Colonoscopy one year outside the window
Record written for Parity against synthetic measure QM-CRC. The look-back is measured from the end of the measurement year, so 2016 falls outside.
Field mean
100.0
across 28 models
Models scoring 100
28
of 28
Models scoring 0
0
of 28
What the model was given
MEASURE QM-CRC — COLORECTAL CANCER SCREENING
Measurement year: 2026-01-01 through 2026-12-31.
ELIGIBLE POPULATION (denominator)
Age: 46 through 75 years as of 2026-12-31.
Continuous enrolment: the full measurement year with no more than one gap of up
to 45 days.
NUMERATOR — any one of the following, by the look-back window measured back from
2026-12-31:
N1. Faecal occult blood test or faecal immunochemical test during 2026.
N2. Stool DNA test during 2026 or the two years prior (three-year window).
N3. Flexible sigmoidoscopy during 2026 or the four years prior (five-year
window).
N4. CT colonography during 2026 or the four years prior (five-year window).
N5. Colonoscopy during 2026 or the nine years prior (ten-year window).
REQUIRED EXCLUSIONS
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31.
E2. Total colectomy any time on or before 2026-12-31.
E3. Hospice at any time during the measurement year.
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness
documented during the measurement year. Frailty alone does not exclude, and
advanced illness alone does not exclude.MEMBER RECORD
MEMBER 40202. Date of birth 1962-10-19, so 64 years old on 2026-12-31.
Enrolment: 2026-01-01 through 2026-12-31, continuous.
History:
2016-08-03 Colonoscopy, complete, no polyps.
2026-05-14 Office visit. Screening discussed, member declined.
No colorectal cancer, no colectomy, no hospice.json{
"kind": "fields",
"fields": {
"status": "non_compliant"
}
}Every model's answer
Sorted by score. Open a row for the response and, where the vendor exposes it, the reasoning behind it.
100Claude Fable 5.1 · Anthropic7.4s · 210 out | 4.3s · 165 out | 9.2s · 214 out
Reasoning · 126 tokens
[omitted]json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the N5 ten-year window (2017-01-01 through 2026-12-31), and no other screening is documented."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 77 tokens
[omitted]json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the N5 ten-year window (2017-01-01 through 2026-12-31); no other screening and no exclusions apply."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 124 tokens
[omitted]json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the N5 ten-year window (2017-01-01 through 2026-12-31); no other numerator service and no exclusion applies."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.7 Flash · Google5.9s · 784 out | 7.0s · 741 out | 9.0s · 675 out
Reasoning · 711 tokens
**Evaluating Member 40202**
I'm assessing Member 40202 for the QM-CRC measure. They are 64 as of the 2026 measurement year, placing them within the eligible age range of 46-75, so they qualify for the denominator.
**Confirming Eligibility Window**
I'm re-evaluating the ten-year window for the colonoscopy. The phrasing "during 2026 or the nine years prior" means 2017 through 2026. A procedure in 2016 falls outside this scope. The member declined screening during 2026. Therefore, they are non-compliant.
json{
"status": "non_compliant",
"reason": "The 2016-08-03 colonoscopy occurred outside the 10-year look-back window (2017–2026) and no other qualifying screening was completed during the measurement period."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 673 tokens
**Calculating Eligibility Criteria**
My focus is on determining member eligibility. I've confirmed the member's age as 64 on 2026-12-31, fitting within the 46-75 denominator range. I'm now cross-referencing continuous enrolment for 2026 and ensuring no exclusion criteria are met, while also verifying the numerator's colonoscopy requirement.
**Clarifying Numerator Window**
I've refined my understanding of the numerator's look-back period. The colonoscopy date of 2016-08-03 falls outside the specified ten-year window of 2017-2026. Considering the member declined screening, they are now confirmed as "non_compliant."
json{
"status": "non_compliant",
"reason": "The colonoscopy on 2016-08-03 occurred outside the ten-year look-back window (2017–2026) and no other qualifying screening was performed."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 609 tokens
**Analyzing Member Eligibility**
I've confirmed the member's age based on their DOB and the target date, placing them within the eligible range. Their enrolment period is solid, and the denominator criteria are met. I've also verified that no exclusion conditions apply.
json{
"status": "non_compliant",
"reason": "The 2016-08-03 colonoscopy falls outside the ten-year look-back window (2017–2026) and no other screening was performed."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.5 · OpenAI3.4s · 245 out | 3.6s · 236 out | 2.7s · 204 out
Reasoning · 194 tokens
**Evaluating compliance criteria**
I need to focus on answering in JSON format only. I'm measuring QM-CRC and not considering FUM. The individual is 64, eligible, and has had a colonoscopy on 2016-08-03. For the lookback period, the ten-year window would extend from 2017-01-01 to 2026-12-31. Since the colonoscopy date falls outside the ten-year window, this case would be considered non-compliant, and I need to provide a concise reason.json{
"status": "non_compliant",
"reason": "Eligible age 64 and continuously enrolled, but 2016-08-03 colonoscopy is outside the ten-year window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 178 tokens
**Interpreting eligibility criteria**
I need to focus on delivering a JSON answer only. It’s about determining eligibility based on age and a colonoscopy that took place on August 3, 2016. That falls outside the ten-year look-back window for eligibility from December 31, 2026. I realize this means the procedure is non-compliant, so I should summarize the reason for non-compliance effectively, but in under 30 words. This is tricky, but I'm on the right track!json{
"status": "non_compliant",
"reason": "Eligible with continuous 2026 enrollment; 2016-08-03 colonoscopy falls outside the ten-year window ending 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Eligible age 64 with continuous enrolment, but 2016-08-03 colonoscopy is outside the ten-year window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Sol · OpenAI2.6s · 143 out | 2.0s · 138 out | 2.4s · 142 out
json{
"status": "non_compliant",
"reason": "The 2016-08-03 colonoscopy falls outside the ten-year window, and no qualifying screening occurred in 2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "The 2016-08-03 colonoscopy falls outside the ten-year look-back window, and no qualifying screening occurred during 2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "The 2016-08-03 colonoscopy falls outside the ten-year look-back window, and no qualifying screening occurred by 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.6 · xAI26.8s · 1,646 out | 15.2s · 1,032 out | 20.9s · 1,390 out
Reasoning · 1,600 tokens
The task is about quality measure logic for QM-CRC — Colorectal Cancer Screening.
{
"status": "ineligible",
"reason": "Colonoscopy performed 2016-08-03 falls outside the 10-year lookback window ending 2026-12-31 (would need to be on or after 2016-12-31). No other qualifying procedure in 202 6 or the required lookback period.json{
"status": "non_compliant",
"reason": "2016-08-03 colonoscopy is outside N5 (2026 plus nine prior years); no other numerator events."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 987 tokens
The member is 64 years old on 2026-12-31. Eligible age is 46 through 75, so age is fine.
The colonoscopy on 2016-08-03 falls outside the ten-year window (2017-2026), so it does not satisfy N5. With no other colorectal screening in 2026, the member is not in the numerator.json{"status": "non_compliant", "reason": "In denominator and not excluded; 2016-08-03 colonoscopy is outside the ten-year window and no other numerator test occurred."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,340 tokens
The task is about quality measure logic for QM-CRC — Colorectal Cancer Screening.
{
"status": "ineligible",
"reason": "Colonoscopy on 2016-08-03 is outside the 10-year look-back window (2017-01-01 to 2026-12-31). No qualifying screening in the measurement year or required look-back period.json{"status": "non_compliant", "reason": "Age 64 with continuous 2026 enrollment and no exclusions, but 2016-08-03 colonoscopy is outside the 2017-2026 window."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.5 · xAI6.3s · 364 out | 6.1s · 377 out | 6.2s · 399 out
Reasoning · 322 tokens
The member is 64 years old on 2026-12-31 (DOB 1962-10-19). Eligible age is 46-75, so age is fine.
json{"status": "non_compliant", "reason": "Age and enrolment met; colonoscopy 2016-08-03 outside ten-year numerator window; no other qualifying screen."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 333 tokens
The member is 64 years old on 2026-12-31 (DOB 1962-10-19). Age requirement is 46-75, so eligible by age.
json{"status": "non_compliant", "reason": "Colonoscopy on 2016-08-03 falls outside the ten-year numerator window ending 2026-12-31."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 350 tokens
The member is 64 years old on 2026-12-31 (born 1962-10-19). Age requirement is 46-75, so eligible by age.
json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the ten-year numerator window ending 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.1 Pro · Google12.5s · 1,441 out | 15.5s · 1,560 out | 12.7s · 1,302 out
Reasoning · 1,375 tokens
**My Thought Process Summary**
Alright, let's break down this member's eligibility and compliance. I've got their date of birth as October 19, 1962, and I'm looking at the status as of December 31, 2026.
First, the age. If they were born in '62 and we're looking at the end of '26, that puts them at 64 years old (2026 - 1962 = 64). The eligible age range is 46 to 75 on that date, so by age, they're good to go.
Next, continuous enrollment. The records show they were continuously enrolled from January 1, 2026, through December 31, 2026. That also checks out.
Now, exclusions. I've run through the list: no colorectal cancer, no total colectomy, no hospice. And critically, exclusion E4 states that age 64 is *not* 66 or older, meaning they *aren't* excluded due to being too young for a specific criterion that might require an older age. So, no exclusions apply.
Moving on to the numerator requirements. This is where the compliance is determined. I've checked several screening methods:
* FOBT/FIT in 2026 – None found.
* sDNA in 2024-2026 – None found.
* Flex sigmoidoscopy in 2022-2026 – None found.
* CT colonography in 2022-2026 – None found.
The last check is for a colonoscopy. The requirement is a colonoscopy "during 2026 or the nine years prior," which defines a ten-year window. This window, from my interpretation, runs from January 1, 2017, through December 31, 2026.
Now, I see the member *did* have a colonoscopy, but it was on August 3, 2016. This date is precisely ten years prior to the end of the relevant window. The "nine years prior" means the years 2017 through 2025, inclusive, plus the current year, 2026. Therefore, 2016 is outside this ten-year look-back period.
The member also had an office visit on May 14, 2026, where screening was discussed, and they declined. Declining screening, while noted, doesn't constitute an exclusion or a numerator event in this context.
So, because their only colonoscopy falls outside the defined ten-year look-back window, they do not meet the numerator criteria. This means they are non-compliant.
My final output for this member needs to reflect this:
`"status": "non_compliant"`
`"reason": "The 2016-08-03 colonoscopy falls outside the ten-year look-back window, so the member does not meet the numerator."` (That's 18 words, which is concise and accurate).
json{
"status": "non_compliant",
"reason": "The member's 2016 colonoscopy falls outside the ten-year look-back window of 2017 to 2026, and no other qualifying screening is present."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,507 tokens
**My Thought Process for Evaluating Member 40202 Against QM-CRC for 2026**
Alright, my task here is to determine the compliance status for member 40202 concerning the Colorectal Cancer Screening (QM-CRC) measure for the 2026 measurement year. I need to be thorough and follow the logic precisely.
First, I'll look at the member's basic information. Member 40202, born October 19, 1962. This means as of December 31, 2026, they'll be 64 years old. Crucially, they were continuously enrolled throughout the entire 2026 measurement year, from January 1st to December 31st.
Now, let's get into the denominator eligibility. The criteria for this measure are individuals aged 46 through 75 as of December 31st of the measurement year, and they need to have continuous enrollment for the full year, with a potential gap of no more than 45 days. My member is 64, which falls squarely within the age range. They also have continuous enrollment. Therefore, member 40202 is eligible and clearly enters the denominator.
Next, I need to check for any exclusions. The measure specifies several exclusion criteria: a diagnosis of colorectal cancer, a history of total colectomy, being in hospice care, or being age 66 or older with documented frailty and advanced illness. I've reviewed the member's record: no colorectal cancer diagnosis, no total colectomy, no hospice, and since they are 64, the age-related exclusion for advanced illness doesn't apply. So, no exclusions apply to this member.
This brings me to the numerator – the part where I determine if they've actually met the screening requirement. The measure outlines several valid screening methods:
* FOBT/FIT in 2026.
* sDNA in the period 2024-2026.
* Flexible sigmoidoscopy in the period 2022-2026.
* CT colonography in the period 2022-2026.
* And most importantly, a colonoscopy performed *during 2026 or the nine years prior*. This last one establishes a ten-year look-back window.
I've scanned the records for any of these numerator events. None of the FOBT/FIT, sDNA, flexible sigmoidoscopy, or CT colonography screenings are documented for the relevant periods. The key item to evaluate is the colonoscopy. The member did have a colonoscopy on August 3, 2016.
Now, I have to be very precise about that "ten-year window." The wording is "during 2026 or the nine years prior (ten-year window)." For the measurement year 2026, the nine years prior are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, and 2025. This means the ten-year window for a colonoscopy spans from January 1, 2017, through December 31, 2026.
My member's colonoscopy was in August 2016. This date falls outside that defined ten-year window of 2017-2026. It's in the eleventh year prior to the measurement year. Therefore, this colonoscopy does not satisfy the numerator requirement for QM-CRC.
Since the member is in the denominator and eligible, but has not met any of the numerator criteria, they are considered non-compliant. I need to articulate the reason clearly and concisely. The core issue is that the only relevant screening event (the colonoscopy) occurred outside the specified look-back period, and no other valid screenings were performed.
So, my conclusion is:
Status: "non_compliant"
Reason: "The only documented colonoscopy was performed in 2016, which falls outside the ten-year look-back window." This is concise, names the specific timing issue, and is well under the 30-word limit.
I'll now format this into the required JSON structure.
```json
{
"status": "non_compliant",
"reason": "The only documented colonoscopy was performed in 2016, which falls outside the ten-year look-back window."
}
```
json{
"status": "non_compliant",
"reason": "The colonoscopy performed in 2016 falls outside the required ten-year look-back window, and the member declined further screening."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,236 tokens
**Evaluating MEMBER 40202 Against the QM-CRC Measure**
My primary objective here is to meticulously assess MEMBER 40202 for compliance with the QM-CRC measure, specifically for the 2026 measurement year. I've laid out the foundational data: the member was born in 1962, making them 64 years old by the end of 2026, and they maintained continuous enrollment throughout the entire measurement year.
My first step is always to confirm eligibility by checking the denominator requirements. The member's age, 64, falls squarely within the eligible range of 46 to 75. Furthermore, their continuous enrollment for the full year satisfies that crucial condition. Therefore, the member meets the denominator criteria.
Next, I move on to identifying any potential exclusions. I've reviewed the exclusions for colorectal cancer (E1), colectomy (E2), hospice care (E3), and specific age-related exclusions like being 66 or older (E4). Based on the provided information, none of these exclusions apply to MEMBER 40202. This means they are not excluded from the measure.
Now, the critical part: the numerator. This is where I need to determine if a qualifying screening event occurred. The measure specifies a colonoscopy as a primary means of compliance. The look-back window for a colonoscopy (N5) is defined as "during 2026 or the nine years prior," which translates to a ten-year window from January 1, 2017, through December 31, 2026.
I've examined the member's medical history and found a colonoscopy performed on August 3, 2016. My immediate thought is to check if this date falls within the defined ten-year window. Counting back, 2017 is nine years prior to 2026, 2018 is eight years prior, and so on. This confirms that the window of eligibility is indeed from 2017 to 2026. The date of the member's colonoscopy, August 3, 2016, predates the start of this ten-year window. It falls into the eleventh year prior, making it ineligible.
I also noted a discussion about screening on May 14, 2026, where the member declined. This does not constitute a qualifying screening event.
Therefore, since the only identified screening procedure falls outside the allowable look-back period, the member does not meet the numerator requirements.
My conclusion is that MEMBER 40202 is **non_compliant** with the QM-CRC measure. The precise reason for this non-compliance is that their 2016 colonoscopy falls outside the ten-year look-back window (2017-2026), and no other qualifying screening was completed within that period.
I've confirmed that I don't need to address "met_7_day" or "met_30_day" as these are not relevant to the QM-CRC measure, unlike QM-FUM. The key elements required are "status" and "reason."
I've refined the reason to be concise and accurate: "The member's 2016 colonoscopy falls outside the ten-year look-back window (2017-2026) and no other qualifying screening was completed." This is a single, clear sentence under the word limit.
Finally, I've structured the output as requested in JSON format:
```json
{
"status": "non_compliant",
"reason": "The member's 2016 colonoscopy falls outside the ten-year look-back window (2017-2026) and no other qualifying screening was completed."
}
```
json{
"status": "non_compliant",
"reason": "The member's 2016 colonoscopy falls outside the ten-year look-back window of 2017 through 2026, and no other qualifying screening was completed."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 5 · Anthropic3.1s · 173 out | 2.7s · 165 out | 1011.7s · 195 out
json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the ten-year numerator window beginning 2017-01-01, and no other screening occurred."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the ten-year window (2017-01-01 onward), and no other screening occurred."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"Colonoscopy on 2016-08-03 falls outside the ten-year window (2017-01-01 through 2026-12-31); no other screening documented."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3 Flash · Google21.8s · 3,150 out | 18.0s · 2,155 out | 51.3s · 7,433 out
Reasoning · 3,090 tokens
**Analysis of Member 40202 for Colorectal Cancer Screening**
My thought process begins with establishing the member's eligibility for the colorectal cancer (CRC) screening measure. First, I confirm their age as of the end of the measurement year, 2026. Given their DOB of 1962-10-19, they will be 64 years old by 2026-12-31. This falls squarely within the eligible age range of 46 through 75.
Next, I verify continuous enrollment. The member's enrollment spans from 2026-01-01 to 2026-12-31, meaning they were continuously enrolled for the entire measurement year, satisfying the requirement for no gaps exceeding 45 days. Thus, they belong in the denominator for this measure.
I then meticulously review the exclusion criteria to ensure the member doesn't qualify for any of them.
* **E1 (Colorectal Cancer):** There is no history of colorectal cancer.
* **E2 (Total Colectomy):** No record of a total colectomy exists.
* **E3 (Hospice):** There is no indication of hospice care in 2026.
* **E4 (Frailty/Advanced Illness):** This exclusion applies to members aged 66 and older with frailty or advanced illness. Since this member is only 64, they do not meet this criterion.
Therefore, the member is not excluded.
Now, I focus on determining if the member met the numerator criteria for CRC screening. I check each of the specified screening methods:
* **N1 (FOBT/FIT in 2026):** No evidence of this test in 2026.
* **N2 (Stool DNA in 2024, 2025, or 2026):** No record of a stool DNA test in these years.
* **N3 (Flexible Sigmoidoscopy in 2022-2026):** Not found.
* **N4 (CT Colonography in 2022-2026):** Not found.
* **N5 (Colonoscopy):** This is where I pause and carefully examine the dates. The measure specifies a colonoscopy during 2026 or the nine years prior, constituting a ten-year look-back window. For the 2026 measurement year, this window typically covers 2017-01-01 through 2026-12-31. The member's recorded colonoscopy date is 2016-08-03. Upon precise calculation, this date falls *outside* the defined ten-year window, as it is more than ten years before the end of the measurement year. Even if I interpret the "ten-year window" as precisely ten years ending on 2026-12-31, which would start on 2016-12-31, the 2016-08-03 date still falls outside.
The note about the screening being discussed but declined on 2026-05-14 is also considered; however, this does not satisfy any of the numerator requirements for a completed screening.
Given that none of the numerator criteria were met, specifically due to the colonoscopy date being outside the required look-back period, I conclude the member is non-compliant.
The final output reflects this assessment: the `status` is "non_compliant," and the `reason` clearly states that "The colonoscopy performed on 2016-08-03 is outside the ten-year look-back window for the 2026 measurement year." I also confirm that keys related to QM-FUM (like `met_7_day` or `met_30_day`) are not applicable here, as this is a CRC measure.
json{
"status": "non_compliant",
"reason": "The colonoscopy performed on 2016-08-03 is outside the ten-year look-back window for the 2026 measurement year."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,083 tokens
**My Thought Process for QM-CRC Compliance**
I'm reviewing this member's eligibility and compliance for the Colorectal Cancer Screening (QM-CRC) measure for the 2026 measurement year. My goal is to determine if they met the criteria or why they didn't.
First, I'm establishing the core parameters of the measure. The measurement year is the full calendar year 2026, from January 1st to December 31st. For the denominator, I need to identify individuals who were between 46 and 75 years old as of December 31st, 2026, and were continuously enrolled for the entire measurement year, with no more than a single 45-day gap in coverage.
Next, I'm looking at the numerator requirements. To be compliant, a member needs to have had one of several screenings within specific look-back windows, all ending on December 31st, 2026:
* A Fecal Occult Blood Test (FOBT) or Fecal Immunochemical Test (FIT) in 2026.
* A Stool DNA test (FIT-DNA) in 2024, 2025, or 2026 (a 3-year window).
* A Flexible Sigmoidoscopy in 2022, 2023, 2024, 2025, or 2026 (a 5-year window).
* A CT Colonography in 2022, 2023, 2024, 2025, or 2026 (a 5-year window).
* A Colonoscopy in 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, or 2026 (a 10-year window).
I also need to consider exclusions. A member would be excluded if they had colorectal cancer (ICD-10 codes C18-C21) anytime up to December 31st, 2026, or a total colectomy anytime up to that date. They would also be excluded if they were in hospice during 2026, or if they were 66 or older and had frailty or advanced illness.
Now, I'm applying these rules to Member 40202.
Their Date of Birth is October 19, 1962. This means on December 31, 2026, they would be 64 years old (2026 - 1962 = 64). This age falls squarely within the eligible range of 46 to 75.
Their enrollment record shows continuous coverage from January 1, 2026, to December 31, 2026, fulfilling the denominator enrollment requirement.
Regarding exclusions:
* There's no indication of colorectal cancer (E1).
* There's no indication of a total colectomy (E2).
* There's no mention of hospice care during 2026 (E3).
* They are 64 years old, so the exclusion for age 66+ with frailty/illness (E4) does not apply.
Therefore, this member is in the denominator and is not excluded.
Now, I must check the numerator criteria.
* There's no record of a FOBT/FIT in 2026 (N1).
* No Stool DNA test in the 2024-2026 window (N2).
* No Flexible Sigmoidoscopy in the 2022-2026 window (N3).
* No CT Colonography in the 2022-2026 window (N4).
* For the Colonoscopy (N5), the look-back window is from January 1, 2017, to December 31, 2026. The member had a colonoscopy on August 3, 2016. This date falls *before* the start of the 10-year look-back window (January 1, 2017). So, this screening does not count for compliance in this measurement period.
The member did decline screening during an office visit in May 2026, which confirms no other screening was performed in the required timeframe for 2026.
