not within 7 days. Within 30 days: yes, day 10 is within 30. But because excluded due to E1, both reported false, not based on actual numerator. The instruction: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." So yes false.

Potential issue: Continuous enrolment from ED visit through 30 days after. Enrolment 2026-01-01 through 2026-12-31 continuous, so fine. Death? Member alive throughout. So E2 not met.

Need reason one sentence under 30 words. We can mention "E1". Need maybe "exclusion E1, not non-compliant". But reason just needs to name criterion/date that decided it. Let's make sure not too many words. Draft: "The 2026-09-08 ED visit led to a same-day inpatient psychiatric admission (discharged 2026-09-14), satisfying QM-FUM exclusion E1." Count: The(1) 2026-09-08(2) ED(3) visit(4) led(5) to(6) a(7) same-day(8) inpatient(9) psychiatric(10) admission(11) (discharged(12) 2026-09-14),(13) satisfying(14) QM-FUM(15) exclusion(16) E1.(17) Under 30. Good.

Alternative: "ED visit on 2026-09-08 resulted in inpatient admission discharged 2026-09-14, meeting required exclusion E1." Count 15. Fine.

Need ensure output exactly one fenced JSON code block and nothing else. No preamble. Use code block with json. Let's prepare:

```json
{
  "status": "excluded",
  "reason": "The 2026-09-08 ED visit led to a same-day inpatient psychiatric admission (discharged 2026-09-14), satisfying QM-FUM exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
```

Check key naming: "met_7_day" and "met_30_day" as specified. Boolean false. Status string exactly "excluded". reason string one sentence under 30 words. Yes.

Let's verify if reason ends with period, still one sentence. Under 30 words. Good.

Any nuance about "Admitted to the inpatient psychiatric unit the same day, discharged 2026-09-14" means observation? No, inpatient admission. E1 includes inpatient admission or observation stay of any length. So excluded.

One more nuance: The ED visit principal diagnosis F31.9. F31 is bipolar disorder, in F30-F31? Actually F01-F99 includes F31. Yes. Not F17. Good.

Could the visit date be after 2026-12-01? No, September. Good.

The measurement year is 2026; ED visit in September. Follow-up window: 30 days after ED visit = Oct 8, within measurement year. Since excluded anyway.

Final answer JSON block only. Ensure no trailing text.

Let's produce final.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 ED visit led to a same-day inpatient psychiatric admission (discharged 2026-09-14), satisfying QM-FUM exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 3,072 tokens
We need answer JSON for QM-FUM. Let's parse task.

Measure specification QM-FUM Follow-Up After Emergency Department Visit for Mental Illness. Measurement year 2026.

Denominator: Age 6+ 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. Continuous enrolment from date of ED visit through 30 days after, no gaps.

Numerator: N7 follow-up with mental health practitioner within 7 days after ED visit, counting day after as day1. N30 within 30 days. Same calendar day as ED visit doesn't count. Meeting N7 also meets N30.

Required 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 visit.

Member record: DOB 1969-03-21. Enrolment 2026-01-01 through 2026-12-31 continuous. History: 2026-09-08 ED visit, principal diagnosis F31.9 bipolar disorder. Admitted to inpatient psychiatric unit same day, discharged 2026-09-14. 2026-09-18 office visit with psychiatrist. Alive throughout.

We need status: compliant/non_compliant/excluded/not_eligible. For QM-FUM, also met_7_day boolean, met_30_day boolean. For excluded/not_eligible, report both as false.

Let's evaluate.

Age on 2026-09-08: DOB 1969-03-21. As of 2026-09-08, member is 57 years old (2026-1969=57, birthday March passed). Age >=6, so meets age.

Event: ED visit 2026-09-08 with principal dx F31.9 bipolar disorder. F31 is in F01-F99 (bipolar disorder is F31). Not F17. Date between 2026-01-01 and 2026-12-01? Yes, 2026-09-08 is before 2026-12-01. So qualifying ED visit. Each qualifying visit counted separately. There's one qualifying visit. Continuous enrolment from date ED visit through 30 days after: ED date 2026-09-08. 30 days after ED visit? We need continuous enrolment from date of ED visit through 30 days after. Enrolment is 2026-01-01 through 2026-12-31 continuous. 30 days after 2026-09-08 is 2026-10-08. Enrolment covers through 2026-12-31, so yes continuous enrolment met.

Now exclusions before numerator. E1: ED visit results in inpatient admission or observation stay of any length. Record says Admitted to inpatient psychiatric unit the same day, discharged 2026-09-14. That is inpatient admission. So E1 exclusion met. Report the visit as excluded, not non-compliant. Because member meets required exclusion E1, status = "excluded". They are removed from denominator. Even though there was a follow-up visit 2026-09-18 with psychiatrist (10 days after? Let's compute: ED 2026-09-08. Day after is day 1 = 2026-09-09. Follow-up within 7 days means by day 7? Counting day after as day 1. Within 7 days after ED visit means days 1-7 inclusive? Let's check: "within 7 days after the emergency department visit, counting the day after the visit as day 1." If day after is day 1, then 7 days after? Typically day 1 = 09-09, day 7 = 09-15. Within 7 days after means on or before day 7, i.e., dates 09-09 through 09-15. A visit on 09-18 is 10 days after? Let's compute: 09-08 to 09-18 difference 10 days. Day count: 09-09 day1, 09-10 day2, 09-11 day3, 09-12 day4, 09-13 day5, 09-14 day6, 09-15 day7, 09-16 day8, 09-17 day9, 09-18 day10. So 09-18 is day 10, within 30 days (day 1 = 09-09, day 30 = 10-08). So follow-up is within 30 days, not within 7 days. But because excluded by E1, status excluded, met_7_day false and met_30_day false per instruction: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." So both false.

Need reason: one sentence, under 30 words, naming specific criterion or date that decided it. Since status excluded, reason must name the specific criterion or date that decided it: E1 inpatient admission same day as ED visit (2026-09-08). The ED visit resulted in inpatient admission (E1). Or "ED visit on 2026-09-08 resulted in an inpatient admission (E1), so the visit is excluded." Need under 30 words. Let's craft.