Since the member is in the denominator, not excluded, but has not met any of the numerator criteria with the specified look-back windows, their status is **non_compliant**.
The reason for this non-compliance is that while the member is in the denominator, their only recorded colonoscopy was on August 3, 2016, which falls outside the required 10-year look-back window ending on December 31, 2026.
json{
"status": "non_compliant",
"reason": "The member is in the denominator, but the colonoscopy performed on 2016-08-03 falls outside the ten-year look-back window ending on 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 7,361 tokens
**Analyzing Colorectal Cancer Screening (QM-CRC) for Member ID 40202**
Alright, let's break down this colorectal cancer screening (QM-CRC) measure for member 40202. My primary goal is to determine their compliance status for the 2026 measurement year, which spans from January 1, 2026, to December 31, 2026.
First, I need to establish if this member falls into the **eligible population (denominator)**.
* **Age:** The criteria state ages 46-75 as of 2026-12-31. This member was born on 1962-10-19. Calculating their age on 2026-12-31: 2026 minus 1962 is 64. So, they are 64 years old, which is comfortably within the 46-75 range. This criterion is met.
* **Enrollment:** The requirement is continuous enrollment for the full measurement year (2026) with no more than one gap of 45 days. The provided information shows enrollment from 2026-01-01 through 2026-12-31. This is continuous enrollment for the entire measurement year. This criterion is also met.
Since both age and enrollment criteria are satisfied, I can confidently place this member in the **denominator**.
Next, I must check for any **exclusions**.
* **E1 (Colorectal cancer):** The condition flags indicate "No colorectal cancer." This exclusion does not apply.
* **E2 (Total colectomy):** The condition flags indicate "No colectomy." This exclusion does not apply.
* **E3 (Hospice):** The condition flags indicate "No hospice." This exclusion does not apply.
* **E4 (Age 66+ with Frailty + Advanced Illness):** The member is 64, not 66 or older. Therefore, this exclusion does not apply.
As no exclusions apply, the member remains in the denominator.
Now, for the crucial part: **numerator criteria**. To be compliant, the member needs to have had one of the specified screenings within the defined look-back windows, measured from 2026-12-31.
* **N1 (FOBT/FIT in 2026):** There is no record of a FOBT or FIT test performed in 2026.
* **N2 (Stool DNA test in 2024-2026):** This requires a test within a three-year window (2024, 2025, 2026). There is no record of a Stool DNA test within this period.
* **N3 (Flexible sigmoidoscopy in 2022-2026):** This requires a flexible sigmoidoscopy within a five-year window (2022, 2023, 2024, 2025, 2026). There is no record of this procedure in this timeframe.
* **N4 (CT colonography in 2022-2026):** Similar to N3, this requires a CT colonography within a five-year window (2022-2026). There is no record of this.
* **N5 (Colonoscopy in 2017-2026):** This is the most common way to meet the numerator for CRC screening. The rule specifies a "ten-year window," defined as "during 2026 or the nine years prior." This means the window covers the years 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, and 2026.
The member's history includes a colonoscopy on 2016-08-03. I need to check if this falls within the 2017-2026 window. The date 2016-08-03 is *before* January 1, 2017. Therefore, this colonoscopy, while a valid screening in itself, is outside the required ten-year look-back window for the 2026 measurement year.
The member also had an office visit on 2026-05-14 where screening was discussed, and the member declined. Declining a screening does not fulfill the numerator requirement.
Given that the member is in the denominator, has no exclusions, and has not met any of the numerator criteria (specifically, the only past screening is outside the required 10-year look-back window for a colonoscopy, and no other appropriate screenings were documented), their status is **non_compliant**.
The specific reason for this status is that the colonoscopy performed on 2016-08-03 occurred outside the ten-year look-back window ending 2026-12-31, and no other qualifying screening was performed within the required timeframes.
Therefore, the output I would generate is:
```json
{
"status": "non_compliant",
"reason": "The 2016-08-03 colonoscopy occurred outside the ten-year look-back window ending 2026-12-31, and no other screening was performed."
}
```
json{
"status": "non_compliant",
"reason": "The member's 2016-08-03 colonoscopy falls outside the ten-year look-back window ending 2026-12-31, and no other qualifying screening was documented."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K3 · Moonshot28.3s · 523 out | 127.2s · 862 out | 25.7s · 971 out
Reasoning · 455 tokens
The member is 64 years old on 2026-12-31 (born 1962-10-19). Age range 46-75, so eligible. Continuous enrollment full year.
Exclusions: E1 colorectal cancer — no. E2 colectomy — no. E3 hospice — no. E4: age 66+? Member is 64, so no.
Numerator: N5 colonoscopy during 2026 or nine years prior — ten-year window measured back from 2026-12-31. Colonoscopy on 2016-08-03. Ten years prior to 2026-12-31 is 2016-12-31. 2016-08-03 is before 2016-12-31, so it's outside the ten-year window. Wait — "during 2026 or the nine years prior (ten-year window)". The nine years prior to 2026 would be 2017-2025 plus 2026 = 10 years. Hmm, measured back from 2026-12-31: ten-year window would be 2016-12-31 back... Let me compute: 2026-12-31 minus 10 years = 2016-12-31. The colonoscopy on 2016-08-03 is more than 10 years before 2026-12-31 (it's 10 years and ~5 months). So it falls outside the window.
"during 2026 or the nine years prior" — nine years prior to 2026 means 2017, 2018, ..., 2025. 2016 is ten years prior, not nine years prior. So colonoscopy in 2016 doesn't count.
The 2026-05-14 office visit: screening discussed, declined — no numerator event.
So member is in denominator, not excluded, doesn't meet numerator → non_compliant.
Reason: colonoscopy 2016-08-03 falls outside the ten-year window measured from 2026-12-31, and no other screening in 2026.
Required keys: status, reason. Not QM-FUM, so no extra keys.json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the ten-year look-back window from 2026-12-31, and no other qualifying screening occurred during 2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 0 tokens
Let me work through this carefully.
Member 40202. DOB 1962-10-19. Age on 2026-12-31: 2026 - 1962 = 64 (birthday October 19, 2026, so turned 64). Age 64 on 2026-12-31. Eligible population age range: 46 through 75. Yes, 64 is in range.
Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. Yes, meets continuous enrolment.
So member is in the denominator.
Exclusions:
- E1: No colorectal cancer. Not met.
- E2: No colectomy. Not met.
- E3: No hospice. Not met.
- E4: Age 66 or older — member is 64, so not met.
Not excluded.
Numerator:
- N1: FOBT or FIT during 2026. No such test in record.
- N2: Stool DNA during 2026 or two years prior (2024-01-01 onwards). No.
- N3: Flexible sigmoidoscopy during 2026 or four years prior (2022-01-01 onwards). No.
- N4: CT colonography during 2026 or four years prior (2022-01-01 onwards). No.
- N5: Colonoscopy during 2026 or nine years prior (ten-year window). The colonoscopy was 2016-08-03. Look-back from 2026-12-31 nine years prior = 2017-01-01 onwards... wait, "during 2026 or the nine years prior" — nine years prior would be 2017, 2018, ..., 2025? Let me think. Ten-year window measured back from 2026-12-31. The colonoscopy was 2016-08-03. Ten years back from 2026-12-31 is 2016-12-31. 2016-08-03 is before 2016-12-31, so it's more than ten years before the end of the measurement year. So the colonoscopy is outside the ten-year window.
Hmm, but let me be careful: "Colonoscopy during 2026 or the nine years prior (ten-year window)." The nine years prior to 2026 would be 2017-2025. So the window is 2017-01-01 through 2026-12-31. The colonoscopy on 2016-08-03 is in 2016, which is ten years prior, not within the nine years prior. So it's outside.
Alternatively, "look-back window measured back from 2026-12-31" — ten-year window measured back from 2026-12-31 would be from 2016-12-31. 2016-08-03 is before that. Either way, the colonoscopy falls outside the window.
So numerator not met. Status: non_compliant.
Reason: colonoscopy 2016-08-03 is outside the ten-year look-back window (before 2016-12-31 / more than ten years before 2026-12-31), and no other qualifying screening in the measurement year.
One sentence, under 30 words. Something like: "Colonoscopy on 2016-08-03 falls outside the ten-year look-back window measured from 2026-12-31, and no other qualifying screening occurred during 2026."
That's 25 words or so. Good.
Required keys: status, reason. This is QM-CRC, not QM-FUM, so no met_7_day/met_30_day keys.
Output exactly one fenced JSON block.json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the ten-year look-back window measured back from 2026-12-31, and no other qualifying screening occurred during 2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 897 tokens
Let me work through this carefully.
Member 40202:
- DOB 1962-10-19, so on 2026-12-31, age = 2026 - 1962 = 64 years old (birthday 10-19, so by 12-31 they've turned 64). Age 46-75 → eligible on age.
- Enrolment: full year continuous → meets continuous enrolment.
Exclusions:
- E1: No colorectal cancer → no.
- E2: No colectomy → no.
- E3: No hospice → no.
- E4: Age 66 or older? No, 64 → no.
So in denominator, not excluded.
Numerator:
- N1: FOBT/FIT during 2026 → none.
- N2: Stool DNA 2024-2026 → none.
- N3: Flex sig 2022-2026 → none.
- N4: CT colonography 2022-2026 → none.
- N5: Colonoscopy during 2026 or nine years prior → ten-year window measured back from 2026-12-31. Nine years prior to 2026-12-31 is 2017-12-31. So the window is 2017-01-01... wait, let me think. "Colonoscopy during 2026 or the nine years prior (ten-year window)." The look-back window measured back from 2026-12-31. Ten-year window: 2026-12-31 minus 10 years = 2016-12-31. Hmm.
How to interpret "during 2026 or the nine years prior"? The nine years prior to 2026 would be 2017-2025. So the window is 2017-01-01 through 2026-12-31. The colonoscopy was 2016-08-03, which is before 2017-01-01 → outside window.
Alternatively, "ten-year window measured back from 2026-12-31": 2016-12-31 through 2026-12-31? That would include 2016-08-03? No — 2016-08-03 is before 2016-12-31, so still outside.
Hmm, actually let me think about the typical HEDIS spec: colonoscopy in the measurement year or the nine years prior. For MY 2026, that means service dates on or after 2017-01-01 (i.e., years 2017-2026 = 10 calendar years). Colonoscopy on 2016-08-03 is in 2016, which is 10 years prior, not 9. So it's outside the window.
Either interpretation (2017-01-01 start, or 2016-12-31 start) excludes 2016-08-03. 2016-08-03 is more than 9 years before 2026-12-31 (it's 10 years, 4 months, 28 days before). So it doesn't count.
The office visit 2026-05-14 where screening was discussed and declined — not a screening test, doesn't meet numerator.
So the member is in the denominator, not excluded, does not meet numerator → non_compliant.
Reason: Colonoscopy 2016-08-03 falls outside the ten-year window (must be on or after 2017), and no other qualifying screening during 2026.
Keep under 30 words: "Colonoscopy on 2016-08-03 is outside the ten-year look-back window (before 2017-01-01); no other qualifying screening performed, so numerator not met."
Count words: Colonoscopy(1) on(2) 2016-08-03(3) is(4) outside(5) the(6) ten-year(7) look-back(8) window(9) (before(10) 2017-01-01)(11); no(12) other(13) qualifying(14) screening(15) performed(16), so(17) numerator(18) not(19) met(20). 20 words, fine.
Status: non_compliant.json{
"status": "non_compliant",
"reason": "Colonoscopy 2016-08-03 falls outside the ten-year look-back window (before 2017-01-01) and no other qualifying screening was performed in 2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 2.5 Pro · Google15.0s · 1,316 out | 12.1s · 1,043 out | 17.0s · 1,424 out
Reasoning · 1,258 tokens
Okay, I've meticulously reviewed the QM-CRC quality measure requirements and applied them to Member ID 40202's record. My thought process went something like this:
First, I broke down the request to ensure I understood precisely what was being asked. The core task is to evaluate a specific member's record against the colorectal cancer screening (QM-CRC) quality measure, and I need to provide a `status` and `reason` for that evaluation.
Then, I dove into the specifics of the QM-CRC measure itself, dissecting each component. For the **Measurement Year**, I noted it's January 1, 2026, to December 31, 2026.
Next, I focused on the **Denominator**, which defines the eligible population. This means I need to check if the member is between 46 and 75 years old by the end of 2026, and if they had continuous enrollment throughout 2026, with no more than a single gap of up to 45 days.
Following that, I examined the **Numerator**, which outlines what constitutes compliance. This involves looking back from December 31, 2026, and checking for specific screening types and their corresponding look-back periods:
* **N1:** FOBT/FIT performed *during* 2026.
* **N2:** Stool DNA testing between January 1, 2024, and December 31, 2026.
* **N3:** Flexible sigmoidoscopy between January 1, 2022, and December 31, 2026.
* **N4:** CT colonography between January 1, 2022, and December 31, 2026.
* **N5:** Colonoscopy between January 1, 2017, and December 31, 2026 (that's a 10-year look-back).
Crucially, I also identified the **Exclusions**. These are conditions that would render an otherwise eligible member non-compliant, even if they meet the denominator criteria:
* **E1:** A history of colorectal cancer.
* **E2:** A history of total colectomy.
* **E3:** Being on hospice during the measurement year.
* **E4:** Being 66 or older *and* having frailty and advanced illness during the measurement year.
With the measure logic firmly in mind, I started evaluating Member 40202's specific record.
First, the **Denominator**:
* **Age:** Their Date of Birth is 1962-10-19. By December 31, 2026, they will be 64 years old (2026 - 1962 = 64). This falls squarely within the 46-75 age range, so that's good.
* **Enrolment:** Their record shows they were enrolled from 2026-01-01 through 2026-12-31, which is continuous. This meets the requirement.
* **Conclusion for Denominator:** Yes, Member 40202 is eligible for the measure; they are in the denominator.
Next, I checked for any **Exclusions**:
* **E1 (Colorectal Cancer):** The record explicitly states "No colorectal cancer." So, no exclusion here.
* **E2 (Total Colectomy):** The record states "no colectomy." No exclusion.
* **E3 (Hospice):** The record indicates "no hospice." No exclusion.
* **E4 (Age/Frailty/Advanced Illness):** Their age is 64, which is *less than* 66. This condition requires the member to be 66 or older, so this exclusion doesn't apply.
* **Conclusion for Exclusions:** The member is *not* excluded from the measure.
Now, the critical part: assessing **Numerator (Compliance)**. I looked at their documented history:
* `2016-08-03 Colonoscopy, complete, no polyps.`
* `2026-05-14 Office visit. Screening discussed, member declined.`
I then cross-referenced this history with the numerator criteria:
* **N1 (FOBT/FIT in 2026):** No record of this.
* **N2 (Stool DNA in 2024-2026):** No record of this.
* **N3 (Flex Sig in 2022-2026):** No record of this.
* **N4 (CT Colonography in 2022-2026):** No record of this.
* **N5 (Colonoscopy in 2017-2026):** The member *did* have a colonoscopy, but it was on `2016-08-03`. The look-back window for a colonoscopy is from January 1, 2017, to December 31, 2026. Their 2016 colonoscopy falls *outside* this ten-year window.
The note about the member declining screening on `2026-05-14` is informative about their patient interaction but doesn't fulfill any numerator requirement or trigger an exclusion.
* **Conclusion for Numerator:** Based on the available history, Member 40202 does not meet any of the numerator criteria for compliance.
Finally, I synthesized these findings into the required output:
* **Status:** Since the member is eligible (in the denominator), not excluded, but *not* compliant with the numerator requirements, the `status` is "non_compliant".
* **Reason:** I need to articulate *why* they are non-compliant concisely. The key issue is that their only recorded colonoscopy is too old, and there are no other qualifying screenings. I formulated this as: "The member's 2016 colonoscopy is outside the ten-year look-back period, and no other qualifying screening is documented." This is a single sentence and well under the word count target.
So, the final output I've arrived at is:
```json
{
"status": "non_compliant",
"reason": "The member's 2016 colonoscopy is outside the ten-year look-back period, and no other qualifying screening is documented."
}
```json{
"status": "non_compliant",
"reason": "The member's last colonoscopy was in 2016, which is outside the ten-year look-back window ending in 2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 988 tokens
Alright, let's break down this member's situation concerning the QM-CRC quality measure for colorectal cancer screening. I need to systematically go through the data provided for Member ID 40202 and compare it against the measure's specifications.
First, I'll **analyze the member's individual data points**.
* The member's date of birth is October 19, 1962. To determine their age at the end of the measurement year, 2026-12-31, I subtract their birth year from the target year: 2026 - 1962 gives me 64 years old.
* Their enrolment period is from January 1, 2026, to December 31, 2026, which is continuous throughout the entire measurement year. This is important for meeting the continuous enrolment requirement of the measure.
* Looking at their medical history, they had a colonoscopy on August 3, 2016. More recently, on May 14, 2026, there's a record of an office visit where they declined screening.
* Now, I'll check for any **exclusion conditions**.
* There's no indication of colorectal cancer in their history.
* They haven't had a total colectomy.
* They aren't on hospice.
* Regarding age-related exclusions, E4 specifically mentions individuals aged 66 and older with frailty or advanced illness. Since this member is 64, this exclusion condition doesn't apply to them.
Next, I'll **evaluate this member's data against the QM-CRC specification**.
* The measure is QM-CRC - Colorectal Cancer Screening, and the measurement year is 2026, from January 1st to December 31st.
* For the **denominator**, which represents the eligible population:
* The age requirement is between 46 and 75 years old as of December 31, 2026. Our member is 64, so they fall within this age range.
* They meet the continuous enrolment requirement, as they were enrolled for the entire measurement year.
* Therefore, this member *is* in the denominator.
* Now, I'll check for **required exclusions**.
* As noted earlier, they don't have a history of colorectal cancer (E1), a total colectomy (E2), or are on hospice (E3).
* The age-based exclusion (E4) doesn't apply because they are 64.
* So, the member is *not* excluded.
* Now for the crucial part: the **numerator**, which indicates compliance. The measure requires a specific type of screening performed within defined look-back windows ending on December 31, 2026.
* There's no record of a FOBT/FIT test in 2026.
* No Stool DNA test records for 2024, 2025, or 2026.
* No flexible sigmoidoscopy in the last five years (2022-2026).
* No CT colonography in the last five years (2022-2026).
* The most relevant test here is the colonoscopy. The look-back window for a colonoscopy is 10 years, meaning it needs to have occurred between January 1, 2017, and December 31, 2026. The member's last colonoscopy was on August 3, 2016. This date falls *before* the start of the 10-year look-back window (January 1, 2017).
* The fact that they declined screening in 2026 is noted, but it doesn't satisfy any of the numerator criteria.
* Therefore, this member *does not* meet any of the numerator criteria.
Based on this analysis, my **final determination** is:
* The member is in the denominator.
* The member is not excluded.
* The member does not meet the numerator criteria.
* Consequently, the status for this member is "non_compliant".
To **formulate the reason** for this non-compliance, I need to pinpoint the exact reason they didn't meet the numerator. The primary issue is the timing of their last colonoscopy.
* The reason for non-compliance is that the member's last colonoscopy was performed in 2016, which falls outside the ten-year look-back window required by the measure, and no other compliant screening method was documented within the eligible timeframe.
Finally, I will **construct the JSON output** reflecting this determination.
```json
{
"status": "non_compliant",
"reason": "The member's 2016 colonoscopy is outside the ten-year look-back window and no other compliant screening was performed."
}
```
This seems accurate and fully addresses the requirements. The age calculation, enrolment status, exclusion checks, and numerator logic, particularly the colonoscopy date's placement relative to the look-back window, all align. The reason provided is concise and directly explains the non-compliance.json{
"status": "non_compliant",
"reason": "The member's colonoscopy in 2016 falls outside the ten-year look-back window, and no other qualifying screening was completed."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,370 tokens
Alright, let's break down this member's record against the QM-CRC quality measure for the 2026 measurement year. My primary goal here is to determine if this particular member is compliant, non-compliant, or excluded, and to provide a clear, concise reason for that determination.
First, I need to thoroughly understand the measure itself. So, I'm reviewing the QM-CRC specification. The measurement period is from January 1st, 2026, to December 31st, 2026. For eligibility – the denominator – the member needs to be between 46 and 75 years old as of the end of 2026, and continuously enrolled throughout that entire measurement year, with a little wiggle room for a short gap.
Now, for compliance – the numerator – there are several pathways to meet the criteria by December 31st, 2026. This includes things like a FOBT/FIT test in 2026, a stool DNA test between 2024 and 2026, a flexible sigmoidoscopy from 2022 to 2026, a CT colonography from 2022 to 2026, or a colonoscopy between 2017 and 2026.
I also need to be mindful of the exclusions. These are for members who have a history of colorectal cancer, a total colectomy, are on hospice during the measurement year, or meet specific criteria for advanced illness and frailty if they are 66 or older.
Now, let's turn to the member's specific record, Member 40202. Their date of birth is October 19th, 1962. Calculating their age as of December 31st, 2026, they'll be 64 years old. The enrollment is confirmed as continuous for the entire measurement year, from January 1st, 2026, to December 31st, 2026.
Looking at their history, I see a colonoscopy performed on August 3rd, 2016, which was complete and showed no polyps. There's also a note from May 14th, 2026, where the member declined screening during an office visit. Importantly, there's no indication of a colorectal cancer diagnosis, a total colectomy, or hospice care in their record.
Now, it's time to evaluate this member against the measure, step-by-step.
First, I'll check if they meet the denominator criteria. Their age is 64, which falls perfectly within the 46-75 age range. They are also continuously enrolled, so they meet both the age and enrollment criteria. This means they are eligible and will either be compliant, non-compliant, or excluded – they won't be "not eligible."
Next, I'll check for any exclusions.
* Colorectal cancer diagnosis? No, the record states they don't have it. So, E1 is not met.
* Total colectomy? No, the record confirms no colectomy. So, E2 is not met.
* Hospice care? No, the record shows no hospice. So, E3 is not met.
* Age 66+ with frailty/advanced illness? The member is 64, so this exclusion doesn't apply as they don't meet the age requirement. So, E4 is not met.
Since none of the exclusions apply, the member remains in the denominator and we proceed to check for compliance.
Now, for the crucial part: compliance. I need to see if any of the numerator criteria were met by December 31st, 2026.
* N1 (FOBT/FIT in 2026)? There's no record of this.
* N2 (Stool DNA in 2024-2026)? No record of this either.
* N3 (Flex Sigmoidoscopy in 2022-2026)? Nothing found.
* N4 (CT Colonography in 2022-2026)? Not present in the record.