Potential reason: "The 2026-09-08 emergency department visit resulted in a same-day inpatient psychiatric admission, meeting exclusion E1." Count words: The(1) 2026-09-08(2) emergency(3) department(4) visit(5) resulted(6) in(7) a(8) same-day(9) inpatient(10) psychiatric(11) admission,(12) meeting(13) exclusion(14) E1.(15) That's 15 words. Under 30. Good. It names specific criterion E1 and date. Or mention "E1" required. The measure says E1: ED visit results in inpatient admission or observation stay of any length. Report visit as excluded. Our reason: "ED visit on 2026-09-08 resulted in an inpatient admission on the same day, meeting exclusion E1." Word count: ED(1) visit(2) on(3) 2026-09-08(4) resulted(5) in(6) an(7) inpatient(8) admission(9) on(10) the(11) same(12) day,(13) meeting(14) exclusion(15) E1.(16). Good.

Need output exactly one fenced JSON code block. Keys: status, reason, met_7_day, met_30_day. For QM-FUM need those two further keys. Let's verify if any other keys required? Task says: "Items drawn from measure QM-FUM require two further keys: met_7_day boolean, met_30_day boolean". Required JSON keys: status, reason. Plus those two. So JSON object:
{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in an inpatient admission on the same day, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}

Check status string exactly: "excluded". Yes.

Wait, is there any nuance about "Each qualifying visit is counted separately." Member had one ED visit. It was excluded. So denominator event excluded. The member is not in denominator (excluded). Status excluded. met_7_day and met_30_day false as instructed.

Let's double-check continuous enrolment wording: from date of ED visit through 30 days after, no gaps. Enrolment 2026-01-01 through 2026-12-31 continuous. The 30 days after ED visit: If ED visit date is 2026-09-08, 30 days after is 2026-10-08. Enrolment covers it.

Age: as of date of ED visit 2026-09-08. DOB 1969-03-21. Age = 57. >=6 yes.

Event diagnosis: F31.9 is bipolar disorder. Is bipolar disorder a mental health diagnosis under F01-F99? Yes, F31 is mood [affective] disorders, bipolar. Not F17. So principal mental health diagnosis.

ED visit between 2026-01-01 and 2026-12-01 inclusive? The spec: "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." It says between 2026-01-01 and 2026-12-01. Does "between...and..." include 2026-12-01? It says visits after 2026-12-01 are excluded, implying on or before 2026-12-01 qualifies? Actually "between 2026-01-01 and 2026-12-01. Visits after 2026-12-01 are excluded" means visits after Dec 1 excluded; visits on Dec 1? Wait: to close 30-day window inside measurement year, if ED visit is on 2026-12-01, 30 days after is 2026-12-31? Let's compute: ED 12-01, day after 12-02 day1, day30 = 12-31. So follow-up can be on 12-31, which is inside measurement year. So visit on 2026-12-01 is allowed. Visits after 2026-12-01 (i.e., 12-02 onward) would have 30-day window extend into 2027, so excluded. Our visit 09-08 is well within.

Exclusion 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." The record: "Admitted to the inpatient psychiatric unit the same day, discharged 2026-09-14." Results in inpatient admission. Yes exclusion.

Follow-up office visit 2026-09-18 with psychiatrist: Since excluded, we don't evaluate numerator? Actually exclusions evaluated before numerator. A member who meets both an exclusion and the numerator is "excluded", not "compliant". We did evaluate exclusion first, found excluded. The numerator event (follow-up) actually occurred on 09-18, within 30 days (met_30_day would be true if we evaluated, but not 7-day). But because excluded, we report both met_7_day and met_30_day as false per instruction. Yes.

Need ensure reason is one sentence, under 30 words. Our sentence ends with period. It is one sentence. Word count: "ED visit on 2026-09-08 resulted in an inpatient admission on the same day, meeting exclusion E1." Let's count tokens by words: ED(1) visit(2) on(3) 2026-09-08(4) resulted(5) in(6) an(7) inpatient(8) admission(9) on(10) the(11) same(12) day,(13) meeting(14) exclusion(15) E1.(16) 16 words. Good.

Should we say "required exclusion E1" or "exclusion E1"? The measure calls them "REQUIRED EXCLUSIONS E1." "meeting exclusion E1" is fine. Maybe "meeting required exclusion E1" adds word. Does it name specific criterion? Yes E1. The date 2026-09-08 included. Could also say "discharged 2026-09-14" but not needed. The criterion is E1. Let's maybe write: "The 2026-09-08 emergency department visit resulted in same-day inpatient admission, meeting exclusion E1." Count: The(1) 2026-09-08(2) emergency(3) department(4) visit(5) resulted(6) in(7) same-day(8) inpatient(9) admission,(10) meeting(11) exclusion(12) E1.(13). Even shorter. But need name specific criterion or date that decided it. It names date and E1. However, the exact reason: "ED visit on 2026-09-08 resulted in a same-day inpatient admission, meeting exclusion E1." Good.

Double-check boolean values in JSON: false not "false". Yes.

Now produce final answer with exactly one fenced JSON code block and nothing else.

```json
{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in a same-day inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
```

Wait, reason sentence: "ED visit on 2026-09-08 resulted in a same-day inpatient admission, meeting exclusion E1." Is this one sentence? Yes. Under 30 words? Yes ~14. It names specific criterion (exclusion E1) and date (2026-09-08). Good.

Let's verify if any need to mention denominator or numerator? No.

One more nuance: Exclusions are evaluated before numerator. "A member who meets both an exclusion and the numerator is 'excluded', not 'compliant'." We have follow-up on 09-18 within 30 days. If we had evaluated numerator, N30 would be true. But because excluded, both false. The instruction: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." So even though met_30_day would be true, report false. Good.