* N5 (Colonoscopy in 2017-2026)? This is where I need to be careful. The member *did* have a colonoscopy on August 3rd, 2016. However, the look-back window for a colonoscopy for the 2026 measurement year is for procedures performed between January 1st, 2017, and December 31st, 2026. Their 2016 colonoscopy is just outside this ten-year window and therefore does not count for compliance in this measurement year. The note about declining screening on May 14th, 2026, is a process note and doesn't satisfy any of the numerator requirements.
So, to summarize the compliance check: The member is in the denominator, is not excluded, but has not met any of the numerator criteria for compliance within the specified timeframes.
Therefore, the final determination for Member 40202 is **"non_compliant"**.
The reason is quite straightforward: their last recorded colonoscopy was in 2016, which falls outside the ten-year look-back period required for the 2026 measurement year, and no other qualifying screening was performed within the necessary timeframe.
Based on this thorough analysis, I am ready to generate the output. My thought process has led me to a clear conclusion and a concise reason that should be readily understandable for an expert in this field.
```json
{
"status": "non_compliant",
"reason": "The member's 2016 colonoscopy is outside the ten-year look-back window, and no other qualifying screening was performed in the required timeframe."
}
```json{
"status": "non_compliant",
"reason": "The member's 2016 colonoscopy falls outside the ten-year look-back window, and no other qualifying screening was completed."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.2 · Z.ai2.7s · 154 out | 4.0s · 328 out | 3.9s · 380 out
Reasoning · 107 tokens
Age 64, continuous enrolment. Colonoscopy 2016-08-03. Look-back for colonoscopy is 10-year window: 2026 and nine years prior, so 2017-2026? Measured back from 2026-12-31: 2026 and the nine years prior = 2017-2026. 2016 is outside the window. So colonoscopy in 2016 doesn't count. No other screening in 2026. Non-compliant.json{"status":"non_compliant","reason":"The 2016-08-03 colonoscopy falls outside the ten-year look-back window, and no other qualifying screening occurred during 2026."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 273 tokens
Let me work through this.
Member 40202:
- DOB 1962-10-19, so 64 years old on 2026-12-31
- Age 46-75 ✓ in denominator
- Continuous enrolment ✓
Numerator check:
- Colonoscopy 2016-08-03. Look-back window for colonoscopy is 10 years (2026 + 9 years prior = back to 2017-01-01). So 2016-08-03 is outside the 10-year window (before 2017-01-01).
Wait, let me re-read N5: "Colonoscopy during 2026 or the nine years prior (ten-year window)."
So the window is 2017-01-01 through 2026-12-31. The colonoscopy was 2016-08-03, which is outside this window.
- 2026-05-14 office visit with screening declined - this doesn't meet any numerator criterion.
Exclusions:
- No colorectal cancer
- No colectomy
- No hospice
- Age 66+ with frailty and advanced illness? Member is 64, so no.
So the member is in the denominator, not excluded, doesn't meet numerator → non_compliant.json{"status": "non_compliant", "reason": "The 2016 colonoscopy falls outside the ten-year look-back window (before 2017-01-01), and no other qualifying screening occurred in 2026."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 317 tokens
Let me analyze this member against QM-CRC.
Age: DOB 1962-10-19, age 64 on 2026-12-31. That's between 46 and 75, so eligible.
Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. Good.
Exclusions:
- E1: No colorectal cancer.
- E2: No colectomy.
- E3: No hospice.
- E4: Age 66 or older — member is 64, so this doesn't apply.
So not excluded.
Numerator:
- N1: FOBT/FIT during 2026? No record.
- N2: Stool DNA during 2026 or two years prior (2024-2026)? No.
- N3: Flexible sigmoidoscopy during 2026 or four years prior (2022-2026)? No.
- N4: CT colonography during 2026 or four years prior (2022-2026)? No.
- N5: Colonoscopy during 2026 or nine years prior (2017-2026)? The colonoscopy was on 2016-08-03, which is outside the ten-year window (2017-01-01 to 2026-12-31). So no.
Member declined screening in 2026 but that doesn't count as a numerator event.
Status: non_compliant.
No QM-FUM keys needed since this is QM-CRC.json{
"status": "non_compliant",
"reason": "Eligible and not excluded, but the only colonoscopy (2016-08-03) falls outside the ten-year look-back window for N5, and no other screening test is recorded."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 4.8 · Anthropic1.9s · 72 out | 1.6s · 62 out | 2.8s · 75 out
json{"status": "non_compliant", "reason": "Colonoscopy on 2016-08-03 is outside the ten-year look-back (before 2016-12-31 start); no other screening in 2026."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"Colonoscopy 2016-08-03 is outside the ten-year look-back and no other qualifying screening occurred."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{ "status": "non_compliant", "reason": "Colonoscopy on 2016-08-03 falls outside the ten-year look-back window; no qualifying screening in 2026 or applicable prior years." }
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 5 · Anthropic3.8s · 204 out | 5.4s · 463 out | 4.0s · 288 out
json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the ten-year look-back window (2017-2026), so no numerator criterion is met."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "2016-08-03 colonoscopy falls outside the required 2017-01-01 to 2026-12-31 ten-year look-back window, and no other numerator test occurred."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the required 10-year look-back window ending 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 4.6 · Anthropic2.3s · 65 out | 57.3s · 70 out | 2.6s · 79 out
json{
"status": "non_compliant",
"reason": "Member's 2016 colonoscopy falls outside the ten-year look-back window ending 2026-12-31, and no other qualifying screening is on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Member's only colonoscopy (2016-08-03) falls outside the ten-year look-back window ending 2026-12-31, and no other qualifying screening is on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Member is 64, enrolled continuously, has no exclusions, but last colonoscopy was 2016-08-03, outside the ten-year window ending 2026-12-31, and no other qualifying screening is on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.7 Max · Alibaba11.1s · 776 out | 12.9s · 1,133 out | 10.8s · 907 out
Reasoning · 708 tokens
Let me evaluate this member against the QM-CRC measure specification.
**Eligible Population (Denominator):**
- Age: 46 through 75 years as of 2026-12-31. Member DOB is 1962-10-19, so on 2026-12-31 they are 64 years old. 64 is within 46-75. ✓
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. ✓
So the member is in the denominator.
**Exclusions (evaluated before numerator):**
- E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31. No colorectal cancer. ✗
- E2. Total colectomy any time on or before 2026-12-31. No colectomy. ✗
- E3. Hospice at any time during the measurement year. No hospice. ✗
- E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness. Member is 64, not 66 or older. ✗
No exclusions met. Member remains in denominator.
**Numerator:**
- N1. FOBT or FIT during 2026. None in record. ✗
- N2. Stool DNA test during 2026 or two years prior (2024-2026). None. ✗
- N3. Flexible sigmoidoscopy during 2026 or four years prior (2022-2026). None. ✗
- N4. CT colonography during 2026 or four years prior (2022-2026). None. ✗
- N5. Colonoscopy during 2026 or nine years prior (2017-2026). The colonoscopy was on 2016-08-03. The look-back window is 2017-01-01 through 2026-12-31. 2016-08-03 is before 2017-01-01, so it falls outside the 10-year window. ✗
Wait, let me re-check N5. "Colonoscopy during 2026 or the nine years prior (ten-year window)." So the window is from 2017-01-01 to 2026-12-31. The colonoscopy was on 2016-08-03, which is before 2017-01-01. So it's outside the window. ✗
The member does not meet any numerator criterion.
**Status:** non_compliant
**Reason:** The only colonoscopy (2016-08-03) falls outside the ten-year look-back window (2017–2026); no other qualifying screening documented.json{
"status": "non_compliant",
"reason": "Only colonoscopy (2016-08-03) falls outside the ten-year look-back window (2017-2026); no other qualifying screening documented."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,062 tokens
Let me analyze this member against the QM-CRC measure specification.
**Member 40202:**
- DOB: 1962-10-19
- Age on 2026-12-31: 64 years old
- Enrolment: 2026-01-01 through 2026-12-31, continuous (no gaps)
**Step 1: Eligible Population (Denominator)**
- Age: 46 through 75 as of 2026-12-31. Member is 64. ✓ Eligible.
- Continuous enrolment: Full measurement year with no more than one gap of up to 45 days. Member has continuous enrolment 2026-01-01 through 2026-12-31. ✓ Eligible.
So the member enters the denominator.
**Step 2: Exclusions (evaluated before numerator)**
- E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. No colorectal cancer. ✗
- E2: Total colectomy any time on or before 2026-12-31. No colectomy. ✗
- E3: Hospice at any time during the measurement year. No hospice. ✗
- E4: Age 66 or older as of 2026-12-31 AND both frailty and advanced illness. Member is 64, not 66 or older. ✗
No exclusions apply. Member remains in the denominator.
**Step 3: Numerator**
Look-back window measured back from 2026-12-31:
- N1: FOBT or FIT during 2026. None in record.
- N2: Stool DNA test during 2026 or two years prior (2024-2026). None in record.
- N3: Flexible sigmoidoscopy during 2026 or four years prior (2022-2026). None in record.
- N4: CT colonography during 2026 or four years prior (2022-2026). None in record.
- N5: Colonoscopy during 2026 or nine years prior (2017-2026).
- Member had colonoscopy on 2016-08-03.
- The ten-year window goes back from 2026-12-31 nine years, so from 2017-01-01 through 2026-12-31.
- Wait, let me re-read: "during 2026 or the nine years prior (ten-year window)." So the window is 2017-01-01 through 2026-12-31.
- The colonoscopy was on 2016-08-03, which is before 2017-01-01. So it falls outside the ten-year window.
Actually, let me reconsider. "During 2026 or the nine years prior" — nine years prior to 2026 would be 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. So the window is 2017-01-01 through 2026-12-31.
The colonoscopy on 2016-08-03 is before 2017-01-01, so it does NOT fall within the ten-year window.
The office visit on 2026-05-14 where screening was discussed but member declined — this is not a screening test, so it doesn't meet any numerator criterion.
No numerator criteria are met.
**Status: non_compliant**
**Reason:** The only colonoscopy (2016-08-03) falls outside the ten-year look-back window (2017-01-01 through 2026-12-31), and no other qualifying screening is documented.
Let me keep the reason under 30 words: "Colonoscopy on 2016-08-03 falls outside the ten-year look-back window (2017–2026); no other qualifying screening documented during the measurement period."
That's about 22 words. Good.
json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the ten-year look-back window (2017-2026); no other qualifying screening documented during the measurement period."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 851 tokens
The member is 40202.
DOB: 1962-10-19. Age on 2026-12-31 is 64.
Eligible age: 46 through 75. (64 is eligible).
Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. (Eligible).
Denominator: Yes.
Exclusions:
E1. Colorectal cancer: No.
E2. Total colectomy: No.
E3. Hospice: No.
E4. Age >= 66 AND frailty/advanced illness: Age is 64, so No.
Numerator:
N1. FOBT/FIT in 2026: No.
N2. Stool DNA in 2024-2026: No.
N3. Flex sig in 2022-2026: No.
N4. CT colonography in 2022-2026: No.
N5. Colonoscopy in 2017-2026:
Last colonoscopy: 2016-08-03.
Look-back window for N5: 10 years prior to 2026-12-31, which is 2017-01-01 through 2026-12-31.
2016-08-03 is outside the 10-year window.
So N5 is not met.
Therefore, the member is non_compliant.
Reason: Member is in the denominator but has no qualifying colorectal cancer screening within the required look-back windows.
Let's check the date of the colonoscopy: 2016-08-03.
10 years prior to 2026-12-31 is 2017-01-01.
So 2016 is outside the window.
Status: non_compliant
Reason: Member is eligible and not excluded, but the only colonoscopy occurred in 2016, outside the ten-year look-back window.
Length of reason: "Member is eligible and not excluded, but the only colonoscopy occurred in 2016, outside the ten-year look-back window." -> 20 words.
Wait, is 2016-08-03 exactly 10 years and some months before 2026-12-31? Yes. The window is "during 2026 or the nine years prior", meaning 2017-01-01 to 2026-12-31.
So 2016-08-03 is not in the window.
Let's write the JSON.
{
"status": "non_compliant",
"reason": "Member is eligible and not excluded, but the only colonoscopy occurred in 2016, outside the ten-year look-back window."
}
Double check word count of reason:
1: Member
2: is
3: eligible
4: and
5: not
6: excluded,
7: but
8: the
9: only
10: colonoscopy
11: occurred
12: in
13: 2016,
14: outside
15: the
16: ten-year
17: look-back
18: window.
Total 18 words. Under 30 words.
Are there any other screenings? No.
Declined screening on 2026-05-14. This does not count as a screening.
Looks solid.json{
"status": "non_compliant",
"reason": "Member is eligible and not excluded, but the only colonoscopy occurred in 2016, outside the ten-year look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 · Z.ai3.2s · 706 out | 6.6s · 1,164 out | 6.8s · 1,176 out
Reasoning · 640 tokens
Let me work through this member against QM-CRC.
Member 40202, DOB 1962-10-19, so on 2026-12-31 they are 64 years old (born October 1962, turns 64 in October 2026). Wait, 1962-10-19 to 2026-10-19 is 64 years. So on 2026-12-31, age is 64. Age range required: 46–75. 64 qualifies.
Enrolment: full year 2026, continuous. Denominator criterion met.
Numerator options:
- N1: FOBT/FIT during 2026 — no.
- N2: stool DNA during 2026 or two prior years (2024–2026) — no.
- N3: flex sig during 2026 or four prior years (2022–2026) — no.
- N4: CT colonography 2022–2026 — no.
- N5: Colonoscopy during 2026 or nine years prior (ten-year window). The window measured back from 2026-12-31: nine years prior would be 2017 through 2026. The colonoscopy was 2016-08-03, which is more than nine years prior to 2026-12-31. 2016-08-03 is 10 years and ~5 months before 2026-12-31. So it falls outside the ten-year window (2017-01-01 through 2026-12-31, if we consider "during 2026 or the nine years prior" as 2017-2026). 2016-08-03 is in 2016, which is outside. So not numerator-compliant.
Exclusions: no CRC, no colectomy, no hospice. E4 requires age 66+; member is 64, so E4 doesn't apply anyway.
So the member is in the denominator, not excluded, does not meet numerator → non_compliant.
The member declining screening during an office visit is not an exclusion in this spec (some specs have "member declined" as a denominator exclusion, but this specification doesn't list it). So non_compliant.
Reason: colonoscopy 2016-08-03 falls outside the ten-year window (2017–2026), so no qualifying screening.
This is QM-CRC, not QM-FUM, so no met_7_day/met_30_day keys.
Status: "non_compliant"
Reason: under 30 words, one sentence, naming the specific criterion or date. E.g., "Only colonoscopy (2016-08-03) falls outside the N5 ten-year window (2017–2026); no qualifying test during look-back."
Let me count words: "Only colonoscopy (2016-08-03) falls outside the N5 ten-year window (2017–2026); no qualifying test during look-back." That's about 17 words. Good.json{
"status": "non_compliant",
"reason": "Member is in the denominator (age 64, continuously enrolled), but the only colonoscopy (2016-08-03) falls outside the N5 ten-year window (2017 through 2026)."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 859 tokens
Let me analyze this member against QM-CRC.
Member 40202:
- DOB 1962-10-19, so 64 years old on 2026-12-31. Age is 46-75, so eligible age-wise.
- Enrolment continuous full year, so eligible.
- Denominator: yes.
Numerator:
- N5. Colonoscopy during 2026 or the nine years prior (ten-year window). Ten-year window measured back from 2026-12-31: 2026 and nine years prior = 2017-2026? Let me think. "during 2026 or the nine years prior" — the nine years prior to 2026 are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. So the window is 2017-01-01 through 2026-12-31. The colonoscopy was 2016-08-03, which falls in 2016 — that's ten years prior, outside the window.
Let me double check: ten-year window from 2026-12-31 back would be 2017-01-01 to 2026-12-31 if we count 2026 plus nine prior years. Or measured back from 2026-12-31, ten years = 2016-12-31 to 2026-12-31? Hmm. The spec says "during 2026 or the nine years prior (ten-year window)". So it's calendar years: 2026, 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017. That's ten calendar years. The colonoscopy on 2016-08-03 is outside this window (it's in 2016, which is ten years prior to 2026, not within the nine years prior).
So N5 is not met. The colonoscopy from 2016-08-03 is outside the ten-year window.
Wait — let me consider the alternative interpretation: a ten-year window measured back from 2026-12-31 would be 2016-12-31 (or 2017-01-01) through 2026-12-31. Actually 2016-08-03 is more than ten years before 2026-12-31 (2016-08-03 + 10 years = 2026-08-03; 2026-12-31 - 10 years = 2016-12-31). Either way, 2016-08-03 is before both 2017-01-01 and 2016-12-31. So the colonoscopy is outside the window under either interpretation. Good — unambiguous.
Other numerator options: no FOBT/FIT in 2026, no stool DNA, no flex sig, no CT colonography. Member declined screening in 2026-05-14 — refusal is not listed as an exclusion in this spec (some CRC specs have a "screening declined" exclusion, but this one doesn't — the required exclusions are E1-E4 only). So member is in the denominator, not excluded, does not meet numerator.
Status: non_compliant.
Reason: The most recent colonoscopy (2016-08-03) falls outside the ten-year window (2017–2026), and no other qualifying test in the record. Under 30 words.
Exclusions check:
- E1: no CRC. No.
- E2: no colectomy. No.
- E3: no hospice. No.
- E4: age 66+? No, 64. No.
So non_compliant.
The task says "Items drawn from measure QM-FUM require two further keys" — this is QM-CRC, not FUM, so no met_7_day/met_30_day keys needed.
Required keys: "status" and "reason" only.
Reason, one sentence under 30 words: "The 2016-08-03 colonoscopy is outside the ten-year look-back window (2017 through 2026), no other qualifying screening in the window, and the member meets no exclusion."
Count words: "The 2016-08-03 colonoscopy is outside the ten-year look-back window (2017 through 2026), no other qualifying screening in the window, and the member meets no exclusion." That's roughly: The(1) 2016-08-03(2) colonoscopy(3) is(4) outside(5) the(6) ten-year(7) look-back(8) window(9) (2017(10) through(11) 2026),(12) no(13) other(14) qualifying(15) screening(16) in(17) the(18) window,(19) and(20) the(21) member(22) meets(23) no(24) exclusion.(25) — 25 words. Under 30. Good.
Output exactly one JSON code block with keys "status" and "reason".json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the ten-year window (2017 through 2026), no other qualifying test in the look-back, and no exclusion applies."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 875 tokens
Let me work through this.
Member 40202. DOB 1962-10-19. As of 2026-12-31, they turn 64 (born October 1962; October 19, 2026 minus 64 years = October 19, 1962... let me check: 2026-10-19 they turn 64. So on 2026-12-31, they are 64 years old). The record states 64 years old as of 2026-12-31. Age 46-75: yes, 64 is within range. So in the denominator (also continuous enrolment full year — yes, 2026-01-01 through 2026-12-31 continuous).
Exclusions: no CRC, no colectomy, no hospice. E4 requires age 66+ AND frailty AND advanced illness — member is 64, so E4 doesn't apply anyway. No exclusions.
Numerator: any of N1-N5. The record has a colonoscopy on 2016-08-03. N5: colonoscopy during 2026 or the nine years prior (ten-year window measured back from 2026-12-31). Nine years prior to 2026 = 2017-2025? Let's compute the window: "during 2026 or the nine years prior" — that's 2026, 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017 — a ten-year window. Colonoscopy was 2016-08-03, which is outside the ten-year window (2017-2026). So it doesn't count.
Note: if we interpret "measured back from 2026-12-31" literally, nine years back is 2016-12-31 through 2026-12-31. Hmm. The window measured back from 2026-12-31: 2026-12-31 minus 9 years = 2017-12-31. So dates 2017-12-31 to 2026-12-31? Actually "during 2026 or the nine years prior" — the nine years prior to 2026 are 2017 through 2025. The colonoscopy on 2016-08-03 falls outside either way (2016 is ten years prior to 2026; and even the literal date-window of 2017-12-31 onward excludes August 2016).
Wait, let me double-check the literal interpretation: ten-year window measured back from 2026-12-31 would be 2017-01-01 (or 2016-12-31) through 2026-12-31. Colonoscopy 2016-08-03 is before 2016-12-31, so outside. Under both interpretations, the 2016 colonoscopy doesn't satisfy N5.
So member is in denominator, not excluded, and does not meet the numerator. Status: non_compliant. Member declining screening in 2026 doesn't create an exclusion (no exclusion for refusal in this spec).
Reason: Colonoscopy 2016-08-03 falls outside the ten-year colonoscopy window (2017-01-01 through 2026-12-31); no screening test in any numerator window during 2026.
This is QM-CRC, not QM-FUM, so no met_7_day/met_30_day keys required.
Required keys: "status" and "reason". Should I add anything else? The task says items drawn from QM-FUM require two further keys — this is QM-CRC, so only status and reason.
Reason one sentence under 30 words: "2016 colonoscopy is outside the ten-year N5 window (2017–2026); no stool test, sigmoidoscopy, or CT colonography within any numerator window, so numerator not met."
Count words: that's about 25 words. Good.
Let me phrase precisely: "Denominator met (age 64, continuous enrolment); no exclusion applies; 2016-08-03 colonoscopy falls outside the ten-year colonoscopy window, so no numerator criterion met." That's about 24 words.
The specific criterion that decided it: the colonoscopy date being outside the N5 window. Let me write:
"Colonoscopy 2016-08-03 is outside the ten-year N5 window (2026 or the nine years prior, 2017–2026), and no other screening test appears."
Word count: Colonoscopy(1) 2016-08-03(2) is(3) outside(4) the(5) ten-year(6) N5(7) window(8) (2026(9) or(10) the(11) nine(12) years(13) prior,(14) 2017–2026),(15) and(16) no(17) other(18) screening(19) test(20) appears(21). ~21 words. Good.
Status: non_compliant.json{
"status": "non_compliant",
"reason": "Colonoscopy 2016-08-03 falls outside the ten-year N5 window (2026 or the nine years prior, 2017-2026), and no stool DNA, FOBT/FIT, sigmoidoscopy, or CT colonography appears in any numerator window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Max · Alibaba17.3s · 771 out | 16.5s · 871 out | 14.8s · 648 out
Reasoning · 698 tokens
We need answer user's request. Need produce final JSON only. Need analyze measure QM-CRC. Member 40202 DOB 1962-10-19 age on 2026-12-31: 64 (given). Enrolled continuous full year. Denominator eligible age 46-75 and continuous enrollment. Exclusions: no CRC, no colectomy, no hospice, E4 age 66+? age 64 so no. Numerator: colonoscopy during 2026 or nine years prior (10-year window measured back from 2026-12-31). Colonoscopy date 2016-08-03. Window for N5: during 2026 or nine years prior. Need interpret: ten-year window measured back from 2026-12-31. Nine years prior means date on or after 2017-01-01? Let's compute. If measured back from 2026-12-31, nine years prior is 2016-12-31? Actually "during 2026 or the nine years prior" means years 2017-2026 inclusive maybe. Since measurement year 2026 and nine prior years = 2017-01-01 through 2026-12-31. A colonoscopy on 2016-08-03 is outside. Could there be exact 10 years from 2026-12-31 = 2016-12-31? The spec says ten-year window, nine years prior. Usually look-back from Dec 31: colonoscopy during 2026 or nine years prior (ten-year window) means from 2017-01-01 through 2026-12-31? If exact 10 years: on or after 2016-12-31? Need decide. The date 2016-08-03 is before either 2016-12-31 or 2017-01-01, so outside. Office visit declined no screening. So non_compliant. Reason under 30 words naming criterion/date. Need JSON keys status reason. No met_7_day etc because not FUM. Ensure reason <30 words. Maybe "Age and enrollment qualify; colonoscopy on 2016-08-03 is outside the ten-year window ending 2026-12-31, and no 2026 screening occurred." Count? Age(1) and2 enrollment3 qualify4; colonoscopy5 on6 2016-08-03 7 is8 outside9 the10 ten-year11 window12 ending13 2026-12-31,14 and15 no16 2026 17 screening18 occurred19. Good. Could say no numerator event. status non_compliant.json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 is outside the ten-year window ending 2026-12-31, and no qualifying screening occurred during 2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 799 tokens
We need answer user's task. Need produce final JSON only. Need analyze measure QM-CRC. Member 40202 DOB 1962-10-19, age on 2026-12-31: 64. Eligible age 46-75. Continuous enrollment full year. Denominator yes. Exclusions: no colorectal cancer, no colectomy, no hospice. E4 age >=66? No, 64, so no. Numerator: colonoscopy during 2026 or nine years prior (ten-year window measured back from 2026-12-31). Colonoscopy 2016-08-03. Window: during 2026 or nine years prior. Need interpret: ten-year window measured back from 2026-12-31 likely dates on or after 2017-01-01? Let's calculate. "during 2026 or the nine years prior" means from 2017-01-01 through 2026-12-31? If measured back from 2026-12-31, nine years prior could be 2016-12-31? Need careful. Measurement year 2026. Look-back window measured back from 2026-12-31: N5 colonoscopy during 2026 or nine years prior (ten-year window). Usually colonoscopy within 10 years: date of service and 10 years prior. If measurement year is 2026, lookback maybe 2017-01-01 through 2026-12-31? Actually ten-year window: measurement year plus 9 prior years = 2017-01-01 to 2026-12-31. But "measured back from 2026-12-31" could mean on/after 2016-12-31 (exact 10 years minus one day? Let's think). A colonoscopy on 2016-08-03 is more than 10 years before 2026-12-31? Date difference: 2016-08-03 to 2026-12-31 = 10 years 4 months 28 days. Not within 10 years. If window is 2017-01-01 onwards, definitely no. If exact 10 years prior date 2016-12-31, also no because Aug 3 before Dec 31. So numerator not met. Office visit screening discussed declined not a qualifying test. Status non_compliant. Reason under 30 words naming criterion/date. e.g. "No qualifying screening within required window; colonoscopy dated 2016-08-03 is outside the ten-year colonoscopy window by 2026-12-31." Count words? No(1) qualifying2 screening3 within4 required5 window;6 colonoscopy7 dated8 2016-08-03 9 is10 outside11 the12 ten-year13 colonoscopy14 window15 by16 2026-12-31.17. Good. Need output exactly JSON with keys status reason. Since not QM-FUM no booleans. Ensure no extra. JSON string. Final only fenced code block.
json{
"status": "non_compliant",
"reason": "No qualifying screening within the required window; colonoscopy dated 2016-08-03 is outside the ten-year colonoscopy window by 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 580 tokens
We need answer user's request. Need produce final JSON only. Need analyze measure QM-CRC. Member 40202 DOB 1962-10-19 => age 64 on 2026-12-31. Eligible age 46-75. Continuous enrollment full measurement year. Denominator yes. Exclusions: no colorectal cancer, no colectomy, no hospice. Age 64 so E4 not applicable (requires >=66). Numerator: colonoscopy 2016-08-03. Lookback window for colonoscopy: during 2026 or nine years prior (ten-year window measured back from 2026-12-31). Need determine if 2016-08-03 is within ten-year window? Measurement end 2026-12-31; ten-year window = during 2026 or nine years prior. Nine years prior from 2026-12-31 = 2017-01-01? Let's parse: "during 2026 or the nine years prior (ten-year window)." Usually look-back from Dec 31 2026: dates on or after 2017-01-01? A ten-year window including 2026 plus nine prior years = 2017-01-01 through 2026-12-31. 2016-08-03 is before 2017-01-01, so outside. If exact 10 years date would be 2016-12-31? But specification says nine years prior, measurement year 2026 plus nine prior years = 2017-2026. So 2016 colonoscopy not compliant. Office visit declined no numerator. Status non_compliant. Reason under 30 words naming criterion/date: "No qualifying screening within window; colonoscopy on 2016-08-03 predates the ten-year look-back from 2026-12-31." Count words? No(1) qualifying2 screening3 within4 window5 colonoscopy6 on7 2016-08-03 8 predates9 the10 ten-year11 look-back12 from13 2026-12-31 14. Good. Need only JSON. Ensure no extra keys. Since QM-CRC not FUM, only status reason. final JSON fenced.json{
"status": "non_compliant",
"reason": "No qualifying screening within window; colonoscopy on 2016-08-03 predates the ten-year look-back from 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Terra · OpenAI2.7s · 102 out | 2.5s · 127 out | 2.3s · 121 out
Reasoning · 51 tokens
**Clarifying medical guidelines**
I’m trying to understand something about the guidelines for colonoscopies, particularly for those aged 64. I think there’s a window from 2017 to 2026 that I need to confirm. Also, if I consider August 2016 as outside a ten-year window, that means any noncompliance related to procedures would likely be based on dates — likely starting around January 1, 2017. It seems like there’s a compliance issue here. I'm looking to clarify this part.json{"status":"non_compliant","reason":"Member is eligible but the 2016-08-03 colonoscopy is outside the ten-year look-back window ending 2026-12-31."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 73 tokens
**Calculating a 10-Year Window**
I need to calculate the window for 10 years starting from a specific date. I'm considering whether August 3, 2016, should be included. It seems like I'm looking for a period that covers from 2017 onward, which would create an exact lookback from December 31, starting January 1, 2017. Also, a colonoscopy from 2016 wouldn’t be valid for this purpose, so I need to take that into account along with eligibility for enrollment.json{"status":"non_compliant","reason":"Member is eligible but has no qualifying colorectal screening in the applicable look-back window; the colonoscopy on 2016-08-03 is outside the ten-year window."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 70 tokens
**Evaluating colonoscopy eligibility**
I need to consider the age 64 denominator for this colonoscopy window, which is between 2016 and 2026. If I look back from December 31, 2026, the ten-year window starts on January 1, 2017. It seems that 2016 is about ten years ago as well, so I might be interpreting the details incorrectly. In this case, it looks like the numerator isn't applicable here, so I think it’s declined.json{"status":"non_compliant","reason":"Member is eligible but the 2016-08-03 colonoscopy falls outside the ten-year look-back window ending 2026-12-31."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 Flash · Z.ai31.1s · 1,038 out | 29.3s · 472 out | 22.3s · 1,023 out
Reasoning · 966 tokens
Let me work through this member against QM-CRC.
Member: DOB 1962-10-19, age 64 on 2026-12-31. Age 46–75 as of 2026-12-31 — yes, 64 is in range.
Enrolment: 2026-01-01 through 2026-12-31, continuous. Meets continuous enrolment.
Denominator: eligible.
Exclusions:
- E1: no colorectal cancer — not excluded.
- E2: no colectomy — not excluded.
- E3: no hospice — not excluded.
- E4: age 66+ — member is 64, so not applicable.
Numerator:
- N1: FOBT/FIT during 2026 — none.
- N2: stool DNA 2024–2026 — none.
- N3: flex sig 2022–2026 — none.
- N4: CT colonography 2022–2026 — none.
- N5: colonoscopy during 2026 or nine years prior (ten-year window). Look-back from 2026-12-31: window would be 2017-01-01 through 2026-12-31 (ten-year window covering 2026 and the nine years prior). The colonoscopy was 2016-08-03. Is 2016-08-03 within ten years of 2026-12-31? Ten years prior to 2026-12-31 would be 2016-12-31. The measurement window as specified: "Colonoscopy during 2026 or the nine years prior (ten-year window)." Nine years prior to 2026 = 2017–2025, plus 2026 itself. So the window is 2017-01-01 through 2026-12-31. 2016-08-03 is before 2017-01-01. Not in window.
Actually let me be careful. In HEDIS, colonoscopy look-back is 10 years (i.e., during the measurement year or the 9 years prior — actually HEDIS says "during the measurement year or the nine prior years" for colonoscopy... actually HEDIS CRS says flexible sigmoidoscopy during measurement year or four prior years; colonoscopy during measurement year or nine prior years). The spec here mirrors that. The colonoscopy on 2016-08-03 is exactly 10 years and ~5 months before 2026-12-31. Nine years prior to the measurement year 2026 means 2017–2025. So 2016 does not count. Out of window.
Note: 2016-08-03 to 2026-08-03 would be exactly ten years; to 2026-12-31 it's ten years and almost five months. Either way it's out of the ten-year window if the window is measured as 2026 + nine prior years = 2017–2026. Even if measured as "ten years back from 2026-12-31" = 2016-12-31 through 2026-12-31, 2016-08-03 still falls outside (before 2016-12-31). So either interpretation excludes it.
Office visit 2026-05-14 with screening discussed, member declined — that is not a numerator event. Refusal is not compliance.
So: in denominator, not excluded, does not meet numerator → non_compliant.
Reason: must be one sentence under 30 words, naming the specific criterion or date that decided it. The deciding fact: colonoscopy on 2016-08-03 falls outside the ten-year look-back window (must be 2017-01-01 or later), and no other screening in window. Something like: "Colonoscopy on 2016-08-03 falls outside the ten-year colonoscopy window (2017-01-01–2026-12-31); no other numerator event, member declined screening 2026-05-14."
Keep it under 30 words. Count: "Colonoscopy 2016-08-03 falls outside the ten-year window (2017-01-01 to 2026-12-31); no other numerator screening during look-back, so non-compliant." That's about 18 words. Good.
Required keys: status, reason. QM-CRC does not require met_7_day/met_30_day (those are only for QM-FUM).
Output exactly one fenced JSON code block.json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the ten-year look-back (2017-01-01 through 2026-12-31); no other numerator event, member declined screening 2026-05-14."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 403 tokens
Let me work through this.
Member 40202: DOB 1962-10-19, age 64 on 2026-12-31. Age 64 falls in 46-75 range. Enrolment continuous full year. So in denominator.
Exclusions:
- E1: no colorectal cancer. Not met.
- E2: no colectomy. Not met.
- E3: no hospice. Not met.
- E4: age 66+ — member is 64, so not applicable.
Numerator:
- N1: FOBT/FIT during 2026 — none.
- N2: stool DNA — none.
- N3: flex sig — none.
- N4: CT colonography — none.
- N5: colonoscopy during 2026 or nine years prior (ten-year window). Window: 2026-12-31 minus ten years → colonoscopy on or after 2017-01-01. Member had colonoscopy 2016-08-03. That is more than ten years before 2026-12-31 (2016-08-03 to 2026-12-31 is over 10 years 4 months). So it falls outside the ten-year look-back window.
2026-05-14 office visit: screening discussed, member declined — that's not a numerator event. Declined screening does not count.
So: in denominator, not excluded, does not meet numerator → "non_compliant".
Reason: one sentence under 30 words naming the specific criterion or date. E.g., "Last colonoscopy 2016-08-03 falls outside the ten-year look-back window ending 2026-12-31, and no other screening modality is documented."
That's 24 words. Good.
Keys required: status, reason. Not QM-FUM, so no met_7_day/met_30_day keys.json{
"status": "non_compliant",
"reason": "In denominator at age 64 with continuous enrolment, but the 2016-08-03 colonoscopy falls outside the ten-year look-back window ending 2026-12-31 and no other numerator event is documented."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 953 tokens
Let me work through this member against QM-CRC.
Member 40202:
- DOB 1962-10-19 → age 64 on 2026-12-31. Age 46–75 eligible. ✓
- Enrolment continuous 2026-01-01 through 2026-12-31. ✓
- So in the denominator.
Exclusions:
- E1 colorectal cancer: none.
- E2 total colectomy: none.
- E3 hospice: none.
- E4: age 66+ requirement — member is 64, so E4 can't apply regardless.
Numerator:
- N5 colonoscopy during 2026 or the nine years prior (ten-year window). Measurement year 2026. Ten-year window back from 2026-12-31: 2017-01-01? Let's think. "Colonoscopy during 2026 or the nine years prior (ten-year window)." Nine years prior to 2026: 2017–2025. So the window is 2017-01-01 through 2026-12-31. Colonoscopy on 2016-08-03 is before 2017-01-01. So it's 10 years and ~5 months back — outside the 10-year window.
Wait — is the window measured back from 2026-12-31 as stated: "by the look-back window measured back from 2026-12-31". Ten-year window: 2017-01-01 to 2026-12-31? Or 2016-12-31 to 2026-12-31? If measured back from 2026-12-31, ten years back is 2016-12-31. A colonoscopy on 2016-08-03 is more than ten years before 2026-12-31 (2026-12-31 minus 10 years = 2016-12-31; 2016-08-03 is earlier than that). So it falls outside either way.
Note: the real HEDIS spec (colonoscopy 10 years) — 2016-08-03 to 2026-12-31 is 10 years 4.9 months. Outside. Even HEDIS actual spec counts colonoscopy in the 10 years prior to the end of the measurement year... In real HEDIS, it's during measurement year or 9 years prior. 2016 is 10 years prior to 2026, so outside. Correct: non-compliant.
- N1 FOBT/FIT during 2026: none.
- N2 stool DNA: none.
- N3 flex sig: none.
- N4 CT colonography: none.
The 2026-05-14 office visit where screening was discussed and member declined — declining screening doesn't meet the numerator. There's no numerator credit for a declined discussion. Also no exclusion for refusal in this spec.
So status: non_compliant. In denominator, no exclusion, no numerator event.
Reason: one sentence under 30 words naming the specific criterion or date that decided it. The deciding factor: colonoscopy on 2016-08-03 falls outside the ten-year window (2017-01-01–2026-12-31), and no other numerator test on record.
Something like: "Age 64 and continuously enrolled place her in the denominator, but the 2016-08-03 colonoscopy falls outside the ten-year window and no other numerator test is on record."
That's under 30 words. Count: Age(1) 64(2) and(3) continuously(4) enrolled(5) place(6) her(7) in(8) the(9) denominator,(10) but(11) the(12) 2016-08-03(13) colonoscopy(14) falls(15) outside(16) the(17) ten-year(18) window(19) and(20) no(21) other(22) numerator(23) test(24) is(25) on(26) record(27). 27 words. Good.
This is QM-CRC, not QM-FUM, so I don't need met_7_day/met_30_day keys. The task family says "Items drawn from measure QM-FUM require two further keys" — this is QM-CRC, so only status and reason.
Output exactly one fenced JSON block.json{
"status": "non_compliant",
"reason": "Age 64 and continuous enrolment place the member in the denominator, but the 2016-08-03 colonoscopy falls outside the ten-year window ending 2026-12-31 and no other numerator test is on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Hunyuan 4 · Tencent112.1s · 6,826 out | 124.5s · 6,895 out | 110.9s · 6,214 out
Reasoning · 6,761 tokens
We need answer JSON only. Task: QM-CRC. Member 40202 DOB 1962-10-19 => age on 2026-12-31: 2026 minus 1962 = 64 (birthday Oct 19, so by Dec 31 2026 has had 64th birthday? Actually age as of 2026-12-31: born 1962-10-19. On 2026-10-19 turns 64. So as of 2026-12-31, age 64. Yes 64. Eligible population age 46 through 75 as of 2026-12-31 => 64 qualifies. Continuous enrolment full year no gap => qualifies.
Check exclusions: E1 colorectal cancer any time on or before 2026-12-31: no. E2 total colectomy: no. E3 hospice: no. E4 age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Member age 64, not 66 or older. So E4 does not apply. None excluded.
Now numerator: N1 FIT/FOBT during 2026: no. N2 stool DNA during 2026 or two years prior (2024-2026? Actually three-year window measured back from 2026-12-31: includes 2026, 2025, 2024? Need interpret: "during 2026 or the two years prior (three-year window)" => 2024, 2025, 2026. No stool DNA. N3 flexible sigmoidoscopy during 2026 or four years prior (five-year window): 2022-2026? Actually 2026 plus four prior years: 2022, 2023, 2024, 2025, 2026? Wait four years prior to 2026 means 2022, 2023, 2024, 2025? Let's count: "during 2026 or the four years prior (five-year window)" => years: 2026, 2025, 2024, 2023, 2022. Sigmoidoscopy none. N4 CT colonography five-year window 2022-2026: none. N5 Colonoscopy during 2026 or the nine years prior (ten-year window): measured back from 2026-12-31. Nine years prior means 2017 through 2026? Let's carefully calculate look-back window.
Measurement year 2026-01-01 through 2026-12-31. Numerator look-back window measured back from 2026-12-31. N5: Colonoscopy during 2026 or the nine years prior (ten-year window). So includes colonoscopies from 2017-01-01? Or from 2016? Let's parse: "during 2026 or the nine years prior (ten-year window)." Nine years prior to 2026? If measurement year is 2026, the nine years prior are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025? Wait count: prior years to 2026: 2025 (1), 2024 (2), 2023 (3), 2022 (4), 2021 (5), 2020 (6), 2019 (7), 2018 (8), 2017 (9). That's nine years prior. Add 2026 = ten-year window: 2017-2026 inclusive. Or maybe inclusive of date? Measured back from 2026-12-31, a ten-year window back to 2016-12-31? Let's consider exact date boundaries. "Look-back window measured back from 2026-12-31" means start date maybe 2016-12-31? If window is ten years, from 2026-12-31 back 10 years is 2016-12-31. A colonoscopy on 2016-08-03 is before 2016-12-31, so outside a ten-year window ending 2026-12-31. But if they describe "during 2026 or the nine years prior (ten-year window)" as calendar years 2016 through 2026? Wait nine years prior to 2026: If you say "years prior" in calendar-year terms, 2026 is current measurement year, the nine prior calendar years are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. That's nine. Adding 2026 gives calendar years 2017-2026. However, colonoscopy date 2016-08-03 is in calendar year 2016, which is ten years prior? Let's count back calendar years: 2026 (0), 2025 (1 prior), 2024 (2), 2023 (3), 2022 (4), 2021 (5), 2020 (6), 2019 (7), 2018 (8), 2017 (9), 2016 (10). Wait 2016 is ten years prior? Let's recalc: If year 2026 is measurement year. One year prior = 2025. Two = 2024. Three=2023. Four=2022. Five=2021. Six=2020. Seven=2019. Eight=2018. Nine=2017. Ten=2016. So "nine years prior" is 2017, not 2016. Thus ten-year window = 2017 through 2026. But the phrase "during 2026 or the nine years prior (ten-year window)" means the window length is ten years: 2026 plus nine prior years = 2017-2026. If measured back from 2026-12-31 exactly ten years back: 2016-12-31 to 2026-12-31. That would include part of 2016 (from Dec 31 2016 onward) but the colonoscopy was 2016-08-03, which is before 2016-12-31, so outside. Let's examine both:
Option A (calendar year approach): N5 includes colonoscopy in calendar years 2017-2026 inclusive. Date 2016-08-03 is in 2016 => not within. So not compliant.
Option B (rolling 10-year window from 2026-12-31): window is 2016-12-31 through 2026-12-31 (or maybe 2016-01-01? depends). The colonoscopy 2016-08-03 is before 2016-12-31, so outside. Not compliant.
If window were 2016-01-01 through 2026-12-31? That would be 11 years? Let's see: from 2016-01-01 to 2026-12-31 is almost 11 years. The phrase "during 2026 or the nine years prior" suggests calendar years: 2026 plus 2017-2025? Wait nine years prior to 2026 inclusive? Let's list calendar years: 2026 is current. Prior year 1: 2025. 2:2024. 3:2023. 4:2022. 5:2021. 6:2020. 7:2019. 8:2018. 9:2017. Yes nine prior calendar years are 2017-2025. Add 2026 = 2017-2026. So 2016 not included. So colonoscopy 2016-08-03 is outside ten-year window.
But wait: The record says "2016-08-03 Colonoscopy, complete, no polyps." Some CRC measures (like HEDIS) use colonoscopy in the past 10 years (i.e., measurement year or 9 years prior) and the date of service must be on or after the member's 50th birthday? Not in this spec. Also HEDIS CRC: Colonoscopy in the measurement year or the 9 years prior to the measurement year (a 10-year look-back). For MY 2026, colonoscopy must be from Jan 1, 2017 through Dec 31, 2026? Let's verify HEDIS: "Colonoscopy in the measurement year or the 9 years prior to the measurement year." In HEDIS, they define the look-back period by dates: For measurement year 2026, colonoscopy between January 1, 2017 and December 31, 2026? Actually HEDIS MY 2023: Colonoscopy in the measurement year or the 9 years prior to the measurement year. The "9 years prior" means the 9 full calendar years before the measurement year. So for MY 2023, the 9 years prior are 2014-2022? Let's check: Measurement year 2023. Nine years prior are 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022. Add MY 2023 = 2014-2023? Wait count: 2022 (1), 2021 (2), 2020 (3), 2019 (4), 2018 (5), 2017 (6), 2016 (7), 2015 (8), 2014 (9). So nine years prior are 2014-2022. Add 2023 => 2014-2023, which is 10 calendar years? 2014 through 2023 inclusive is 10 years: 2014,2015,2016,2017,2018,2019,2020,2021,2022,2023. Yes. So for MY 2026, nine years prior are 2017-2025? Let's count: 2025 (1), 2024 (2), 2023 (3), 2022 (4), 2021 (5), 2020 (6), 2019 (7), 2018 (8), 2017 (9). Add 2026 => 2017-2026 inclusive. This matches our earlier count: 2017-2026. The colonoscopy in 2016 is outside. So non_compliant.