Another nuance: The ED visit resulted in inpatient admission. The measure says "Report the visit as excluded, not as non-compliant." There is only one visit. The member status is excluded. The reason should refer to the visit being excluded. "ED visit ... meeting exclusion E1." Good.

Could status be "excluded" or does the member have another qualifying ED visit? No only one. So excluded.

Now final. Ensure no other text. Use fenced code block with json. Nothing else.
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in a same-day inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,254 tokens
We need answer JSON. Need apply QM-FUM.

Let's parse member record. DOB 1969-03-21. Measurement year 2026. ED visit date 2026-09-08. Age >=6 as of date? In 2026, birthday March 21, so age 57. Yes.

Event: ED visit with principal mental health diagnosis F31.9 (bipolar, not F17 tobacco). Between 2026-01-01 and 2026-12-01. Date 2026-09-08, yes before 2026-12-01.

Continuous enrolment: from date of ED visit through 30 days after, no gaps. Enrolment 2026-01-01 through 2026-12-31 continuous. ED 2026-09-08, 30 days after is 2026-10-08. Enrolled through 12-31. So continuous. Member alive throughout.

Exclusions evaluated before numerator.
E1. ED visit results in inpatient admission or observation stay of any length. Report visit excluded, not non-compliant. Record: 2026-09-08 ED visit principal dx F31.9. Admitted to inpatient psychiatric unit same day, discharged 2026-09-14. That is an inpatient admission resulting from ED visit. Thus E1 met: excluded.

Need output keys: status, reason, plus for QM-FUM, met_7_day and met_30_day booleans. For excluded or not_eligible under QM-FUM, report both as false. So met_7_day false, met_30_day false.

Need reason: one sentence, under 30 words, naming specific criterion or date that decided it. It should say excluded because ED visit on 2026-09-08 resulted in inpatient admission (discharged 2026-09-14), meeting exclusion E1. Let's count words. Need under 30 words.

Possible reason: "Excluded under E1: the 2026-09-08 emergency department visit resulted in an inpatient psychiatric admission discharged 2026-09-14." Count: Excluded(1) under(2) E1:(3) the(4) 2026-09-08(5) emergency(6) department(7) visit(8) resulted(9) in(10) an(11) inpatient(12) psychiatric(13) admission(14) discharged(15) 2026-09-14(16). 16 words, fine. Need maybe "meeting exclusion E1" instead of "Excluded under E1". Maybe: "Meets exclusion E1: the 2026-09-08 ED visit resulted in an inpatient psychiatric admission discharged 2026-09-14." Count: Meets(1) exclusion(2) E1:(3) the(4) 2026-09-08(5) ED(6) visit(7) resulted(8) in(9) an(10) inpatient(11) psychiatric(12) admission(13) discharged(14) 2026-09-14(15). Under 30.

Status: "excluded".

Need reason string exactly? "Meets exclusion E1: the 2026-09-08 ED visit resulted in an inpatient psychiatric admission discharged 2026-09-14." Wait "ED" maybe okay. It names criterion and date. Good.

Need ensure no extra keys. JSON keys: status, reason, met_7_day, met_30_day. Since QM-FUM requires those two further keys. Yes.

Let's double-check if there is any nuance: "Each qualifying visit is counted separately." There's only one ED visit. It is excluded. The member also had office visit with psychiatrist on 2026-09-18, which is within 7 days? Count day after ED as day1: ED 09-08, day1 09-09, day7 09-15, day30 10-08. 09-18 is day10, so within 30 days but not 7 days. N30 would be met if not excluded. But because excluded, report both as false per instruction: For excluded or not_eligible under QM-FUM, report both as false. So met_7_day false, met_30_day false. That is explicit. Good.

Check continuous enrollment: from date through 30 days after: yes. Age: yes. Event within window. Meets denominator and exclusion. Status excluded.

Now produce exactly one fenced JSON code block and nothing else. No preamble. Ensure numbers? No money/dates? Dates in reason as ISO? We have date strings "2026-09-08" and "2026-09-14". That's fine. The output contract: Dates are ISO 8601. In reason, dates should be ISO. We used ISO.

JSON boolean lowercase true/false. met_7_day: false, met_30_day: false.

Let's compose final:

```json
{
  "status": "excluded",
  "reason": "Meets exclusion E1: the 2026-09-08 ED visit resulted in an inpatient psychiatric admission discharged 2026-09-14.",
  "met_7_day": false,
  "met_30_day": false
}
```

Check reason under 30 words. Count: Meets(1) exclusion(2) E1:(3) the(4) 2026-09-08(5) ED(6) visit(7) resulted(8) in(9) an(10) inpatient(11) psychiatric(12) admission(13) discharged(14) 2026-09-14(15). 15 words. Good.

One nuance: "Exclusion E1" vs "exclusion E1". Fine.

Need ensure no trailing comma. Valid JSON.

Let's final.
json{
  "status": "excluded",
  "reason": "Meets exclusion E1: the 2026-09-08 ED visit resulted in an inpatient psychiatric admission discharged 2026-09-14.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Flash · Alibaba7.0s · 411 out | 3.7s · 351 out | 7.6s · 333 out
Attempt 1
Reasoning · 338 tokens
We need answer JSON only. Need analyze task. We have measure QM-FUM. Member 40404 DOB 1969-03-21 age at 2026-09-08 = 57, >=6. ED visit principal F31.9 bipolar within 2026-01-01 to 2026-12-01. Continuous enrollment 2026-01-01 through 2026-12-31, includes from ED date through 30 days (2026-10-08) presumably yes. Exclusion E1: ED visit results in inpatient admission same day, so excluded. Required to report visit as excluded not non-compliant. Status excluded. Reason one sentence under 30 words naming criterion/date. Need met_7_day false, met_30_day false because excluded. JSON keys status, reason, met_7_day, met_30_day. Ensure no other keys, one fenced JSON code block.