Need check numerator N1-N4: N2 stool DNA test during 2026 or the two years prior (three-year window). Two years prior to 2026 are 2024 and 2025? Add 2026 => 2024-2026. No stool DNA. N3 flexible sigmoidoscopy during 2026 or the four years prior (five-year window): four years prior to 2026: 2022,2023,2024,2025. Add 2026 => 2022-2026. No. N4 CT colonography five-year window: 2022-2026. No.
Member had office visit 2026-05-14 screening discussed, member declined. Does that count? No, numerator requires actual screening test/procedure. Declined screening does not meet numerator. There's no exclusion for declined? Exclusions are only E1-E4. So member is in denominator, not excluded, does not meet numerator => "non_compliant".
Need provide status and reason. Reason: one sentence, under 30 words, naming specific criterion or date that decided it. Should say: "No colorectal cancer screening in the required look-back windows; only a 2016-08-03 colonoscopy, outside the ten-year window, and screening was declined in 2026." Need under 30 words. Let's count: "No colorectal cancer screening in required look-back windows; the 2016-08-03 colonoscopy is outside the ten-year window, and screening was declined." Count words: No(1) colorectal(2) cancer(3) screening(4) in(5) required(6) look-back(7) windows;(8) the(9) 2016-08-03(10) colonoscopy(11) is(12) outside(13) the(14) ten-year(15) window,(16) and(17) screening(18) was(19) declined.(20) 20 words. Good. But does it name the specific criterion or date that decided it? It mentions date and window. Need maybe cite N5? "The 2016-08-03 colonoscopy is outside the N5 ten-year window, and no other numerator test was performed." Let's count: The(1) 2016-08-03(2) colonoscopy(3) is(4) outside(5) the(6) N5(7) ten-year(8) window,(9) and(10) no(11) other(12) numerator(13) test(14) was(15) performed.(16) Under 30. It names criterion N5 and date. But maybe office visit declined not numerator. Should we mention declined? The decided criterion: numerator N5 colonoscopy outside ten-year window. Or the fact that no screening occurred. Since they specifically had a colonoscopy in 2016, the decision hinges on N5 window. Let's craft reason: "The 2016-08-03 colonoscopy is outside the N5 ten-year window (2017-2026), and no other numerator screening was performed." Count: The(1) 2016-08-03(2) colonoscopy(3) is(4) outside(5) the(6) N5(7) ten-year(8) window(9) (2017-2026),(10) and(11) no(12) other(13) numerator(14) screening(15) was(16) performed.(17) Good. Under 30. But need mention screening discussed/declined? Not necessary for numerator; numerator not met because no test. Perhaps mention declined office visit doesn't count? Could say: "Declined screening at 2026-05-14 office visit does not meet the numerator, and the 2016-08-03 colonoscopy is outside N5's ten-year window." Count: Declined(1) screening(2) at(3) 2026-05-14(4) office(5) visit(6) does(7) not(8) meet(9) the(10) numerator,(11) and(12) the(13) 2016-08-03(14) colonoscopy(15) is(16) outside(17) N5's(18) ten-year(19) window.(20) This names dates and criterion. But is N5 the only criterion? The numerator is any one of N1-N5. The member fails all; the only relevant service is colonoscopy, which is N5 and outside window. The 2026 office visit with discussion/declined is not a test, so not numerator. Could mention "no qualifying test". Let's decide final reason. Must be one sentence, under 30 words. We need be precise.
Let's double-check age: DOB 1962-10-19, as of 2026-12-31 age = 64 (since 2026-10-19 turned 64). Wait someone born in 1962: In 2024, they turn 62? Let's compute: 1962 + 64 = 2026. Yes on Oct 19 2026 they turn 64. So age 64. Good. Age 46-75 inclusive qualifies. Not 66+, so E4 irrelevant. Continuous enrolment yes.
Check numerator windows exact dates:
N1 FOBT/FIT during 2026: none.
N2 Stool DNA during 2026 or two years prior (three-year window). Measured back from 2026-12-31. Three-year window: if calendar: 2024-2026 (2026, 2025, 2024). If rolling: 2023-12-31? Wait three-year window measured back from 2026-12-31 means start 2023-12-31? Actually a three-year window ending 2026-12-31 is from 2023-12-31? Let's compute: 2026-12-31 minus 3 years = 2023-12-31. But colonoscopy not stool DNA. No matter.
N3 flexible sigmoidoscopy during 2026 or four years prior (five-year window). Rolling: from 2021-12-31 to 2026-12-31? Actually 5 years back from 2026-12-31 = 2021-12-31. Calendar: 2022-2026. None.
N4 CT colonography five-year window (2022-2026 or 2021-12-31 to 2026-12-31). None.
N5 colonoscopy during 2026 or nine years prior (ten-year window). Rolling: 10 years back from 2026-12-31 is 2016-12-31. Calendar: 2017-2026. Service 2016-08-03 is before both possible start dates (2016-12-31 and 2017-01-01). So definitely outside. Even if window were 2016-01-01 to 2026-12-31 (which would be 11-year approx), the service is before 2016-12-31? Wait if start is 2016-12-31, 2016-08-03 is before start. If start is 2017-01-01, before start. If start is 2016-01-01 (which is 10 years + 1 day? Actually from 2016-01-01 to 2026-12-31 is 10 years and 364 days? Let's compute: 2016-01-01 to 2026-01-01 = 10 years. Then to 2026-12-31 adds 364 days. So almost 11 years. But phrase says ten-year window, so not that. In any reasonable interpretation, 2016-08-03 is outside ten-year window ending 2026-12-31 because it's more than 10 years before? Wait time from 2016-08-03 to 2026-12-31: Years: 2016-08-03 to 2026-08-03 is exactly 10 years. Then to 2026-12-31 is additional ~4 months (150 days). So total is 10 years and ~5 months. So it's more than 10 years before the measurement end date. Thus outside a ten-year look-back. Good. If window were "during 2026 or the nine years prior" meaning the service must be in 2016? Let's test: from 2026-12-31, nine years prior is 2017-12-31? Wait 2026 - 9 = 2017. If measured as of Dec 31, 2026, nine years prior to Dec 31, 2026 is Dec 31, 2017. Then "during 2026 or the nine years prior" maybe means service from Jan 1 2017? Actually Dec 31 2017 to Dec 31 2026 is 9 years? No, Dec 31 2017 to Dec 31 2026 is 9 years exactly (2018,2019,...2026? Let's count: 2017-12-31 to 2018-12-31 is 1, to 2019 2, 2020 3, 2021 4, 2022 5, 2023 6, 2024 7, 2025 8, 2026 9. Yes nine years. Add measurement year 2026? Wait measurement year is the year 2026, not the date Dec 31 2026? In HEDIS, the look-back for colonoscopy is "the measurement year or the 9 years prior to the measurement year". So you take the 9 full calendar years before the measurement year, i.e., 2017-2025? Wait confusion again: Measurement year 2026. The 9 years prior to the measurement year: If measurement year is 2026, prior full calendar years are 2025,2024,...,2017? Let's list 9: 2025(1),2024(2),2023(3),2022(4),2021(5),2020(6),2019(7),2018(8),2017(9). Yes those are the nine years prior to 2026. Then plus measurement year 2026 => 2017-2026. So start date Jan 1 2017. So 2016 service outside. Good.
Thus status = non_compliant.
Now keys required: Since measure QM-CRC, not QM-FUM, no met_7_day/met_30_day. Required keys: status, reason. Only those two. Must output exactly one fenced JSON code block with nothing else. Ensure JSON valid, no trailing commas.
Let's create:
{
"status": "non_compliant",
"reason": "The 2016-08-03 colonoscopy is outside the N5 ten-year window (2017-2026), and no other numerator screening was performed."
}
Check word count: The(1) 2016-08-03(2) colonoscopy(3) is(4) outside(5) the(6) N5(7) ten-year(8) window(9) (2017-2026),(10) and(11) no(12) other(13) numerator(14) screening(15) was(16) performed.(17) Under 30. Good.
But is it a single sentence? Yes, comma and period. It names N5 criterion and date. Should we mention member declined screening at 2026 office visit? The numerator not met because no test; the office visit is not a screening. The reason could mention that the 2026-05-14 office visit with declined screening does not meet numerator. The prompt says "naming the specific criterion or date that decided it". The decided it: N5 window. But maybe the grader expects mention that colonoscopy in 2016 is not within 10 years, and no FIT etc. Let's incorporate declined? Let's see if there is any other possible numerator: N1 stool test during 2026: none. N2 stool DNA during 2026 or two years prior: none. N3 flexible sigmoidoscopy during 2026 or four years prior: none. N4 CT colonography: none. N5 colonoscopy during 2026 or nine years prior: 2016-08-03 is in 2016, which is ten years prior? Let's double-check with exact year counting using dates. Suppose today is 2026-12-31. The nine years prior to 2026-12-31 in terms of dates: nine years before 2026-12-31 is 2017-12-31. The ten-year window measured back from 2026-12-31 would be from 2016-12-31 to 2026-12-31. Wait, "during 2026 or the nine years prior (ten-year window)". If the window is ten years long and measured back from 2026-12-31, the start is 2016-12-31. Yes! This is critical. Let's compute: A ten-year window ending 2026-12-31 starts 2016-12-31 (exactly 10 years earlier). But the colonoscopy is 2016-08-03, which is before 2016-12-31, so outside. However, what about the phrase "during 2026 or the nine years prior"? Calendar years: 2026 plus the nine calendar years prior: 2025,2024,2023,2022,2021,2020,2019,2018,2017. That's years 2017-2026, start Jan 1 2017. The colonoscopy 2016-08-03 is in calendar year 2016, outside. So either way outside. Good.
Wait, what if the look-back window is defined as "during 2026 or the nine years prior" meaning dates on or after 2016-01-01? Let's test: nine years prior to 2026-12-31 by date: subtract 9 years => 2017-12-31. "During 2026 or the nine years prior" might mean from 2017-12-31? No, if you subtract 9 years from the end date, you get 2017-12-31; the period from 2017-12-31 to 2026-12-31 is 9 years, not 10. But they say ten-year window. So the ten-year window is from 2016-12-31 to 2026-12-31. But then why "during 2026 or the nine years prior"? Because the measurement year is 2026, and they count the 9 prior *calendar years* (2017-2025) plus the measurement year 2026 = 10 calendar years? Wait 2017-2026 inclusive is 10 calendar years: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026. That's ten. The nine years prior are 2017-2025. Add 2026 gives ten calendar years 2017-2026. So if using calendar years, start is Jan 1 2017. If using rolling window of ten years back from Dec 31 2026, start is Dec 31 2016. Both start after 2016-08-03. So outside. Good. No issue.
Now check exclusions before numerator: none. Not excluded. Status non_compliant. Need ensure not "compliant" due to colonoscopy? Some might mistakenly think 2016 colonoscopy within 10 years because 2026-2016 = 10. But as of end of 2026, a colonoscopy in Aug 2016 is 10 years and 4 months prior. In HEDIS, the colonoscopy must be in the measurement year or the 9 years prior. 2016 is 10 years prior to 2026 (if 2026-2016=10), not 9. Let's list: 2026 MY. 1 year prior = 2025. 2=2024. 3=2023. 4=2022. 5=2021. 6=2020. 7=2019. 8=2018. 9=2017. So 2016 is 10 years prior. So not counted. Exactly. Good.
Now about QM-FUM keys? Not applicable. The task says Items drawn from measure QM-FUM require two further keys. This is QM-CRC, so no. Do not add keys not asked for. Required JSON keys: status, reason. Do not add met_7_day etc. Do not add anything else.
Let's ensure output format: exactly one fenced JSON code block and nothing else. So:
```json
{
"status": "non_compliant",
"reason": "The 2016-08-03 colonoscopy is outside the N5 ten-year window (2017-2026), and no other numerator screening was performed."
}
```
Check reason under 30 words. Already 17. Good. It is one sentence? It has a comma, then "and". It's a compound sentence with one period. Under 30 words. It names N5 and date 2016-08-03. It explains decided it. Should we say "member declined screening" instead of "no other numerator screening"? Maybe the office visit is in record and shows screening discussed/declined. We might want to reference that the 2026-05-14 office visit where screening was declined does not meet numerator. The reason could be: "The 2026-05-14 office visit where screening was declined is not a numerator test, and the 2016-08-03 colonoscopy is outside N5's ten-year window." Count: The(1) 2026-05-14(2) office(3) visit(4) where(5) screening(6) was(7) declined(8) is(9) not(10) a(11) numerator(12) test,(13) and(14) the(15) 2016-08-03(16) colonoscopy(17) is(18) outside(19) N5's(20) ten-year(21) window.(22) Under 30. This references both dates. The specific criterion that decided it is N5 window, but also that declined visit doesn't count. Which is better? The member had a colonoscopy, the only near-miss. The numerator requires a test. The declined screening is not a test. The 2026 office visit is not a screening. So saying "no other numerator screening was performed" covers it. If we mention the declined visit, it's more tied to record. The prompt: "naming the specific criterion or date that decided it". The date 2016-08-03 and criterion N5 decided it. The declined visit date is not decisive (even if they hadn't declined, there is no test). But to show we considered the office visit, we can mention it's not a numerator test. Let's craft a concise sentence:
"The 2026-05-14 declined screening does not meet the numerator, and the 2016-08-03 colonoscopy is outside the N5 ten-year window (2017-2026)."
Count: The(1) 2026-05-14(2) declined(3) screening(4) does(5) not(6) meet(7) the(8) numerator,(9) and(10) the(11) 2016-08-03(12) colonoscopy(13) is(14) outsjson{
"status": "non_compliant",
"reason": "The 2026-05-14 declined screening does not meet the numerator, and the 2016-08-03 colonoscopy is outside the N5 ten-year window (2017-2026)."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 6,833 tokens
We need answer quality measure logic. Need output JSON with status, reason. Also maybe keys? Task family says QM-CRC, not QM-FUM, so only status and reason. Need evaluate member record.
Measure QM-CRC. Measurement year 2026-01-01 through 2026-12-31.
Eligible population: Age 46 through 75 as of 2026-12-31. DOB 1962-10-19 => on 2026-12-31 age = 2026 - 1962 = 64 (birthday Oct 19, 2026, before Dec 31, so 64). Within 46-75, yes.
Continuous enrolment: full measurement year with no more than one gap of up to 45 days. Enrolment: 2026-01-01 through 2026-12-31, continuous. Yes.
Numerator: any one of N1-N5 by look-back from 2026-12-31:
N1 FOBT/FIT during 2026. Do we have any? No. Office visit 2026-05-14 screening discussed, member declined. No test performed. So no.
N2 Stool DNA test during 2026 or two years prior (three-year window). Do we have? No.
N3 Flexible sigmoidoscopy during 2026 or four years prior (five-year window). Do we have? No.
N4 CT colonography during 2026 or four years prior (five-year window). No.
N5 Colonoscopy during 2026 or nine years prior (ten-year window). Look-back window is 2026 plus 9 years prior? Let's parse: "Colonoscopy during 2026 or the nine years prior (ten-year window)." If measured back from 2026-12-31, ten-year window includes 2026 and the nine years prior: years 2017 through 2026? Wait "during 2026 or the nine years prior (ten-year window)" means services in 2026, or in the nine years prior to 2026? The nine years prior to 2026 are 2017-2025? Let's count carefully. The measurement year is 2026. "during 2026 or the nine years prior" gives a ten-year window: 2026 + 2016? Wait, if measurement year is 2026, years prior are 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017 — that's nine years prior. Then plus 2026 = ten-year window: 2017 through 2026. But sometimes "nine years prior" to the year 2026 could mean 2016? Let's carefully count. Interpretation: If we say "during 2026 or the four years prior (five-year window)" for flexible sigmoidoscopy/CT colonography. Years prior to 2026: 2022, 2023, 2024, 2025 are the four years prior? Or 2021? Let's count: "four years prior (five-year window)". Measurement year 2026 as year 1. The four years prior would be 2025 (1 year prior), 2024 (2), 2023 (3), 2022 (4). That yields a five-year window: 2022-2026. That matches typical HEDIS: flexible sigmoidoscopy in the past 5 years (2022-2026). Actually HEDIS colorectal cancer screening: Flexible sigmoidoscopy or CT colonography every 5 years; colonoscopy every 10 years. In HEDIS, look-back from Dec 31 of measurement year: colonoscopy during measurement year or 9 years prior (10-year) means 2016? Wait 2026 minus 9 = 2017? Let's check typical: For MY 2023, colonoscopy in 2023 or nine years prior (2014-2023? Let's count). Actually if measurement year is 2023, 10-year window is 2014 through 2023? Let's compute: 2023 - 9 = 2014. Because 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014 = 10 years. Yes, the nine years prior to 2023 are 2014-2022? Wait nine years prior to year 2023: years 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022: that's nine years. Plus 2023 is ten years. So window is 2014-2023. That means start year = 2023 - 9 = 2014. So for 2026, ten-year window: start = 2026 - 9 = 2017? Wait 2026 - 9 = 2017. Then window: 2017-2026 inclusive is 10 years? Let's count: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026 = 10 years. Yes, inclusive count: 2026 - 2017 + 1 = 10. So the nine years prior to 2026 are 2017-2025? Let's map: one year prior = 2025; two = 2024; three = 2023; four = 2022; five = 2021; six = 2020; seven = 2019; eight = 2018; nine = 2017. Yes. So nine years prior to 2026 are 2017-2025. Plus 2026 = 2017-2026. Wait what about 2016? 2016 is ten years prior to 2026? Let's compute: 2026 - 10 = 2016. If we include 2016, then inclusive count 2026 - 2016 + 1 = 11 years. That would be an eleven-year window. So 2016 is outside the ten-year window. But the record has Colonoscopy on 2016-08-03. That is more than ten years before 2026-12-31? Let's check date-wise: The colonoscopy date is 2016-08-03. Look-back from 2026-12-31: is it within 10 years? 2016-08-03 to 2026-08-03 is exactly 10 years. But measurement is back from 2026-12-31. 2016-08-03 is 10 years and about 5 months before 2026-12-31 (from 2016-08-03 to 2026-12-31 is 10 years, 4 months, 28 days). That is more than 10 years before 2026-12-31. Wait let's compute precisely: On 2016-08-03, add 10 years => 2026-08-03. Since 2026-12-31 is after 2026-08-03, the date 2016-08-03 is more than 10 years prior to 2026-12-31. Therefore not within a ten-year window ending 2026-12-31? Need to clarify measure wording: "Colonoscopy during 2026 or the nine years prior (ten-year window)." It says "during 2026 or the nine years prior". It does not say "within 10 years before 2026-12-31" in terms of exact date? It's by year look-back? The spec says "by the look-back window measured back from 2026-12-31: ... N5. Colonoscopy during 2026 or the nine years prior (ten-year window)." The phrase "during 2026 or the nine years prior" implies calendar years: services in calendar year 2026, or in any of the nine calendar years prior to 2026 (i.e., 2017-2025). But if measured back from 2026-12-31, does the window include any service from 2016? Let's parse "nine years prior" could mean the nine-year period immediately preceding 2026, which is 2017-01-01 to 2025-12-31? Wait the nine years prior to 2026 as a year are 2017-2025? Let's count again: prior year 1 = 2025, 2=2024, 3=2023, 4=2022, 5=2021, 6=2020, 7=2019, 8=2018, 9=2017. So the nine years prior are 2017 through 2025 inclusive. Then "during 2026 or the nine years prior" = 2017 through 2026 inclusive. That's ten calendar years. So 2016 is not included. However, if they meant "nine years prior to 2026-12-31" as a date period: 2016-12-31 through 2026-12-31? Let's test: The nine years prior to 2026-12-31 as a continuous period: from 2025-12-31 back? Actually a period of nine years immediately before 2026-12-31 is 2017-12-31 to 2026-12-31? No, "nine years prior" to a date: if you go back nine years from 2026-12-31, you get 2017-12-31. So the nine-year period before 2026-12-31 is 2017-12-31 to 2026-12-31 (excluding end?). Plus the measurement year? Wait measurement year is 2026? Let's re-read: "by the look-back window measured back from 2026-12-31: N5. Colonoscopy during 2026 or the nine years prior (ten-year window)." If measurement year is 2026, but look-back measured back from 2026-12-31. It says "during 2026 or the nine years prior". They define a ten-year window. That means the window is the ten years ending 2026-12-31: i.e., from 2016-12-31? Let's count years by date: A ten-year window measured back from 2026-12-31 would start on 2016-12-31? Wait if window is 10 years long ending on 2026-12-31, the start date is 2016-12-31 (or 2016-12-31? Let's compute: 2026-12-31 minus 10 years = 2016-12-31. If inclusive of start? A interval [2016-12-31, 2026-12-31] is exactly 10 years? From 2016-12-31 to 2026-12-31 is 10 years. So a colonoscopy on 2016-08-03 is before 2016-12-31, thus outside the ten-year window (it is 10 years and ~5 months before the end date). If the window is [2017-01-01, 2026-12-31] that's also 10 years minus a day? Actually from 2017-01-01 to 2026-12-31 is 9 years and 364 days? Let's check: 2017-01-01 to 2026-01-01 is 9 years. To 2026-12-31 is 9 years + 364 days (or 365 in leap? 2026 not leap? 2026 is not leap; 2026-01-01 to 2026-12-31 is 364 days? Actually from Jan 1 to Dec 31 inclusive is 365 days? Wait date difference: 2026-12-31 minus 2026-01-01 = 364 days? Let's not get bogged). If window is by calendar years 2017-2026, start of window is 2017-01-01. Then 2016-08-03 is before 2017-01-01, outside. If window is by exact dates from 2016-12-31, 2016-08-03 is before 2016-12-31, also outside. Wait 2016-08-03 is before 2016-12-31, yes it's earlier in 2016. So either way, the 2016-08-03 colonoscopy is NOT within a ten-year window ending 2026-12-31. The ten-year window ends 2026-12-31; ten years before that is 2016-12-31. The colonoscopy was on 2016-08-03, which is about 4 months and 28 days before 2016-12-31, so it is older than 10 years relative to 2026-12-31. Thus it is outside the window.
But wait, let's double-check: 2016-08-03 plus 10 years = 2026-08-03. Since end date is 2026-12-31, the colonoscopy is 10 years + 4 months 28 days old, outside the 10-year window. If the window is "2026 or the nine years prior" as calendar years, it's calendar 2016, which is not in 2017-2026. So not compliant.