Reason: "The 2026-09-08 ED visit resulted in same-day inpatient admission, meeting exclusion E1." Count words? The 1 2026-09-08 2 ED 3 visit 4 resulted 5 in 6 same-day 7 inpatient 8 admission 9 meeting 10 exclusion 11 E1 12. Under 30. Good. Could mention not eligible? It is excluded. Ensure JSON valid.
json{
  "status": "excluded",
  "reason": "The 2026-09-08 ED visit resulted in same-day inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 289 tokens
We need answer task in JSON only. Need analyze measure QM-FUM. Member DOB 1969-03-21 age on 2026-09-08 ~57, eligible age. ED visit 2026-09-08 between 2026-01-01 and 2026-12-01 principal F31.9 mental health, not F17. Continuous enrolment from visit through 30 days yes. But exclusion E1: ED visit results in inpatient admission or observation stay of any length. Admitted same day to inpatient psychiatric unit, discharged 9/14. Therefore excluded, removed denominator. For QM-FUM also require met_7_day and met_30_day. For excluded report both false. reason under 30 words: "ED visit resulted in same-day inpatient psychiatric admission, meeting exclusion E1 despite later follow-up." Count words? ED(1) visit2 resulted3 in4 same-day5 inpatient6 psychiatric7 admission8 meeting9 exclusion10 E1 11 despite12 later13 follow-up14. Under 30. Could name criterion. status excluded. JSON exact keys? status, reason, met_7_day, met_30_day. Need output only fenced JSON block.
json{
  "status": "excluded",
  "reason": "ED visit resulted in same-day inpatient psychiatric admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 270 tokens
We need answer in fenced JSON only. Need analyze. Measure QM-FUM. Member 40404 DOB 1969-03-21, age as of ED visit 2026-09-08 = 57, >=6. ED visit principal mental health F31.9, event between Jan1-Dec1, continuous enrolment. However history: ED visit results in inpatient admission same day, discharged 09-14. Required exclusion E1: ED visit results in inpatient admission or observation stay any length. Report visit excluded, not non-compliant. Follow-up office visit with psychiatrist 09-18 would maybe within 7 days? Day after ED 09-09 day1 through 09-15 day7? Actually 09-18 day 10, not N7 but N30 (09-18 day10). But exclusion before numerator. status excluded. reason: ED visit resulted in inpatient psychiatric admission, satisfying E1. Need met_7_day false, met_30_day false per excluded. Need JSON keys status, reason, met_7_day, met_30_day. Reason under 30 words. Ensure JSON only fenced.
json{
  "status": "excluded",
  "reason": "The emergency department visit resulted in an inpatient psychiatric admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K2.6 · Moonshot29.2s · 1,021 out | 6.0s · 852 out | 6.2s · 1,619 out
Attempt 1
Reasoning · 965 tokens
We need to apply measure QM-FUM to the member record.

First, understand the measure:

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 so follow-up window closes inside measurement year. Each qualifying visit counted separately.
- Continuous enrollment: 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 with mental health practitioner within 30 days after ED visit, counting day after as day 1.
- Visit on same calendar day as ED does NOT count.
- Member meeting N7 also meets N30.

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

Member record:
- Member 40404, DOB 1969-03-21. Age on 2026-09-08: 57 years old. >6.
- Enrollment: 2026-01-01 through 2026-12-31, continuous.
- History:
  - 2026-09-08 ED visit, principal dx F31.9 (bipolar). F31.9 is in F01-F99 and not F17.-, so qualifies.
    Also, date is 2026-09-08, which is between 2026-01-01 and 2026-12-01. Good.
  - Admitted to inpatient psychiatric unit same day (2026-09-08), discharged 2026-09-14.
  - 2026-09-18 Office visit with psychiatrist.

Now evaluate exclusions first:
- E1: ED visit results in an inpatient admission or observation stay of any length. Yes, admitted same day. So excluded.
- E2: Death during 30 days following visit. Member alive throughout. Not applicable.

Since E1 applies, status is "excluded". Reason: must be one sentence under 30 words naming the specific criterion or date that decided it. E.g., "Emergency department visit on 2026-09-08 resulted in an inpatient admission." Let's count words: "Emergency department visit on 2026-09-08 resulted in an inpatient admission." That's 10 words. Good.

For QM-FUM, if excluded or not eligible, report met_7_day and met_30_day as false.

Thus JSON:
{
  "status": "excluded",
  "reason": "Emergency department visit on 2026-09-08 resulted in an inpatient admission.",
  "met_7_day": false,
  "met_30_day": false
}

Double check: The office visit on 2026-09-18 is day 10 after ED (day after 9/8 is 9/9 = day1, 9/10=2, ..., 9/18=10). So it would have counted for N30 but not N7. But because of exclusion, we don't care. Must report false for both.

The reason should be under 30 words. "Emergency department visit on 2026-09-08 resulted in an inpatient admission." is fine.

The required keys are status, reason, met_7_day, met_30_day.

No extra keys.

Output exactly one fenced JSON code block.

Check formatting: plain number with two decimals if money, but none here. Dates are ISO 8601 if needed, but not in JSON keys. The reason string doesn't need date formatting beyond what it is.

Let's verify the counting of days just in case: The prompt says "counting the day after the visit as day 1". So ED on 9/8. Day after is 9/9 (day 1). 7 days after: 9/9,9/10,9/11,9/12,9/13,9/14,9/15. So N7 deadline is 9/15. N30 deadline is 30 days after, which would be 10/8? Let's count: 9/9 to 10/8 is 30 days. The visit on 9/18 is within 30 days. So N30 would be met if not excluded. But since excluded, false.

Everything looks good.

Final JSON.
json{
  "status": "excluded",
  "reason": "Emergency department visit on 2026-09-08 resulted in an inpatient admission.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 774 tokens
 We need to parse member record and apply measure QM-FUM. Let's restate measure spec.

Denominator: Age >=6 on ED visit date. Event: ED visit principal mental health diagnosis F01-F99 (excluding F17.-) between 2026-01-01 and 2026-12-01. Visit after 2026-12-01 excluded. Continuous enrollment: from ED visit date 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. N30: within 30 days after ED visit, same counting. Same calendar day as ED does NOT count. Member meeting N7 also meets N30.

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

Member: 40404, DOB 1969-03-21. Age on 2026-09-08 is 57. So age eligible.

Enrollment continuous 2026-01-01 through 2026-12-31. ED visit on 2026-09-08. Need continuous enrollment from 2026-09-08 through 30 days after: 2026-10-08. Enrollment covers yes.

Event: ED principal dx F31.9 (Bipolar disorder). F31 is within F01-F99, not F17. So qualifying event.

Visit date is 2026-09-08. On same day, admitted to inpatient psychiatric unit. This is an inpatient admission resulting from ED visit. Under exclusion 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." Since the member was admitted same day from ED, E1 applies. So this visit is excluded.

Because excluded, status is "excluded". No need to evaluate numerator. However, per instructions, for QM-FUM, for excluded or not_eligible, report met_7_day and met_30_day as false. Also need reason: one sentence under 30 words naming specific criterion or date.

We need to produce JSON with keys: "status", "reason", "met_7_day", "met_30_day". The status must be exactly one of allowed strings. Let's craft reason: "Excluded because the ED visit on 2026-09-08 resulted in an inpatient admission." That's 9 words, good.

Check: Are there any other visits? Only one ED visit. There is a follow-up office visit on 2026-09-18. But because E1 excludes the ED visit, we don't consider numerator. Also note that the follow-up visit is 10 days after ED (Sept 8 -> day after is 9, 7 days after is Sept 15? Let's compute: day after is Sept 9 (day 1). Day 7 is Sept 15. So Sept 18 is day 11, outside N7. For N30, day 30 is Oct 8. Sept 18 is day 11, within N30. But again excluded.

Thus JSON:

{
  "status": "excluded",
  "reason": "Excluded because the ED visit on 2026-09-08 resulted in an inpatient admission.",
  "met_7_day": false,
  "met_30_day": false
}

Need to ensure only one fenced JSON block and nothing else. Let's output exactly that.

Double-check measure details: "Emergency department visit results in an inpatient admission or an observation stay of any length." The record says "Admitted to the inpatient psychiatric unit the same day". That qualifies.

Age >=6 on date of visit: yes.

Enrollment: covers.

No death.

All good. 
json{
  "status": "excluded",
  "reason": "Excluded because the ED visit on 2026-09-08 resulted in an inpatient admission.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,288 tokens
 The user wants me to evaluate a member against the QM-FUM measure.

Let me break down the measure:

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

Denominator:
- Age: 6 years or older as of ED visit date.
- Event: ED visit with principal mental health diagnosis (F01-F99, excluding F17) between 2026-01-01 and 2026-12-01.
- Continuous enrollment: from ED visit through 30 days after.

Numerator:
- N7: Follow-up with mental health practitioner within 7 days after ED (day after = day 1).
- N30: Follow-up with mental health practitioner within 30 days after ED.

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

Member Record:
- Member 40404
- DOB: 1969-03-21 (age 57 in 2026, well over 6)
- Enrollment: 2026-01-01 through 2026-12-31, continuous.
- History:
  - 2026-09-08: ED visit, principal diagnosis F31.9 (bipolar disorder, F31 is in F01-F99 and not F17). This is between 2026-01-01 and 2026-12-01.
  - Same day (2026-09-08): Admitted to inpatient psychiatric unit.
  - Discharged 2026-09-14.
  - 2026-09-18: Office visit with psychiatrist.
  - Member alive throughout.

Analysis:
1. Is the member in the denominator?
   - Age > 6 on 2026-09-08? Yes, born 1969, so 57 years old.
   - Event: ED visit on 2026-09-08 with F31.9. F31 is mental health diagnosis, not F17. Date is within 2026-01-01 to 2026-12-01. Yes.
   - Continuous enrollment from 2026-09-08 through 30 days after (2026-10-08)? Enrollment is 2026-01-01 to 2026-12-31 continuous. So yes.
   - So member is in denominator.

2. Exclusions:
   - E1: ED visit results in inpatient admission or observation stay of any length. The record says admitted to inpatient psychiatric unit the same day (2026-09-08). So this ED visit resulted in an inpatient admission. Therefore, excluded.
   - E2: Death during 30 days? Member alive throughout. No.
   
   Since E1 applies, the visit is excluded. 

   Important note: Exclusions are evaluated before numerator. A member who meets both exclusion and numerator is "excluded", not "compliant".

3. For QM-FUM, status should be "excluded".

4. The required keys:
   - status: "excluded"
   - reason: one sentence, under 30 words, naming specific criterion or date that decided it.
   - met_7_day: false (for excluded, report both as false)
   - met_30_day: false

Let me check the follow-up just to be thorough:
- ED visit: 2026-09-08
- Follow-up on 2026-09-18: Day after ED is 2026-09-09 (day 1).
  - 2026-09-09 day 1
  - 2026-09-10 day 2
  - 2026-09-11 day 3
  - 2026-09-12 day 4
  - 2026-09-13 day 5
  - 2026-09-14 day 6
  - 2026-09-15 day 7
  - 2026-09-16 day 8
  - ... 2026-09-18 is day 10.
  So it is within 30 days (day 10), but not within 7 days.
  But again, excluded members report false for both.

Reason: Must reference the specific exclusion and date. Something like: "Excluded under E1 because the September 8, 2026 ED visit resulted in an inpatient admission."

Count words: Excluded (1) under (2) E1 (3) because (4) the (5) September (6) 8, (7) 2026 (8) ED (9) visit (10) resulted (11) in (12) an (13) inpatient (14) admission. (15) -> Under 30 words.

Or: "E1 exclusion applies: the September 8, 2026 emergency department visit resulted in same-day inpatient admission." -> Let's count: E1(1) exclusion(2) applies:(3) the(4) September(5) 8,(6) 2026(7) emergency(8) department(9) visit(10) resulted(11) in(12) same-day(13) inpatient(14) admission.(15) Good.