But careful: Some might count "ten-year window" as 2016-2025? Wait for colonoscopy every 10 years, if you had a colonoscopy in 2016, then in 2026 you are due for another one? Let's think clinically: A colonoscopy in Aug 2016 gives a 10-year interval until Aug 2026. The measurement year end is Dec 31, 2026. At Dec 31, 2026, the member is due for a repeat colonoscopy (since 10 years have passed in Aug 2026, before Dec 31, 2026). In HEDIS, colorectal cancer screening measure: Colonoscopy during measurement year or the nine years prior. If measurement year is 2026, nine years prior would be 2017? Wait, I recall HEDIS MY 2022 spec: "Colonoscopy during 2022 or the nine years prior (10-year window: 2013-2022)"? Let's verify with known HEDIS. HEDIS 2023 (MY 2023) CRC: Colonoscopy during the measurement year or the nine years prior (the 10-year window is from January 1, 2014, through December 31, 2023?). Actually I recall for MY 2023, the colonoscopy window is 2014-2023? Let's calculate: If MY is 2023, 10-year window = 2014-2023? Wait 2023 minus 9 = 2014. Yes, 2014 through 2023 is 10 years. Clinical logic: A colonoscopy in 2013 would be 10 years prior to 2023; at end of 2023, if you had one in Jan 2013, it would be almost 11 years? Actually Jan 2013 to Dec 2023 is 10 years and 11 months. So 2013 would be outside if window is 2014-2023? Wait if you had colonoscopy in Dec 2013, by Dec 2023 it's exactly 10 years. But if window is calendar 2014-2023, a Dec 2013 colonoscopy is outside. But clinically, a colonoscopy in Dec 2013 would be due in Dec 2023, so at Dec 31 2023, it's just past due? Actually 10 years from Dec 2013 is Dec 2023; at Dec 31 2023, the 10-year interval has elapsed, so it would not count as up-to-date. So HEDIS uses calendar year windows: 10-year window is 10 calendar years, i.e., measurement year + 9 previous calendar years. For MY 2023, previous 9 years: 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022. Plus 2023 = 2014-2023. That means a colonoscopy in 2013 is not counted, even if done in Dec 2013? Wait Dec 2013 is in the year 2013, which is not in the window. So yes, 2013 excluded. Clinically, a colonoscopy in Dec 2013 would be 10 years in Dec 2023, so at Dec 31 2023 it is 10 years and 1 month? Actually Dec 2013 to Dec 2023 is exactly 10 years; if date is Dec 31 2013, then Dec 31 2023 is exactly 10 years. If done earlier in 2013, it's >10 years. If done later in 2013 (Dec 31), at Dec 31 2023 it's exactly 10 years, still maybe considered due? HEDIS says during 2023 or nine years prior, meaning calendar year 2014-2023; 2013 is 10 years prior, excluded. So for MY 2026, window = 2017-2026. Thus 2016 colonoscopy is outside. Good.
Thus no numerator met. The 2026-05-14 office visit: "Screening discussed, member declined." Does documentation of screening discussed count? No, numerator requires actual screening test performed, not just discussion/declination. There is no FOBT, FIT, stool DNA, flexible sigmoidoscopy, CT colonography, or colonoscopy in the window. The 2016 colonoscopy is outside ten-year window. So numerator not met.
Exclusions: E1 colorectal cancer any time on or before 2026-12-31. Record: No colorectal cancer. E2 total colectomy any time on or before. No colectomy. E3 hospice during MY. No hospice. E4: Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during MY. Member is 64, not 66 or older. Also no frailty/advanced illness documented. So no exclusions.
Therefore member is in denominator (age 46-75, continuous enrolment), not excluded, does not meet numerator => status "non_compliant".
Need reason: one sentence, under 30 words, naming the specific criterion or date that decided it. It should say: "Colonoscopy on 2016-08-03 is outside the ten-year window (2017-2026), and no 2026 screening was performed; member declined screening." Need under 30 words. Let's craft concise: "The 2016-08-03 colonoscopy falls outside the ten-year window (2017-2026) and no 2026 screening test or other numerator event is documented." That's about 24 words? Let's count: The(1) 2016-08-03(2) colonoscopy(3) falls(4) outside(5) the(6) ten-year(7) window(8) (2017-2026)(9) and(10) no(11) 2026(12) screening(13) test(14) or(15) other(16) numerator(17) event(18) is(19) documented(20). Under 30. But maybe we need mention declined? The reason should name specific criterion or date that decided it. The deciding fact: numerator not met because colonoscopy date 2016-08-03 is outside ten-year window and no test in 2026. Maybe: "No qualifying screening: the only colonoscopy (2016-08-03) is outside the ten-year window (2017-2026), and the 2026 office visit was a declined discussion, not a test." Count: No(1) qualifying(2) screening:(3) the(4) only(5) colonoscopy(6) (2016-08-03)(7) is(8) outside(9) the(10) ten-year(11) window(12) (2017-2026),(13) and(14) the(15) 2026(16) office(17) visit(18) was(19) a(20) declined(21) discussion,(22) not(23) a(24) test.(25) 25 words. Good. Under 30. It names date and criterion.
Need ensure status exactly "non_compliant". Reason is string one sentence. Output JSON only.
Check if any requirement for QM-FUM keys? No, measure is QM-CRC, so only status and reason. The task family description says: Items drawn from measure QM-FUM require two further keys. This is QM-CRC, so no.
Let's double-check age: DOB 1962-10-19. On 2026-12-31: birthday in 2026 is 1962+64=2026, Oct 19, 2026. Since Dec 31 is after Oct 19, age = 64. Good, 46-75 inclusive? 64 yes.
Enrolment: full year continuous, no gap. Good.
Numerator N5: Need confirm whether colonoscopy in 2016 could be considered within ten-year window if window measured from date? Let's parse exact text: "by the look-back window measured back from 2026-12-31:
N5. Colonoscopy during 2026 or the nine years prior (ten-year window)."
If measured back from 2026-12-31, and they say "during 2026 or the nine years prior". Calendar 2026 is a year, nine years prior are 2025,2024,2023,2022,2021,2020,2019,2018,2017. That's ten calendar years total: 2017-2026. 2016 is not included. If instead they meant "during 2026 or the nine years prior" where "nine years prior" could be the period of nine years immediately preceding 2026-01-01? That's 2017-01-01 to 2025-12-31? Wait the nine years prior to calendar year 2026 as a block is 2017-2025? Let's list: prior to 2026 means before 2026-01-01. The nine full calendar years before 2026 are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. Yes, 2017-2025. Add 2026 => 2017-2026. So 2016 excluded. Good.
What about exact date look-back: "measured back from 2026-12-31" a ten-year window would begin 2016-12-31, as I calculated. 2016-08-03 is before 2016-12-31, so outside. Wait if the window begins 2016-12-31, then a service on 2016-08-03 is before the start, outside. If the window is inclusive of the start date? 2016-08-03 is still before 2016-12-31, so outside. Both interpretations exclude 2016-08-03. Good. So no numerator.
Exclusions: E4 requires age 66 or older as of 2026-12-31. Member is 64, so not met. Thus no exclusion.
Status non_compliant.
Reason: Must be one sentence, under 30 words. Ensure no period? It's a sentence, can have period. Let's draft final reason:
"No qualifying screening: the only colonoscopy (2016-08-03) is outside the ten-year window (2017-2026), and the 2026 visit was a declined discussion, not a test."
Let's count words again carefully by spaces:
1 No
2 qualifying
3 screening:
4 the
5 only
6 colonoscopy
7 (2016-08-03)
8 is
9 outside
10 the
11 ten-year
12 window
13 (2017-2026),
14 and
15 the
16 2026
17 visit
18 was
19 a
20 declined
21 discussion,
22 not
23 a
24 test.
That's 24 words (if hyphenated ten-year counts as one, parentheses attached count as part of word? Usually word count: "ten-year" is one word, "(2016-08-03)" maybe one token, but safe. Under 30. Good.
Wait: "screening:" includes colon? It's fine.
Alternative: "The 2016-08-03 colonoscopy predates the ten-year window (2017-2026); no 2026 screening test was performed, only a declined discussion." Count: The(1) 2016-08-03(2) colonoscopy(3) predates(4) the(5) ten-year(6) window(7) (2017-2026);(8) no(9) 2026(10) screening(11) test(12) was(13) performed,(14) only(15) a(16) declined(17) discussion.(18) That's 18 words. Very clear. But need mention specific criterion or date that decided it. Yes, date and window. This is good. Let's use this maybe:
"The 2016-08-03 colonoscopy predates the ten-year window (2017-2026); no 2026 screening test was performed, only a declined discussion."
Check: Does "predates the ten-year window (2017-2026)" mean it is before 2017, yes. The date 2016-08-03 is in 2016, which is before the window. Good. The semicolon connects two independent clauses; is that one sentence? Yes, a sentence can have a semicolon. Under 30 words. Maybe better to use "and" instead of semicolon to avoid question? "The 2016-08-03 colonoscopy predates the ten-year window (2017-2026), and no 2026 screening test was performed, only a declined discussion." Count: The(1) 2016-08-03(2) colonoscopy(3) predates(4) the(5) ten-year(6) window(7) (2017-2026),(8) and(9) no(10) 2026(11) screening(12) test(13) was(14) performed,(15) only(16) a(17) declined(18) discussion.(19) 19 words. Good.
But wait, the office visit on 2026-05-14: "Screening discussed, member declined." This is not a test. The reason says "no 2026 screening test was performed". Good.
Let's ensure we output valid JSON. Keys: "status", "reason". No trailing commas.
```json
{
"status": "non_compliant",
"reason": "The 2016-08-03 colonoscopy predates the ten-year window (2017-2026), and no 2026 screening test was performed, only a declined discussion."
}
```
Double-check no need for met_7_day etc. The task says items drawn from QM-FUM require two further keys. This is QM-CRC, so no. If I added them, penalised for adding keys not asked for. So omit.
Let's verify if any nuance: "Required exclusions E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year." Member age 64, so E4 not met. No other exclusions.
Status definitions:
- "compliant": in denominator, not excluded, meets numerator.
- "non_compliant": in denominator, not excluded, does not meet numerator.
- "excluded": meets required exclusion.
- "not_eligible": never enters denominator (age, event, or enrolment).
Our member enters denominator (age 64, continuous enrolment). Not excluded. Numerator not met. So non_compliant.
One more check: Is there any chance the 2016 colonoscopy is within the window if they count "nine years prior" as 2016? Let's recount with extreme care because this is pivotal. The measure spec text:
"NUMERATOR — any one of the following, by the look-back window measured back from 2026-12-31:
N1. Faecal occult blood test or faecal immunochemical test during 2026.
N2. Stool DNA test during 2026 or the two years prior (three-year window).
N3. Flexible sigmoidoscopy during 2026 or the four years prior (five-year window).
N4. CT colonography during 2026 or the four years prior (five-year window).
N5. Colonoscopy during 2026 or the nine years prior (ten-year window)."
For N2: during 2026 or the two years prior (three-year window). Two years prior to 2026 are 2025 and 2024. Plus 2026 = 2024, 2025, 2026. That's a three-year window. So start year = 2026 - 2 = 2024. Indeed, three-year window = 20json{
"status": "non_compliant",
"reason": "The 2016-08-03 colonoscopy predates the ten-year window (2017-2026), and no 2026 screening test was performed, only a declined discussion."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 6,146 tokens
We need answer as JSON for QM-CRC measure. Let's parse task.
Measure QM-CRC, measurement year 2026-01-01 to 2026-12-31. Member record: MEMBER 40202. DOB 1962-10-19, so 64 years old on 2026-12-31. Enrollment: full year 2026 continuous. History: 2016-08-03 colonoscopy complete no polyps. 2026-05-14 office visit: screening discussed, member declined. No colorectal cancer, no colectomy, no hospice.
Need status, reason. For QM-CRC, only status/reason? The task says Items drawn from measure QM-FUM require two further keys, not QM-CRC. So only status and reason.
Let's evaluate.
Eligible population denominator: Age 46-75 as of 2026-12-31. Member is 64 on 2026-12-31. Enrollment continuous full measurement year. So in denominator.
Required exclusions evaluated before numerator. Check exclusions:
E1 colorectal cancer C18-C21 any time on/before 2026-12-31. Record says no colorectal cancer. So not E1.
E2 total colectomy any time before. No colectomy. Not E2.
E3 hospice any time during measurement year. No hospice. Not E3.
E4 Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Member age 64, not 66 or older. So not E4. Also no frailty/advanced illness anyway.
Thus not excluded. Now numerator: any one of following by look-back window measured back from 2026-12-31:
N1 FOBT/FIT during 2026. History: 2026-05-14 office visit screening discussed, member declined. No FIT/FOBT test in 2026. Declined screening is not a completed test. So N1 not met.
N2 Stool DNA test during 2026 or two years prior (three-year window 2024-2026). No such test. Not met.
N3 Flexible sigmoidoscopy during 2026 or four years prior (five-year window 2022-2026). No flex sig. Not met.
N4 CT colonography during 2026 or four years prior (five-year 2022-2026). No. Not met.
N5 Colonoscopy during 2026 or nine years prior (ten-year window). Window: 2016-12-31? Wait measured back from 2026-12-31. Ten-year window: during 2026 or the nine years prior. Date range: from 2016-01-01? Let's calculate precisely. Measurement year end 2026-12-31. "during 2026 or the nine years prior (ten-year window)". Typically look back 10 years from end of measurement year: 2016-01-01 through 2026-12-31? Need interpret: "during 2026 or the nine years prior". 2026 is year 0. The nine years prior are 2017,2018,2019,2020,2021,2022,2023,2024,2025? Wait nine years prior to 2026 are 2017 through 2025 inclusive? Let's count: prior years: 2025 (1), 2024 (2), 2023 (3), 2022 (4), 2021 (5), 2020 (6), 2019 (7), 2018 (8), 2017 (9). Plus 2026 makes ten-year window: 2017-01-01 through 2026-12-31? But member had colonoscopy 2016-08-03. That is more than nine years prior? Let's compute from 2026-12-31 back nine years: 2017-12-31? Wait subtract 9 years from 2026-12-31 gives 2017-12-31. Dates on or after 2017-12-31? Actually "during the nine years prior" to measurement year: if measurement year is 2026, the nine years prior are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. The colonoscopy in 2016 is 10 years prior (2016 is ten years before 2026). Let's check: Age of colonoscopy relative to end of 2026: date 2016-08-03 to 2026-12-31 difference is 10 years, 4 months, 28 days. That's more than 9 years prior. The window is 2026 or nine years prior = 10-year window inclusive? If measurement back from 2026-12-31, ten-year window includes dates from 2016-12-31? Let's carefully interpret standard HEDIS CRC measure: Colonoscopy in the past 10 years (i.e., during the measurement year or the 9 years prior). Example: For measurement year 2026, colonoscopy must have been performed on or after January 1, 2016? Wait HEDIS: "Colonoscopy during the measurement year or the nine years prior to the measurement year." If measurement year is 2026, nine years prior are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. Then during measurement year 2026. So date range is January 1, 2017 through December 31, 2026? But wait "nine years prior to the measurement year" means years 2017 through 2025 (nine years). Plus measurement year 2026 = 10 years. The earliest date would be January 1, 2017 (not 2016). Let's check actual HEDIS specification: For colorectal cancer screening, colonoscopy: "Colonoscopy in the past 10 years (defined as measurement year or the 9 years prior)". In HEDIS, the look-back for 10 years is: date of service must be on or after [January 1 of the year that is 9 years before the measurement year] through December 31 of the measurement year. Example: Measurement year 2026: 9 years before is 2017. So on or after 2017-01-01 through 2026-12-31. Yes. Because 2016 is 10 years before measurement year, thus outside. Let's test: Age 64, colonoscopy in Aug 2016. As of end of 2026, it's 10 years and 4 months old, which is more than 10 years? Actually 2016-08-03 to 2026-08-03 is exactly 10 years. To 2026-12-31 is 10 years 4.9 months. It is >10 years old. HEDIS requires within past 10 years (i.e., <10 years? Actually "in the past 10 years" means within 10 years prior to end of measurement year. A colonoscopy on 2016-08-03 is 10 years and 4 months before 2026-12-31, so not within past 10 years if we require within 10 years (date >= 2016-12-31? Wait within 10 years prior to 2026-12-31 means date >= 2016-12-31? Let's compute: exactly 10 years before 2026-12-31 is 2016-12-31. Dates on or after 2016-12-31 are within 10 years (i.e., no more than 10 years prior). Dates before 2016-12-31 are more than 10 years prior. But the spec says "during 2026 or the nine years prior (ten-year window)". Nine years prior to measurement year 2026 are 2017-2025. There is no 2016. Wait there is a discrepancy: If measurement year is 2026, the nine years prior are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025 = nine years. Including 2026 gives ten distinct calendar years: 2017 through 2026. That's ten calendar years, but the span from Jan 1 2017 to Dec 31 2026 is 10 years (actually it's 10 years minus 1 day? Jan 1 2017 to Dec 31 2026 inclusive is 10 years). But the colonoscopy in 2016 is in calendar year 2016, which is 10 years prior to measurement year (2026 - 2016 = 10). In common terms, a service in 2016 is "10 years ago" relative to 2026, not within the last 10 years? Let's be precise.
The measurement year is 2026. Year 2026 minus 9 = 2017. So nine years prior to the measurement year are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. Yes. Member's colonoscopy was in 2016, which is ten years prior (2026-2016=10). Thus it is outside the "nine years prior" and not during 2026. Therefore N5 not met.
Let's double-check with actual HEDIS logic: HEDIS MY 2023: Colonoscopy: "Colonoscopy during the measurement year or the nine years prior to the measurement year." For MY 2023, the colonoscopy must have occurred on or after January 1, 2014? Let's recall: For MY 2023, 9 years prior is 2014. Date range Jan 1, 2014 - Dec 31, 2023. Because 2023 - 9 = 2014. Wait for MY 2026, 2026 - 9 = 2017. Yes, range 2017-2026. For MY 2023, colonoscopy in 2013 would be 10 years prior and not count. Example: A colonoscopy in 2013 for MY2023 is 10 years prior, outside. So for MY2026, colonoscopy in 2016 is 10 years prior (2026-2016=10), outside. The date 2016-08-03 is in 2016, outside range starting 2017-01-01. Therefore N5 is not met.
Wait let's verify: The measurement year is 2026. From 2026-12-31, a date in 2016-08-03 is 10 years, 4 months, and 28 days before. That's more than 10 years ago. Since the allowable window is 10 years (measurement year or nine years prior), the oldest allowed date is exactly 10 years prior? Let's calculate the number of days: 10 years before 2026-12-31 is 2016-12-31 (since 2016 is leap year? 2026-12-31 minus 10 years = 2016-12-31). A service on 2016-08-03 is before 2016-12-31, so more than 10 years before the end of measurement year. If the window is "during 2026 or the nine years prior", the nine years prior are full calendar years 2017-2025. That means the earliest date is Jan 1, 2017. So 2016-08-03 is clearly outside. Good.
Thus numerator not met. The 2026-05-14 office visit: screening discussed, member declined. Does a discussion/decline count? No, numerator requires actual test/procedure. Patient declined, so no screening done. Not numerator.
Therefore member is in denominator, not excluded, does not meet numerator -> status "non_compliant".
Reason: one sentence, under 30 words, naming the specific criterion or date that decided it. The specific criterion? Colonoscopy in 2016 is outside the ten-year window (must be 2017 or later for MY2026), and no 2026 screening; screening declined in 2026 is not a numerator event. Need phrase. Under 30 words. Must name specific criterion or date that decided it. Could say: "Colonoscopy on 2016-08-03 is outside the ten-year N5 window (must be 2017 or later), and no 2026 test was performed; member declined screening." Let's count words: Colonoscopy(1) on(2) 2016-08-03(3) is(4) outside(5) the(6) ten-year(7) N5(8) window(9) (must(10) be(11) 2017(12) or(13) later),(14) and(15) no(16) 2026(17) test(18) was(19) performed;(20) member(21) declined(22) screening.(23) That's 23 words. Need ensure under 30. Maybe "N5 colonoscopy (2016-08-03) falls outside the 2026-or-nine-prior window, and declined 2026-05-14 screening is not a numerator test." Let's count: N5(1) colonoscopy(2) (2016-08-03)(3) falls(4) outside(5) the(6) 2026-or-nine-prior(7) window,(8) and(9) declined(10) 2026-05-14(11) screening(12) is(13) not(14) a(15) numerator(16) test.(17) That's 17 words. But we must name specific criterion or date that decided it. It says colonoscopy date falls outside window, and declined screening not test. Maybe reason: "Colonoscopy on 2016-08-03 is outside the N5 ten-year window for MY2026, and the 2026-05-14 declined screening is not a numerator event." Count: Colonoscopy(1) on(2) 2016-08-03(3) is(4) outside(5) the(6) N5(7) ten-year(8) window(9) for(10) MY2026,(11) and(12) the(13) 2026-05-14(14) declined(15) screening(16) is(17) not(18) a(19) numerator(20) event.(21) Under 30. Good.
Need check if any other nuance: Enrollment continuous full year, age 64, no exclusion. So not excluded. Not eligible? No, age 64 within 46-75, continuous. So denominator. Numerator not met. Status non_compliant.
Let's double-check the DOB: 1962-10-19. On 2026-12-31, age = 2026 - 1962 = 64, birthday Oct 19 already passed, so 64. Yes.
Continuous enrolment: the full measurement year with no more than one gap of up to 45 days. Member enrolled 2026-01-01 through 2026-12-31, continuous. So meets.
Exclusion E4: Age 66+ as of 2026-12-31 AND frailty+advanced illness. Member 64, not 66, not E4. No frailty/advanced illness mentioned. No hospice. No cancer/colectomy.
Numerator events: Need any one of N1-N5. Member had colonoscopy 2016-08-03. Let's ensure N5 window: "during 2026 or the nine years prior (ten-year window)". Wait "nine years prior" means nine years before 2026? Let's list: 1 year prior = 2025. 2 = 2024. 3 = 2023. 4 = 2022. 5 = 2021. 6 = 2020. 7 = 2019. 8 = 2018. 9 = 2017. Yes, nine years prior is 2017. So colonoscopy must be in 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, or 2026. Member's is 2016, which is ten years prior (since 2026-2016=10). So it's outside. Good.
What about the 2026-05-14 office visit: "Screening discussed, member declined." Does shared decision-making or discussion count? In some measures, there is an exclusion for "screening not performed due to patient refusal" as an optional exclusion, but not here. Required exclusions list E1-E4 only. So not excluded. The numerator requires the test itself. Declined means no test. So not compliant.
Need output exactly one fenced JSON code block. No other text. Include keys "status" and "reason". For QM-CRC, no met_7_day etc. So JSON:
{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 is outside the N5 ten-year window for MY2026, and the 2026-05-14 declined screening is not a numerator event."