Actually, looking at the required keys format: "reason" string — one sentence, under 30 words, naming the specific criterion or date that decided it

I should make it clear.

Status: "excluded"
met_7_day: false
met_30_day: false

Let me double check: is there any trick about "Each qualifying visit is counted separately." There's only one visit here.

Is F31.9 a principal mental health diagnosis? Yes. F31 is Bipolar disorder. Excluding F17. The specification says "F01-F99, excluding F17.- tobacco use". F31 is not F17.

The date of the ED visit is 2026-09-08, which is before 2026-12-01. Good.

So final JSON:
```json
{
  "status": "excluded",
  "reason": "E1 exclusion: the September 8, 2026 ED visit resulted in same-day inpatient admission.",
  "met_7_day": false,
  "met_30_day": false
}
```

Wait, does the reason need to mention the specific criterion? Yes. I named E1. That should be fine.

Actually, let me make sure the wording is natural and under 30 words.
"Excluded under E1: the September 8, 2026 ED visit resulted in a same-day inpatient admission."
Words: Excluded(1) under(2) E1:(3) the(4) September(5) 8,(6) 2026(7) ED(8) visit(9) resulted(10) in(11) a(12) same-day(13) inpatient(14) admission.(15) Good.

Or maybe simpler:
"E1 applies because the September 8, 2026 ED visit resulted in same-day inpatient admission."
Words: E1(1) applies(2) because(3) the(4) September(5) 8,(6) 2026(7) ED(8) visit(9) resulted(10) in(11) same-day(12) inpatient(13) admission.(14)

All good.

I must ensure I do not include any extra keys or text outside the JSON block.
json{
  "status": "excluded",
  "reason": "E1 applies because the September 8, 2026 ED visit resulted in same-day inpatient admission.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V4 Pro · DeepSeek8.1s · 451 out | 8.9s · 555 out | 9.7s · 393 out
Attempt 1
Reasoning · 391 tokens
We are asked to apply QM-FUM to member 40404.

First, check eligibility: Age as of ED visit date: 2026-09-08. DOB: 1969-03-21. Age: 2026-1969=57. So age >= 6, okay.

Event: ED visit with principal mental health diagnosis (F01-F99, excluding F17.-). Diagnosis F31.9 is bipolar disorder, which is in F01-F99 and not F17, so qualifies.

Continuous enrolment: from date of ED visit through 30 days after. ED visit 2026-09-08, so 30 days after is 2026-10-08. Enrolment is continuous through 2026-12-31, so no gaps. So eligible for denominator.

Now check exclusions: E1: The ED visit results in an inpatient admission or observation stay of any length. The record says: "Admitted to the inpatient psychiatric unit the same day, discharged 2026-09-14." So the ED visit resulted in an inpatient admission. So this meets exclusion E1. Therefore, the visit is excluded.

E2: Death during 30 days after visit - member alive throughout, so not applicable.

Since the member meets exclusion E1, the status is "excluded". Reason: ED visit on 2026-09-08 resulted in inpatient admission (exclusion E1). Under 30 words.

For the additional keys "met_7_day" and "met_30_day": For a member who is excluded, report both as false.

Thus, output JSON:

{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in inpatient admission (exclusion E1).",
  "met_7_day": false,
  "met_30_day": false
}
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in inpatient admission (exclusion E1).",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 493 tokens
We are asked to evaluate member 40404 against measure QM-FUM for measurement year 2026. We need to determine the member's status: compliant, non_compliant, excluded, or not_eligible.

First, check eligibility for denominator:
- Age: dob 1969-03-21. As of 2026-09-08 (the ED visit), age is 57 (2026-1969=57, birthday already passed). >=6, okay.
- Event: ED visit on 2026-09-08 with principal mental health diagnosis F31.9 (bipolar disorder). F01-F99, excluding F17. F31 is included. Visit date is between 2026-01-01 and 2026-12-01 (since 09-08 is before 12-01). So event qualifies.
- Continuous enrollment: from ED visit date through 30 days after: 2026-09-08 to 2026-10-08. Enrollment record says continuous 2026-01-01 to 2026-12-31, so no gaps. Meets enrollment.

So the member enters the denominator unless an exclusion applies.

Now, check exclusions:
E1: "The emergency department visit results in an inpatient admission or an observation stay of any length." The history says: ED visit on 2026-09-08, admitted to inpatient psychiatric unit same day, discharged 2026-09-14. So the ED visit did result in an inpatient admission. Therefore, exclusion E1 applies. The visit is excluded from denominator.

E2: Death during 30 days. Alive throughout, so no.

Because the member meets exclusion E1, they are "excluded". They do not need to be evaluated for numerator. For the additional keys met_7_day and met_30_day, the instruction says: "For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false."

So status: "excluded". Reason: "Emergency department visit on 2026-09-08 resulted in inpatient admission on same day (E1)." Need to be under 30 words.

Check everything: The member is alive, age 57, enrolled continuously, ED visit with mental health diagnosis F31.9. But E1 applies, so excluded.

Thus JSON answer.
json{
  "status": "excluded",
  "reason": "Emergency department visit on 2026-09-08 resulted in inpatient admission on same day (E1).",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 340 tokens
We are evaluating member 40404 against QM-FUM.

First, check eligibility: age as of ED visit date (2026-09-08). DOB 1969-03-21, so age is 57 (2026 - 1969 = 57, birthday in March, so after March 21, 2026? Actually, ED visit is September 8, 2026, so member is 57 years old (born 1969, age 57 by September 8, 2026). So 6 or older: yes.

ED visit with principal diagnosis F31.9, which is F01-F99 excluding F17.-. F31.9 is bipolar disorder, not tobacco. So event qualifies.

Continuous enrollment: from ED visit date through 30 days after: 2026-09-08 to 2026-10-08. Enrollment is continuous 2026-01-01 through 2026-12-31, so no gaps. So eligible population.

Now exclusions: 
E1: The ED visit results in an inpatient admission or observation stay. Member was admitted to inpatient psychiatric unit the same day (2026-09-08) and discharged 2026-09-14. So yes, inpatient admission. Therefore, this ED visit is excluded from the denominator. 

We don't need to check numerator or E2 because exclusion applies. So status: "excluded". Reason: "The emergency department visit resulted in an inpatient admission (E1)."

For the extra keys: met_7_day and met_30_day: For excluded, report both as false.

Thus JSON.
json{
  "status": "excluded",
  "reason": "The emergency department visit resulted in an inpatient admission (E1).",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Luna · OpenAI1.8s · 102 out | 2.0s · 112 out | 2.2s · 117 out
Attempt 1
json{"status":"excluded","reason":"Excluded because the 2026-09-08 emergency department visit resulted in an inpatient admission.","met_7_day":false,"met_30_day":false}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"status":"excluded","reason":"Excluded because the 2026-09-08 emergency department visit resulted in an inpatient admission.","met_7_day":false,"met_30_day":false}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{"status":"excluded","reason":"Excluded because the 2026-09-08 emergency department visit resulted in an inpatient admission.","met_7_day":false,"met_30_day":false}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V4 Flash · DeepSeek3.6s · 174 out | 9.3s · 196 out | 8.7s · 179 out
Attempt 1
Reasoning · 98 tokens
We need to apply QM-FUM. Member has ED visit on 2026-09-08 with principal F31.9 (mental health). Age: born 1969-03-21, as of 2026-09-08 age 57, so ≥6. Enrolment continuous. But the ED visit resulted in inpatient admission same day (E1). So excluded. Thus status "excluded", met_7_day false, met_30_day false. Reason: admission to inpatient psychiatric unit same day triggers exclusion E1.
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient admission, triggering exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 142 tokens
We need answer JSON exactly. Need determine status for QM-FUM. Member ED visit 2026-09-08 principal F31.9, age 57. Qualifies event. Continuous enrolment through 30 days. Exclusion E1: ED visit results in inpatient admission same day. Thus excluded, not compliant. Need met_7_day and met_30_day false because excluded. reason under 30 words naming specific criterion: "ED visit resulted in inpatient admission same day, so visit is excluded under E1." Need keys status excluded, reason, met_7_day false, met_30_day false. Ensure exactly one fenced JSON block no extra.
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 106 tokens
We need to apply QM-FUM. Visit on 2026-09-08, principal mental health diagnosis F31.9 (qualifies). Age: born 1969-03-21, as of 2026-09-08 age 57, so >=6. Continuous enrolment yes. However, the visit resulted in an inpatient admission same day (E1). That is an exclusion. So status = "excluded". Also need met_7_day and met_30_day both false because excluded. Reason: cite exclusion E1 (inpatient admission from ED visit).
json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in inpatient admission, meeting exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Haiku 4.5 · Anthropic14.3s · 1,021 out | 16.2s · 1,391 out | 22.1s · 2,010 out
Attempt 1
Reasoning · 949 tokens
Let me analyze this member against the QM-FUM measure specification step by step.

**Step 1: Check if member enters the denominator (eligibility)**

1. **Age requirement**: Age 6 or older as of the ED visit date
   - DOB: 1969-03-21
   - ED visit: 2026-09-08
   - Age as of ED visit: 2026 - 1969 = 57 years old (will have been 57 on March 21, 2026)
   - ✓ Meets age requirement

2. **Event requirement**: ED visit with principal mental health diagnosis (F01-F99, excluding F17.-)
   - ED visit on 2026-09-08 with principal diagnosis F31.9 (bipolar disorder)
   - F31.9 is within F01-F99 range and is not F17.-, so this is a qualifying diagnosis
   - Visit date is 2026-09-08, which is between 2026-01-01 and 2026-12-01 ✓
   - ✓ Meets event requirement

3. **Continuous enrolment**: From ED visit date through 30 days after, no gaps
   - ED visit: 2026-09-08
   - Enrolment period: 2026-01-01 through 2026-12-31, continuous
   - 30 days after ED visit would be 2026-10-08
   - Member is enrolled continuously through 2026-12-31
   - ✓ Meets continuous enrolment requirement

Member is eligible for the denominator.

**Step 2: Check for required exclusions**

1. **E1 - Inpatient admission or observation stay**
   - The record states: "Admitted to the inpatient psychiatric unit the same day, discharged 2026-09-14"
   - The ED visit on 2026-09-08 resulted in an inpatient admission
   - ✓ This exclusion applies

2. **E2 - Death during 30 days following the visit**
   - Record states "Member alive throughout"
   - ✗ This exclusion does not apply

The member meets exclusion E1 — same-day inpatient admission following the ED visit. Since exclusions are evaluated before the numerator, a member meeting both an exclusion and the numerator criteria is classified as "excluded," not "compliant."

**Status: EXCLUDED**
**Reason**: Same-day inpatient admission after the ED visit (E1).

No need to evaluate numerator criteria for QM-FUM since the exclusion already determines the outcome.

date and criterion in a compact phrase.

Settling on: "ED visit resulted in inpatient psychiatric admission on 2026-09-08; excluded under E1." — concise, names both the date and the exclusion basis clearly.

json{
  "status": "excluded",
  "reason": "ED visit resulted in inpatient psychiatric admission on 2026-09-08; excluded under E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 1,329 tokens
Let me work through this quality measure step by step.