}
Check reason is one sentence, under 30 words. Word count: let's count tokens properly. "Colonoscopy"1 "on"2 "2016-08-03"3 "is"4 "outside"5 "the"6 "N5"7 "ten-year"8 "window"9 "for"10 "MY2026,"11 "and"12 "the"13 "2026-05-14"14 "declined"15 "screening"16 "is"17 "not"18 "a"19 "numerator"20 "event."21. 21 words. It's one sentence (ends with period). Good.
But ensure "MY2026" maybe not clear; measurement year 2026-01-01 through 2026-12-31. Could say "2026 measurement year" instead of MY2026. Reason: "Colonoscopy on 2016-08-03 is outside the N5 ten-year window for the 2026 measurement year, and the 2026-05-14 declined screening is not a numerator event." Count: Colonoscopy1 on2 2016-08-03 3 is4 outside5 the6 N5 7 ten-year8 window9 for10 the11 2026 12 measurement13 year,14 and15 the16 2026-05-14 17 declined18 screening19 is20 not21 a22 numerator23 event.24 24 words. Still under 30. Good.
Wait is "2026-05-14 declined screening" a date? Yes. The task says reason should name the specific criterion or date that decided it. We named colonoscopy date and office visit date, and criterion N5 window. Good.
Could there be any argument that the member is "compliant" because colonoscopy in 2016 is within 10 years? Let's verify with exact date difference from 2016-08-03 to 2026-12-31. That's 10 years + 4 months + 28 days = 10.41 years. The window is "during 2026 or the nine years prior". If we interpret "nine years prior" as nine full years before the measurement year end date? i.e., from 2017-12-31? Let's check: The phrase "by the look-back window measured back from 2026-12-31". Look-back window measured back from 2026-12-31. For N5: "Colonoscopy during 2026 or the nine years prior (ten-year window)." Measured back from 2026-12-31, a ten-year window would be 2016-12-31 through 2026-12-31 (or 2016-01-01 through 2026-12-31?). Wait! The task explicitly says: "NUMERATOR — any one of the following, by the look-back window measured back from 2026-12-31:" Then for N5: "Colonoscopy during 2026 or the nine years prior (ten-year window)." It says look-back window measured back from 2026-12-31. If you measure back nine years from 2026-12-31, you get 2017-12-31. Then "during 2026 or the nine years prior" means the period from 2017-12-31? No, let's carefully interpret.
The specification says: "by the look-back window measured back from 2026-12-31:
N1. Faecal occult blood test or faecal immunochemical test during 2026.
N2. Stool DNA test during 2026 or the two years prior (three-year window).
N3. Flexible sigmoidoscopy during 2026 or the four years prior (five-year window).
N4. CT colonography during 2026 or the four years prior (five-year window).
N5. Colonoscopy during 2026 or the nine years prior (ten-year window)."
This is standard: "during 2026 or the X years prior" where years are calendar years prior to the measurement year. But the header says "look-back window measured back from 2026-12-31". How does that align? For N2, "during 2026 or the two years prior (three-year window)". The two years prior to 2026 are 2024 and 2025. Plus 2026 = three calendar years: 2024, 2025, 2026. Measured back from 2026-12-31, a three-year window would be 2024-01-01? Let's see: From 2026-12-31, back three years is 2023-12-31. But the window described as three-year window is 2024-2026 (starting 2024-01-01). The difference is because it's counted in calendar years, not rolling 365-day years. The harness says "measured back from 2026-12-31" but then defines by years prior. Let's check N3: five-year window: 2022-2026. Four years prior to 2026: 2022, 2023, 2024, 2025. Plus 2026 = five calendar years 2022-2026. Measured back five years from end of 2026 gives 2021-12-31, but window starts 2022-01-01. So indeed, the phrasing "years prior" refers to calendar years before the measurement year, not rolling back from Dec 31. For N5, nine years prior to 2026 are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. Plus 2026 = ten calendar years 2017-2026. They call it a ten-year window. Therefore earliest date is 2017-01-01. The member's colonoscopy 2016-08-03 is before 2017-01-01, thus outside. This matches our earlier conclusion. Good.
But wait, let's verify N5 phrase: "during 2026 or the nine years prior (ten-year window)". Nine years prior to the measurement year: If measurement year is 2026, the year prior is 2025 (1 year prior). Two years prior is 2024. Three is 2023. Four is 2022. Five is 2021. Six is 2020. Seven is 2019. Eight is 2018. Nine is 2017. Yes. So 2016 is ten years prior, not nine. So outside.
Thus non_compliant is correct.
Let's also verify if the colonoscopy in 2016 was "complete, no polyps". Does that matter? No, any colonoscopy counts, but timing fails.
Now, check if status could be "excluded" because of "screening discussed, member declined"? No required exclusion. E1-E4 only. No.
Could the member be not_eligible? Age 64, continuous enrollment, no. Not.
Need output JSON only. Ensure no trailing commas. Use double quotes.
One more nuance: The task says: "Items drawn from measure QM-FUM require two further keys... For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." Since this is QM-CRC, we do not include met_7_day/met_30_day. The required JSON keys for the task: "status" and "reason". Do not add keys not asked for. So only those two.
Let's draft final JSON:
```json
{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 is outside the N5 ten-year window for the 2026 measurement year, and the 2026-05-14 declined screening is not a numerator event."
}
```
Check reason length: Need under 30 words. Let's count again strictly, splitting by spaces and ignoring punctuation maybe. String: "Colonoscopy on 2016-08-03 is outside the N5 ten-year window for the 2026 measurement year, and the 2026-05-14 declined screening is not a numerator event."
Tokens:
1 Colonoscopy
2 on
3 2016-08-03
4 is
5 outside
6 the
7 N5
8 ten-year
9 window
10 for
11 the
12 2026
13 measurement
14 year,
15 and
16 the
17 2026-05-14
18 declined
19 screening
20 is
21 not
22 a
23 numerator
24 event.
That's 24 words. Under 30. Good.
Wait, is "N5 ten-year window" accurate? The spec says N5 is colonoscopy during 2026 or the nine years prior (ten-year window). Yes.
Should we mention that the member was eligible but no numerator met? Reason should name specific criterion or date that decided it. The deciding factor is both the colonoscopy date and the fact declined screening isn't a test. The phrase "and the 2026-05-14 declined screening is not a numerator event" addresses the 2026 office visit. It says "specific criterion or date". We named date 2016-08-03 and date 2026-05-14, and criterion N5. Good.
Let's ensure no false statement: "Colonoscopy on 2016-08-03 is outside the N5 ten-year window for the 2026 measurement year". Yes, N5 window is 2017-2026, so 2016 is outside. "and the 2026-05-14 declined screening is not a numerator event." The office visit had "screening discussed, member declined." This is not one of N1-N5; there is no FOBT/FIT/stool DNA/sigmoidoscopy/CT/colonoscopy performed in 2026. The declined screening is not a completed test; thus not a numerator event. Correct.
Need to make sure status string exactly "non_compliant". Yes.
Final answer must be exactly one fenced JSON code block, nothing else. So in final channel, output:
```json
{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 is outside the N5 ten-year window for the 2026 measurement year, and the 2026-05-14 declined screening is not a numerator event."
}
```
No preamble. Ensure the code block is fenced with ```json and ```. The instructions say "Reply with exactly one fenced JSON code block and nothing else." So the first characters should be ```json and last ```.
Let's check: In the answer, should there be a newline after opening fence? Yes. Standard.
Let's produce final.json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 is outside the N5 ten-year window for the 2026 measurement year, and the 2026-05-14 declined screening is not a numerator event."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Flash · Alibaba40.8s · 2,352 out | 11.6s · 836 out | 9.7s · 479 out
Reasoning · 2,295 tokens
We need answer user's task. Need parse JSON only final. Need decide status QM-CRC. Member DOB 1962-10-19 age 64 on 2026-12-31. Denominator age 46-75 yes. Continuous enrolment full measurement year no gaps yes. Exclusions: no CRC, no colectomy, no hospice; E4 age 66+ no (64). Numerator colonoscopy during 2026 or nine years prior, ten-year window measured back from 2026-12-31. Need define nine years prior? Likely 2017-01-01? Wait measurement year 2026 and nine years prior: dates in 2017-2026? Let's parse: N5 colonoscopy during 2026 or the nine years prior (ten-year window). Ten-year window from 2026-12-31 backward ten years = 2016-12-31 through 2026-12-31 maybe. But text says during 2026 or the nine years prior, ten-year window. The nine years prior calendar years: 2017,2018,2019,2020,2021,2022,2023,2024,2025 plus 2026 = ten years. If colonoscopy 2016-08-03 not in window. But could ten-year window from 2016-12-31 includes 2016-08? No. Need infer. They intentionally gave 2016-08-03 colonoscopy complete no polyps. Age 64. Measurement year 2026. Is 2016 within nine years prior? 2026-12-31 minus nine years = 2017-12-31? Actually if "during 2026 or the nine years prior" maybe years 2017-2025 prior to 2026. 2016 is ten years before 2026 but not nine years prior? 2016 to 2026 is 10 years if same date? From 2026 back to 2016 inclusive is 11 calendar years? Need careful.
Measure QM-CRC likely HEDIS COL? Colonoscopy once every 10 years. For measurement year 2026, numerator includes colonoscopy in measurement year or 9 years prior? HEDIS look-back for colonoscopy is 10 years? Usually COL: colonoscopy during measurement year or previous nine years. If MY 2026, includes 2016? Wait HEDIS: for Colonoscopy: during the measurement year or previous nine years. That creates 10-year period including 9 calendar years prior to measurement year plus measurement year. For 2026, previous nine years are 2017-2025. Does not include 2016. But often "measurement year or previous nine years" means dates 01/01 of year nine years before? For 2026, 10-year window from 01/01/2016? Let's recall HEDIS COL numerator: "Colonoscopy performed during the measurement year or in the nine years prior." Example: For 2025, colonoscopy on or after 1/1/2016? Hmm HEDIS look-back periods: FOBT annual, FIT annual; stool DNA every 3 years: current year plus two prior. Flexible sigmoidoscopy every 5 years: current year plus four prior. Colonoscopy every 10 years: current year plus nine prior. For MY 2025, dates 01/01/2016-12/31/2025? Let's compute: measurement year is one year plus nine years prior = ten years: 01/01/(MY-9) through 12/31/MY. For 2025 that's 2016-2025. So for 2026 that's 2017-2026 if using MY-9. Wait 2026-9=2017. But if including nine years prior to measurement year: 2017,2018,2019,2020,2021,2022,2023,2024,2025 = 9 prior calendar years. So start 2017-01-01. For 2025 prior nine years 2016-2024, plus 2025 = 2016-2025. That matches. So for 2026 start 2017, not 2016. But some might consider "nine years prior" as dates on or after 2016-12-31? But the phrase "during 2026 or the nine years prior" likely calendar years. The record has 2016-08-03, outside if start 2017. If within? If window 2016-12-31? 2016-08-03 outside. If window 2016-08-03 through 2026-12-31? outside.
But the user likely tests QM-CRC: member declined screening in 2026, had colonoscopy 2016. If age 64. If 10-year window includes 2016? Let's assess from "during 2026 or the nine years prior (ten-year window)." The nine years prior to 2026 could be 2017-2025. Ten-year window from 2017 through 2026. 2016 is outside. But if "or the nine years prior" means nine years before measurement year, i.e. dates after 2017-01-01. 2016 not included. Then non_compliant.
However, if a complete colonoscopy in 2016 for screening? The colonoscopy date 2016-08-03, no polyps. It's 10 years 4 months before 2026-12-31, beyond 10-year lookback measured to end of year? Let's calculate ten years before 2026-12-31 = 2016-12-31. 2016-08-03 is earlier than 2016-12-31, so outside ten-year window. If they said ten-year window measured back from 2026-12-31, then any date on/after 2016-12-31 counts. 2016-08-03 fails. Thus non_compliant. If the office visit says member declined, not numerator.
Need status "non_compliant" because eligible, not excluded, no numerator. Reason one sentence under 30 words. "Member eligible without exclusion; 2016-08-03 colonoscopy is outside the 2026 look-back window." Count 11. Need ensure colonoscopy window: N5 2026 or nine years prior. Reason: "Age 64 and continuous enrolment; 2016 colonoscopy falls outside the 2026 ten-year look-back and no other numerator event exists." Under 30? 19. Need one sentence. final JSON only.
Need think if any nuance: E4 age 66 or older with frailty and advanced illness. no. Not eligible? No. Continuous enrolment full measurement year. Denominator age 46 through 75 as of 2026-12-31: 64 yes.
Need final only fenced JSON no commentary. Ensure booleans? For QM-FUM only not relevant. No met keys. Use status and reason only.
Double-check date windows: The spec says "Numerator — any one ... by the look-back window measured back from 2026-12-31". So for N5: Colonoscopy during 2026 or the nine years prior (ten-year window). Measured back from 2026-12-31: ten-year window is 2016-12-31? If date 2016-08-03 is before 2016-12-31, outside. If they intend calendar "during 2026 or nine years prior" maybe 2017 onward. 2016 still outside. Good.
Need avoid "falls outside the 2026 ten-year look-back" could be okay. If the lookback includes 2016-08-03? Some real HEDIS might include 2016? Let's examine. Suppose measurement year 2026, nine years prior calendar years are 2017-2025, not 2016. If date 2016-08-03 is 10 years prior to 2026 but not nine. In real HEDIS, if colonoscopy on 1/1/2016 for 2025? Hmm they might consider measurement year 2025, 10-year lookback from 12/31/2024? Not. But the given phrase explicitly says by look-back window measured back from 2026-12-31. Ten years back from 2026-12-31: 2016-12-31, so 2016-08-03 outside.
Could the complete colonoscopy no polyps be considered screening? Yes, but date fails. The declined event doesn't matter. So final.
json{
"status": "non_compliant",
"reason": "Member is eligible and not excluded, but the 2016-08-03 colonoscopy is outside the look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 762 tokens
We need answer JSON only. Need evaluate QM-CRC member 40202. Let's analyze carefully.
Measurement year 2026. DOB 1962-10-19, age 64 on 2026-12-31. Eligible age 46-75 yes. Enrolment continuous full measurement year no gaps yes. Exclusions: no CRC, no colectomy, no hospice. Frailty/advanced illness none. Numerator windows: N1 FOBT/FIT during 2026 no. N2 stool DNA during 2026 or prior two years no. N3 flexible sig 5 year no. N4 CT colonography no. N5 colonoscopy during 2026 or nine years prior (ten-year window). Colonoscopy date 2016-08-03. Window measured back from 2026-12-31. Ten-year window likely 2017-01-01 through 2026-12-31? Or "during 2026 or nine years prior". Nine years prior to 2026? Need interpret as look-back window measured back from 2026-12-31. If ten-year window by the look-back window measured back from 2026-12-31: could be 2017-01-01 through 2026-12-31 (inclusive 10 measurement years 2017-2026). Colonoscopy 2016-08-03 is outside, less than numerator compliant. If window exactly ten years prior to 2026-12-31: 2017-01-01? NCQA? Colonoscopy within 10 years. For measurement year ending 2026-12-31, colonoscopy performed on or after 2017-01-01? Some specifications: colonoscopy once every 10 years during measurement year or previous 9 years. If date 2016-08-03, then in 2026 it's over 10 years by 12/31? 2016-08-03 to 2026-12-31 > 10 years. So non_compliant. Office visit screening discussed and declined doesn't meet numerator. Status non_compliant. Reason: colonoscopy 2016-08-03 outside ten-year window ending 2026-12-31 and no other numerator event. Need under 30 words. "Age/enrolment eligible and no exclusions, but 2016-08-03 colonoscopy falls outside ten-year numerator window ending 2026-12-31." Count: Age1/enrolment2 eligible3 and4 no5 exclusions6 but7 2016-08-03 8 colonoscopy9 falls10 outside11 ten-year12 numerator13 window14 ending15 2026-12-31 16. OK.
Need output exactly one fenced JSON code block no other. Since task not QM-FUM, only status reason. Need ensure valid JSON. Could mention non_compliant. Use string. No markdown outside fence.
json{
"status": "non_compliant",
"reason": "Age and enrolment are eligible with no exclusions, but the 2016-08-03 colonoscopy falls outside the ten-year numerator window ending 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 430 tokens
We need answer JSON only. Need classify QM-CRC. Member DOB 1962-10-19 -> 64 on 2026-12-31, denominator age 46-75 yes. Continuous enrolment yes. Exclusions none? No CRC, colectomy, hospice. E4? Age 66 or older? no (64), so no. Numerator: N5 colonoscopy during 2026 or nine years prior (ten-year window). Colonoscopy 2016-08-03. Measurement year 2026-01-01 through 2026-12-31, look-back from 2026-12-31. Ten-year window includes 2017? Need careful: "during 2026 or the nine years prior" = 2026 plus nine prior years? Usually colonoscopy every 10 years, lookback 10 years. From 2026-12-31 back 10 years? Date 2016-08-03: Is it within 10 years? Difference 2026-12-31 - 2016-08-03 = 10 years, 4 months, 28 days. So outside ten-year window if strictly date within 10 years. But wording "during 2026 or the nine years prior" might mean years 2017-2026 inclusive? "nine years prior" to 2026 means 2017-2025, plus 2026, so 2016 not included. Thus not numerator. Office visit declined screening not numerator. Status non_compliant. Reason under 30 words: colonoscopy outside ten-year lookback; declined screening no numerator. Need JSON only. Ensure no extra keys.
json{
"status": "non_compliant",
"reason": "Age and enrolment met; colonoscopy was outside the ten-year lookback and no qualifying screening occurred."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K2.6 · Moonshot71.7s · 3,039 out | 27.8s · 2,783 out | 151.4s · 7,642 out
Reasoning · 2,451 tokens
The user wants me to evaluate a member against the QM-CRC (Colorectal Cancer Screening) measure specification.
Let me break down the member record and the measure:
**Member 40202**
- DOB: 1962-10-19
- Age on 2026-12-31: 64 years old (46-75 range) ✓
- Enrollment: 2026-01-01 through 2026-12-31, continuous (no gaps) ✓
- History:
- 2016-08-03: Colonoscopy, complete, no polyps.
- 2026-05-14: Office visit. Screening discussed, member declined.
- No colorectal cancer, no colectomy, no hospice.
**Measure QM-CRC**
- Measurement year: 2026-01-01 through 2026-12-31
- Denominator: Age 46-75 as of 2026-12-31, continuous enrollment full year with ≤1 gap of ≤45 days.
- Numerator (any one):
- N1: FOBT/FIT during 2026
- N2: Stool DNA during 2026 or 2 years prior (2024-2026)
- N3: Flexible sigmoidoscopy during 2026 or 4 years prior (2022-2026)
- N4: CT colonography during 2026 or 4 years prior (2022-2026)
- N5: Colonoscopy during 2026 or 9 years prior (2017-2026)
- Exclusions:
- E1: CRC (C18-C21) any time on or before 2026-12-31
- E2: Total colectomy any time on or before 2026-12-31
- E3: Hospice during measurement year
- E4: Age 66+ AND both frailty and advanced illness during measurement year
**Analysis:**
1. **Denominator eligibility:**
- Age 64 on 2026-12-31. 46 ≤ 64 ≤ 75. ✓
- Enrollment continuous full year. ✓
- So member is in the denominator.
2. **Exclusions:**
- E1: No colorectal cancer. ✗
- E2: No colectomy. ✗
- E3: No hospice. ✗
- E4: Age 64, which is not 66 or older. So E4 does not apply regardless of frailty/illness. ✗
- Member is NOT excluded.
3. **Numerator:**
- N1: FOBT/FIT during 2026? No record of this. ✗
- N2: Stool DNA during 2024-2026? No record. ✗
- N3: Flexible sigmoidoscopy during 2022-2026? No record. ✗
- N4: CT colonography during 2022-2026? No record. ✗
- N5: Colonoscopy during 2017-2026?
- History shows 2016-08-03 Colonoscopy.
- Look-back window for N5: "during 2026 or the nine years prior (ten-year window)" measured back from 2026-12-31.
- So window is 2017-01-01 through 2026-12-31.
- The colonoscopy was on 2016-08-03, which is BEFORE 2017-01-01.
- Therefore, N5 is NOT met.
Wait, let me double-check the look-back window. The spec says:
"N5. Colonoscopy during 2026 or the nine years prior (ten-year window)."
Measured back from 2026-12-31:
- 9 years prior from 2026-12-31 would be 2017-12-31? Actually, let's count carefully.
- If the window is "during 2026 or the nine years prior", that's a 10-year window ending 2026-12-31.
- Usually that means 2017-01-01 to 2026-12-31.
- 9 years prior from 2026-12-31: 2026 minus 9 = 2017. So from 2017-01-01 to 2026-12-31.
The colonoscopy is 2016-08-03, which is outside this window (more than 9 years prior).
2026 - 2016 = 10 years. But from Aug 2016 to Dec 2026 is 10 years and ~4 months. So it's more than 10 years prior? No, it's 10 years and 4 months before Dec 2026. Wait, that makes it older than 10 years? Or exactly how is "nine years prior" interpreted?
Usually in HEDIS, "during the measurement year or the X years prior" means:
- For a 10-year window: from Jan 1 of (measurement year - 9) through Dec 31 of measurement year.
- So 2017-01-01 to 2026-12-31.
The colonoscopy on 2016-08-03 falls in 2016, which is outside.
So N5 is not met.
Therefore, the member does not meet the numerator.
4. **Status:** "non_compliant" - in denominator, not excluded, does not meet numerator.
5. **Reason:** Need one sentence under 30 words naming the specific criterion or date that decided it.
- The member had a colonoscopy on 2016-08-03 but nothing in the required look-back windows.
- Specifically: "No screening in applicable look-back window; colonoscopy 2016-08-03 is outside ten-year window."
- Or: "No colorectal screening test falls within the required look-back period."
- Or: "Colonoscopy of 2016-08-03 predates the ten-year look-back window ending 2026-12-31."
Wait, the numerator criteria are about specific tests. The member is non-compliant because none of N1-N5 are met.
A good reason: "No numerator event in required look-back window; prior colonoscopy 2016-08-03 is outside ten-year period."
Let me check word count: "No numerator event in required look-back window; prior colonoscopy 2016-08-03 is outside ten-year period." That's 14 words. Good.
But is there any ambiguity about whether "nine years prior" includes 2016? Let me re-read carefully.
"N5. Colonoscopy during 2026 or the nine years prior (ten-year window)."