**MEASURE SPECIFICATION: QM-FUM**
- Measurement year: 2026-01-01 through 2026-12-31
- Measurement: Follow-up after an emergency department visit for mental illness

**MEMBER 40404 FACTS:**
- DOB: 1969-03-21, so age as of 2026-09-08 is 57 years old (older than 6 years)
- Enrollment: 2026-01-01 through 2026-12-31, continuous
- ED visit: 2026-09-08 with F31.9 (bipolar disorder - falls under F01-F99, not F17.-)
- Admitted to inpatient psychiatric unit same day, discharged 2026-09-14
- Office visit with psychiatrist: 2026-09-18
- Member alive throughout

**STEP 1: Determine if member is eligible (enters denominator)**

1. Age: 57 years old as of ED visit date (2026-09-08) ✓ (meets ≥6 years)
2. Event: ED visit on 2026-09-08 with principal mental health diagnosis F31.9
   - Date is between 2026-01-01 and 2026-12-01? Yes, 2026-09-08 is within this range ✓
   - Diagnosis is F01-F99 excluding F17.? Yes, F31.9 is bipolar disorder ✓
3. Continuous enrollment: From 2026-09-08 through 30 days after (2026-10-08)
   - Member enrolled continuously 2026-01-01 through 2026-12-31 ✓

Member enters the denominator ✓

**STEP 2: Check for exclusions**
The ED visit on 2026-09-08 led directly to admission into the inpatient psychiatric unit, with discharge on 2026-09-14 — this qualifies as an inpatient admission, triggering **E1**.

E2 (death within 30 days) doesn't apply, since the member remained alive.

**CONCLUSION:**
Because the ED visit resulted in an inpatient admission, the member is excluded under E1, and therefore the numerator doesn't apply — the final determination is "excluded."

For QM-FUM reporting, met_7_day and met_30_day should both be set to false given the exclusion status.

```json
{
  "status": "excluded",
  "reason": "ED visit resulted in inpatient admission (E1).",
  "met_7_day": false,
  "met_30_day": false
}
```

This reason is concise at 7 words, well under the 30-word limit, and names the specific triggering criterion (E1) along with the underlying fact — the inpatient admission.

The reason should be one clean sentence: "ED visit resulted in inpatient admission (E1)." — 7 words, satisfies the length constraint.

Exclusions take priority over the numerator per the rules: excluded overrides compliant, and denominator eligibility overrides everything. Here the member is denominator-eligible, triggers E1 via inpatient admission, so status is "excluded" regardless of the later 2026-09-18 follow-up — that visit doesn't matter once exclusion applies.

Final output:
```json
{
  "status": "excluded",
  "reason": "ED visit resulted in inpatient admission (E1).",
  "met_7_day": false,
  "met_30_day": false
}
```

json{
  "status": "excluded",
  "reason": "ED visit resulted in inpatient admission (E1).",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,936 tokens
Let me work through this QM-FUM measure step by step.

**MEMBER 40404 INFORMATION:**
- Date of birth: 1969-03-21
- Current date: 2026-09-02
- Age as of ED visit (2026-09-08): Born 1969-03-21, so on 2026-09-08 the member would be 57 years old. Age requirement is 6 or older, so MEETS.
- Enrolment: 2026-01-01 through 2026-12-31, continuous. The member has continuous enrollment.

**QUALIFYING EVENT - DENOMINATOR CHECK:**
- ED visit on 2026-09-08 with principal diagnosis F31.9 (bipolar disorder)
- F31.9 is in the range F01-F99 and is NOT F17.x (tobacco use), so it qualifies as a mental health diagnosis
- The visit date 2026-09-08 is between 2026-01-01 and 2026-12-01, so it falls within the eligible window (visits after 2026-12-01 are excluded)
- Age: 57 years old on 2026-09-08, which meets the "6 years or older" requirement
- Continuous enrollment from 2026-09-08 through 30 days after (through 2026-10-08): Member enrolled 2026-01-01 through 2026-12-31, continuous, so this is met.

The member qualifies for the denominator.

**EXCLUSION CHECKS:**

E1. The emergency department visit results in an inpatient admission or an observation stay of any length.
- The record states: "Admitted to the inpatient psychiatric unit the same day, discharged 2026-09-14"
- This is an inpatient admission (inpatient psychiatric unit) that resulted from the ED visit
- Same-day admission following the ED visit satisfies E1 directly

E2. Death during the 30 days following the visit.
- "Member alive throughout" — E2 does not apply

**CONCLUSION:**
E1 is met, so the member is "excluded" from the measure.

Reason: "ED visit on 2026-09-08 led to same-day inpatient psychiatric admission (E1 exclusion)."

Settling on: "ED visit on 2026-09-08 resulted in same-day inpatient admission, triggering exclusion E1" — under 30 words, names both date and criterion.

For QM-FUM, I also need met_7_day and met_30_day booleans. Since the member is excluded, both should reflect that exclusion status.

Confirming: instructions state excluded/not_eligible members get both flags set to false.

Final answer:
```json
{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient admission, triggering exclusion E1",
  "met_7_day": false,
  "met_30_day": false

The record confirms same-day admission to the inpatient psych unit, discharge 2026-09-14 — matching E1 exactly. Per the rules, exclusions take priority over the numerator, so even though there's a follow-up office visit on 2026-09-18 (10 days later, within both windows), it doesn't matter. The member is excluded, not compliant.

Both met_7_day and met_30_day should be false since excluded members always get false for these fields.

Status: excluded, with reason citing the same-day admission triggering E1.

json{
  "status": "excluded",
  "reason": "ED visit on 2026-09-08 resulted in same-day inpatient admission, exclusion E1.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V3.2 · DeepSeek1.8s · 49 out | 2.7s · 49 out | 3.1s · 46 out
Attempt 1
json{
    "status": "excluded",
    "reason": "ED visit resulted in inpatient admission (E1).",
    "met_7_day": false,
    "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "status": "excluded",
  "reason": "Emergency department visit resulted in inpatient admission on same day.",
  "met_7_day": false,
  "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
    "status": "excluded",
    "reason": "Emergency department visit resulted in inpatient admission.",
    "met_7_day": false,
    "met_30_day": false
}
Grader detail
json{
  "fields": [
    {
      "field": "status",
      "want": "excluded",
      "got": "excluded",
      "ok": true,
      "present": true
    },
    {
      "field": "met_7_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    },
    {
      "field": "met_30_day",
      "want": false,
      "got": false,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}