2026 minus 9 years = 2017. So the nine years prior are 2017 through 2025? No, "during 2026 or the nine years prior". If we're measuring back from 2026-12-31:
- The measurement year is 2026.
- "the nine years prior" to 2026 would be 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025? That's only 9 years, so 2017-2025, plus 2026 = 10 years (2017-2026).
Actually, standard interpretation for HEDIS-style measures: a 10-year window for colonoscopy means services from Jan 1, (MY - 9) through Dec 31, MY. So 2017-01-01 to 2026-12-31.
2016-08-03 is before 2017-01-01, so outside.
Also, the 2026-05-14 office visit where screening was discussed and member declined - this does not count as a screening test. A discussion or referral is not one of the numerator events.
So the decision is clearly non_compliant.
Wait, is there any possibility that the 2016 colonoscopy counts because "nine years prior" from 2026-12-31 goes back to 2017-12-31? Or back to 2016-12-31?
If it means "within the last 10 years" as of 2026-12-31, then 10 years prior would be 2016-12-31. But the spec says "during 2026 or the nine years prior (ten-year window)". This phrasing strongly suggests the window is 2017-2026 inclusive, which is 10 years. However, some might interpret it as "the 10-year period ending 2026-12-31", i.e., 2016-12-31 to 2026-12-31. But specifying "during 2026 or the nine years prior" means calendar years 2017 through 2026. (Because the 9 years prior to 2026 are 2017-2025? No. The years prior to 2026 are 2025, 2024, ..., 2017. That's 9 years. So 2017 through 2025 are the 9 years prior, plus 2026 itself = 10 years total. This means the window is Jan 1, 2017 to Dec 31, 2026.)
Under this reading, 2016-08-03 is definitely outside.
Even if one interpreted it as "10 years ending 2026-12-31" i.e., back to 2016-12-31, then 2016-08-03 would still be outside (before 2016-12-31).
Wait, if the window is back to 2016-12-31, then 2016-08-03 is outside. If it's back to 2017-01-01, it's also outside. So either way, it's outside. Good.
The member is non-compliant.
Let me verify the required JSON keys:
- "status": "non_compliant"
- "reason": string, one sentence, under 30 words.
- The task mentions "Items drawn from measure QM-FUM require two further keys: met_7_day and met_30_day". This is QM-CRC, so those keys are NOT required. The task says "Required JSON keys" are status and reason for quality measure logic generally, and the FUM keys only for QM-FUM. Since this is QM-CRC, I only need status and reason.
Wait, let me re-read the prompt: "Required JSON keys: 'status' string... 'reason' string... Items drawn from measure QM-FUM require two further keys...". So for QM-CRC, only status and reason.
JSON format: exactly one fenced JSON code block and nothing else.
So:
```json
{
"status": "non_compliant",
"reason": "Colonoscopy of 2016-08-03 falls outside the ten-year look-back window and no other screening is documented."
}
```
Let me check word count: "Colonoscopy" (1) "of" (2) "2016-08-03" (3) "falls" (4) "outside" (5) "the" (6) "ten-year" (7) "look-back" (8) "window" (9) "and" (10) "no" (11) "other" (12) "screening" (13) "is" (14) "documented." (15). That's 15 words. Good.
Or simpler: "No qualifying screening test in the required look-back window." 9 words. But it should name the specific criterion or date. The deciding factor is the absence of a qualifying event, but perhaps naming the 2016 date is better because it shows why the only obvious candidate fails.
Actually, the prompt says "naming the specific criterion or date that decided it". The criterion is the absence of numerator events. The specific date that decided it is 2016-08-03 being too old. Or the date of the declined screening 2026-05-14? No, that didn't decide it; what decided it is that 2016 colonoscopy is outside the window.
I'll go with: "Prior colonoscopy on 2016-08-03 predates the ten-year look-back window and no numerator event occurred."
Word count: Prior(1) colonoscopy(2) on(3) 2016-08-03(4) predates(5) the(6) ten-year(7) look-back(8) window(9) and(10) no(11) numerator(12) event(13) occurred.(14) Good.
Actually, "predates" might be slightly ambiguous. "Falls outside" is clearer.
"Colonoscopy on 2016-08-03 falls outside ten-year window and no current screening is documented."
Word count: 12.
That's fine.
One final check: Is the member in the denominator?
Age 64 as of 12/31/2026. Born 1962-10-19.
2026 - 1962 = 64. They turn 64 on 2026-10-19. So they are 64 as of 12/31/2026. Yes, 46-75.
Enrollment continuous full year 2026-01-01 through 2026-12-31. Yes.
No exclusions. E4 requires age 66+. Member is 64, so no.
So denominator: yes.
Numerator: no.
Status: non_compliant.
The JSON should only contain the required keys.json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 falls outside the ten-year window and no current screening is documented."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,749 tokens
We need to apply measure QM-CRC for measurement year 2026.
Member: DOB 1962-10-19. Age on 2026-12-31: 64 years. Age is within 46-75, so denominator eligible.
Enrollment: continuous full year, no gap.
So denominator: yes.
Check exclusions:
E1: No colorectal cancer. No.
E2: No total colectomy. No.
E3: No hospice. No.
E4: Age 66 or older? Member is 64, so no.
Thus not excluded.
Check numerator: any of N1-N5 by lookback from 2026-12-31.
N1: FOBT/FIT during 2026. No evidence.
N2: Stool DNA during 2026 or prior two years (2024-2026). No evidence.
N3: Flexible sigmoidoscopy during 2026 or prior four years (2021-2026). No evidence.
N4: CT colonography during 2026 or prior four years (2021-2026). No evidence.
N5: Colonoscopy during 2026 or prior nine years (2017-2026). History shows 2016-08-03 colonoscopy. Lookback window: 2017-01-01 through 2026-12-31? Wait: "during 2026 or the nine years prior (ten-year window)." Look-back measured back from 2026-12-31. Ten-year window: from 2016-12-31? Actually "during 2026 or the nine years prior (ten-year window)" means the window includes 2026 and the nine prior years. Usually a ten-year lookback from 2026-12-31 would go to 2016-12-31 (or maybe 2017-01-01). But the spec says "Colonoscopy during 2026 or the nine years prior (ten-year window)." The member had colonoscopy on 2016-08-03. Does that fall within the ten-year window ending 2026-12-31? Let's interpret: The window is inclusive of dates back to 2016-12-31? Or 2017-01-01? Actually "the nine years prior (ten-year window)" suggests from 2017-01-01 to 2026-12-31? Let's be precise: The measurement year is 2026. The nine years prior are 2017-2025? Wait, "during 2026 or the nine years prior (ten-year window)". Usually "nine years prior" means the nine calendar years before 2026: 2017-2025? But that would be a nine-year window plus 2026 = ten years? Let's think.
If the lookback is "measured back from 2026-12-31" and it's a ten-year window, that means from 2017-01-01 through 2026-12-31 (approx 10 years). However, many measure specs define "10-year lookback" as from 2017-01-01 to 2026-12-31. The colonoscopy on 2016-08-03 would be outside that window. If the spec intended "ten-year window" meaning 2016-01-01 to 2026-12-31, that would be more than ten years (10 years and a few months). Let's parse carefully.
"Colonoscopy during 2026 or the nine years prior (ten-year window)." This phrasing is typical of HEDIS: "Colonoscopy during the measurement year or the nine years prior" meaning a 10-year window. In HEDIS, the lookback for colonoscopy is 10 years, i.e., from January 1 of the year 10 years prior to the measurement year? Actually HEDIS CRC measure: Colonoscopy in the last 10 years (i.e., January 1 of the year 10 years prior to the measurement year through December 31 of the measurement year). For measurement year 2026, that would be 2016-01-01 to 2026-12-31. Wait, HEDIS says: Colonoscopy during the measurement year or the 9 years prior (a 10-year window). In HEDIS 2024, the window is January 1, 2014 - December 31, 2023 for MY 2023. So it's 10 calendar years inclusive. That means for MY 2026, window is January 1, 2016 through December 31, 2026? Let's check: 2016 is the year 10 years prior? If measurement year is 2026, nine years prior would be 2017-2025, plus 2026 = 10 years? Actually "nine years prior" means the nine years before 2026: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. That's nine years. Then "during 2026 or the nine years prior" means 2017-2025 plus 2026. That's a 9-year window? No, that's 10 years (2017-2026). Wait, 2017 to 2026 inclusive is 10 years. But "nine years prior" could mean the nine years preceding 2026, i.e., 2017-2025. Then adding 2026 gives a 10-year span (2017-2026). But a colonoscopy in 2016 would be outside.
However, HEDIS wording is typically: "Colonoscopy during the measurement year or the nine years prior" which means from January 1 of the year 10 years prior to the measurement year through December 31 of the measurement year. For measurement year 2026, that would be January 1, 2016, to December 31, 2026. Wait, 10 years prior to 2026 is 2016. So the window includes the entirety of 2016 through 2026. That is 11 years? No, 2016 to 2026 inclusive is 11 years? Let's count: 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026 = 11 years. Something's off.
Let's calculate: If today is 2026, ten years ago is 2016. The period "the last 10 years" from 2026-12-31 goes back to 2016-12-31. But HEDIS often defines the window as "January 1 of the year 10 years prior to the measurement year through December 31 of the measurement year". For MY 2026, that would be 2016-01-01 to 2026-12-31. That is 10 years and 365 days (almost 11 years). But they call it a 10-year window because it's the measurement year plus the 9 prior years. Wait, "9 years prior" to 2026 would be 2017. But they say "10 years prior" for the start date. Let's check actual HEDIS 2023 measure: Colonoscopy during the measurement year or the nine years prior (a 10-year window). The allowable time frame is January 1, 2013, through December 31, 2022, for measurement year 2022? Actually for measurement year 2022, the window is January 1, 2012, to December 31, 2022. That is 11 years? No, 2012 to 2022 inclusive is 11 years. But the window is 2012-2022? Let's verify. HEDIS measure for CRC: "Colonoscopy during the measurement year or the nine years prior". The 9 years prior to 2022 are 2013-2021. Plus 2022 = 10 years (2013-2022). But the start date is January 1, 2013. So 2013 to 2022 inclusive is 10 years. That makes sense: 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022. That's 10 years. So the "nine years prior" means the nine years immediately before the measurement year, not including the measurement year. So for 2026, the nine years prior are 2017-2025. Plus 2026 = 2017-2026. That's a 10-year span. But the start date is January 1, 2017. So the window is 2017-01-01 to 2026-12-31. The colonoscopy on 2016-08-03 falls outside this window.
However, there is a nuance: Some HEDIS versions say "January 1 of the year 10 years prior to the measurement year". For MY 2026, that would be January 1, 2016. Let's check with a known source. For HEDIS 2023 (Measurement year 2022), the colonoscopy lookback is "January 1, 2012, through December 31, 2022". That's 11 years? 2012 to 2022 inclusive is 11 years. But maybe the lookback is 10 years from the end of the measurement year, meaning 2012-12-31 to 2022-12-31. The spec says "Colonoscopy during the measurement year or the nine years prior (a 10-year window)." If the measurement year is 2022, the nine years prior are 2013-2021. But the actual HEDIS window for 2022 is 2012-01-01 to 2022-12-31? Let's verify. I recall HEDIS 2022 CRC: Colonoscopy in the last 10 years. For a service in 2022, that means back to 2012. So the window is 2012-2022. But they say "nine years prior" because 2012 is the tenth year? Let's count: 2012 is 10 years before 2022. But "nine years prior" could be interpreted as 2013. There is confusion.
Let's parse the exact text: "Colonoscopy during 2026 or the nine years prior (ten-year window)." This strongly suggests the allowed years are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, and 2026. That is a 10-year window. The start would be 2017-01-01. The prior colonoscopy is 2016-08-03, which is before 2017-01-01. So it does not count.
But what if the window includes 2016? The phrase "nine years prior" from 2026: prior years are 2025, 2024, ..., 2017. That's nine years. So 2016 is not included. Therefore the colonoscopy on 2016-08-03 is not in the numerator.
Thus member has no numerator events.
Therefore status is "non_compliant".
Reason: "No qualifying colorectal cancer screening in the required lookback window." Or shorter: "No CRC screening during the required lookback window." Need under 30 words, naming specific criterion or date that decided it.
The criterion is lack of numerator event. So we can say: "No qualifying screening service identified by 2026-12-31." Or "No numerator event in lookback window through 2026-12-31." Let's be concise.
Wait, there is an office visit on 2026-05-14 where screening was discussed and member declined. That doesn't count as a screening.
No exclusion applies.
So final answer: status "non_compliant".
Reason: "No qualifying colorectal cancer screening in the required lookback window."
Check required keys: status, reason. That's it for QM-CRC. No met_7_day or met_30_day needed.
Double-check age: DOB 1962-10-19. On 2026-12-31, age = 2026-1962 = 64, but if birthday in October, they turned 64 on 2026-10-19. On 2026-12-31 they are 64. Yes, within 46-75.
Enrollment continuous: 2026-01-01 through 2026-12-31. Full year, no gap.
Denominator: yes.
Exclusions: none.
Numerator: none.
Status: non_compliant.
Reason: "No qualifying colorectal cancer screening in required lookback window." (under 30 words).
I'll produce JSON with exactly those keys.json{
"status": "non_compliant",
"reason": "No qualifying colorectal cancer screening in required lookback window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 7,602 tokens
The user wants me to evaluate a member against the QM-CRC (Colorectal Cancer Screening) measure specification.
Let me break down the member record and apply the measure rules.
**Member Details:**
- Member ID: 40202
- DOB: 1962-10-19
- Age as of 2026-12-31: 64 years old (born 1962, so 2026-1962 = 64, and since Oct 19 is before Dec 31, they are indeed 64)
- Enrollment: 2026-01-01 through 2026-12-31, continuous (no gaps mentioned)
**Measure QM-CRC Details:**
- Measurement year: 2026-01-01 through 2026-12-31
**Denominator (Eligible Population):**
- Age: 46 through 75 years as of 2026-12-31. Member is 64, so qualifies.
- Continuous enrollment: full measurement year with no more than one gap of up to 45 days. Member has continuous enrollment 2026-01-01 through 2026-12-31, so qualifies.
So member IS in the denominator.
**Required Exclusions:**
- E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. Record says "No colorectal cancer", so not excluded.
- E2: Total colectomy any time on or before 2026-12-31. Record says "no colectomy", so not excluded.
- E3: Hospice at any time during measurement year. Record says "no hospice", so not excluded.
- E4: Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Member is 64, so does not meet age criterion. Not excluded.
So member is NOT excluded.
**Numerator:**
Need any one of the following by look-back window measured back from 2026-12-31:
- N1. FOBT or FIT during 2026. History: No FOBT/FIT listed in 2026. Only office visit on 2026-05-14 where screening discussed, member declined. So no.
- N2. Stool DNA test during 2026 or two years prior (2024-01-01 through 2026-12-31). No stool DNA test listed. So no.
- N3. Flexible sigmoidoscopy during 2026 or four years prior (2021-01-01 through 2026-12-31). No sigmoidoscopy listed. So no.
- N4. CT colonography during 2026 or four years prior (2021-01-01 through 2026-12-31). No CT colonography listed. So no.
- N5. Colonoscopy during 2026 or nine years prior (2017-01-01 through 2026-12-31). History lists: 2016-08-03 Colonoscopy.
Wait, the look-back window for colonoscopy is "during 2026 or the nine years prior (ten-year window)". Measured back from 2026-12-31. That means the window is from 2017-01-01 to 2026-12-31? Or exactly 10 years back from 2026-12-31, i.e., 2016-12-31?
The spec says: "Colonoscopy during 2026 or the nine years prior (ten-year window)." Usually, a ten-year window measured back from the end of the measurement year would be 2017-01-01 to 2026-12-31? Wait.
Let me think carefully. Measurement year is 2026. The look-back window is measured back from 2026-12-31.
If it's "the nine years prior", that means 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017. That's 9 years prior to 2026. So the window is 2017-01-01 through 2026-12-31? Or does it mean the 10-year interval ending 2026-12-31?
Actually, typically HEDIS measures specify exact years. "During 2026 or the nine years prior" means calendar years 2017 through 2026. So services from 2017-01-01 onwards. But sometimes it's exactly 10 years back from the end of the measurement year. However, the text says "during 2026 or the nine years prior". That would be calendar years: 2016 is 10 years prior. Wait, 2026 minus 9 years = 2017. So "nine years prior" are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. Plus 2026. So 2017-2026.
But wait, the colonoscopy was on 2016-08-03. 2016 is the tenth year prior, not one of the nine years prior. So if the window is 2017-2026, then 2016-08-03 is OUTSIDE the window.
However, the spec parenthetically says "(ten-year window)". This suggests the total window is 10 years. So measured back from 2026-12-31, a ten-year window would go back to 2016-12-31? Or 2016-01-01?
Let me re-read: "N5. Colonoscopy during 2026 or the nine years prior (ten-year window)." The phrase "nine years prior" usually means the 9 calendar years before the measurement year. The parenthetical "ten-year window" means the entire window including 2026 spans 10 years. So that would be 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026. That's 10 calendar years. The 9 years prior to 2026 are 2017 through 2025. So the window is 2017-01-01 to 2026-12-31.
But if they meant exactly 10 years from 2026-12-31, it would be 2016-12-31. The phrasing "during 2026 or the nine years prior" is calendar-year based. In that case, 2016-08-03 is NOT in the window.
Wait, but I need to be careful. In many measure specifications, when they say "nine years prior" they mean the 9 full years before the measurement year, so 2017-2025. But sometimes they mean a 10-year lookback from the end of the measurement year. The parenthetical "(ten-year window)" is ambiguous: does it mean the lookback covers a 10-year span (i.e., 2017-2026)? Or does it mean you look back exactly 10 years (i.e., to 2016)?
Let me consider typical HEDIS CRC measure. In HEDIS, colonoscopy is in the last 10 years. The exact specification usually says "Flexible sigmoidoscopy during the measurement year or the 4 years prior" and "Colonoscopy during the measurement year or the 9 years prior". And the lookback is typically from the end of the measurement year. So for MY 2026, colonoscopy back to 2016. Actually, in HEDIS, the standard is:
- FOBT/FIT: measurement year
- Stool DNA: measurement year or 2 years prior (3-year window)
- Sigmoidoscopy: measurement year or 4 years prior (5-year window)
- CT colonography: measurement year or 4 years prior (5-year window)
- Colonoscopy: measurement year or 9 years prior (10-year window)
And the "years prior" are calendar years? Or rolling? In HEDIS, it's "the measurement year and the X years prior", meaning calendar years. But the actual HEDIS specification often counts events that occurred in those calendar years. However, in many measure implementations, if the event is on 2016-08-03 and the lookback is 9 years prior to 2026, that would be 2017-2025. But if it's a "10-year window" from 2026-12-31, 2016-08-03 would be >10 years prior? No, 2016-08-03 to 2026-12-31 is 10 years and ~5 months. So if the window is exactly 10 years back from 2026-12-31 (i.e., back to 2016-12-31), then 2016-08-03 is BEFORE that. Wait, 2026-12-31 minus 10 years = 2016-12-31. So anything before 2016-12-31 is more than 10 years ago. So 2016-08-03 is outside a strict 10-year rolling window ending 2026-12-31.
But if the window is calendar year 2017 through 2026, then 2016 is definitely out.
However, there is another interpretation: "the nine years prior" could mean the 9-year period preceding the measurement year, i.e., 2017-2025. But then the parenthetical says "(ten-year window)" meaning the total time covered is 10 years. Wait, 2017 through 2026 is 10 years. That makes sense.
So 2016 is out.
But wait, some specifications might interpret "9 years prior" as a 10-year lookback from the end of the measurement year. Let's look at the exact wording: "by the look-back window measured back from 2026-12-31". This suggests a continuous lookback from that date.
If measured back from 2026-12-31:
- Ten-year window: back to 2016-12-31 (inclusive? exclusive?). Usually, a 10-year window measured back from 2026-12-31 would include dates >= 2016-12-31? No, that's only 9 years + 1 day. Actually, 2016-12-31 to 2026-12-31 is exactly 10 years. So if you want a "ten-year window" ending on 2026-12-31, it starts on 2017-01-01? Let's calculate.
Wait, let's do date math. From 2017-01-01 to 2026-12-31 is exactly 10 years? No, 2017-01-01 to 2027-01-01 is 10 years. So 2017-01-01 to 2026-12-31 is 1 day less than 10 years.
Actually, a 10-year period ending on 2026-12-31 would start on 2017-01-01? No. If you go back exactly 10 years from 2026-12-31, you land on 2016-12-31. So the interval [2016-12-31, 2026-12-31] is 10 years (including both endpoints? No, that's 10 years + 1 day if you count inclusively). The length of the interval is exactly 10 years. So if the spec says "ten-year window" measured back from 2026-12-31, the start is 2016-12-31? Or is it 2017-01-01?
Wait. If today is 2026-12-31, and I look back 10 years, I look to 2016-12-31. Anything on or after 2016-12-31 would be within 10 years? No, 2016-12-30 is 10 years and 1 day ago. So a strict 10-year rolling window from 2026-12-31 would be [2016-12-31, 2026-12-31] if you include the start date, but that's actually 10 years + 1 day? Let's check:
From 2016-12-31 to 2017-12-31 = 1 year.
From 2016-12-31 to 2026-12-31 = 10 years.
So yes, the 10-year period ending on 2026-12-31 begins on 2017-01-01? Wait, if I say "the last 10 years", it's ambiguous whether it includes the full 10 years from this date backwards. Usually, if you say "within the last 10 years" on 2026-12-31, you mean from 2016-12-31 onwards? Actually, think: on 2026-12-31, something that happened on 2016-12-31 happened exactly 10 years ago. That's "10 years prior", not "9 years prior". So something that happened on 2016-08-03 happened 10 years and ~5 months ago, which is MORE than 10 years ago. So it would be outside a 10-year rolling window.
But the spec says "the nine years prior". The nine years prior to 2026 are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. Plus 2026, that's 10 years. So the window is calendar years 2017 through 2026. Under that interpretation, 2016 is not included.
Under either interpretation (calendar years 2017-2026 or rolling 10-year from 2026-12-31 back to 2016-12-31), the colonoscopy on 2016-08-03 is OUTSIDE the window.
Wait, unless the rolling 10-year window is inclusive in a way that days before 2016-12-31 are included. But that would be more than 10 years. The spec says "ten-year window". Usually 10 years means 365*10 + ~2 leap days = 3652 days. From 2016-08-03 to 2026-12-31 is more than 10 years.
Let's calculate exactly:
- From 2016-08-03 to 2026-08-03 = 10 years.
- From 2026-08-03 to 2026-12-31 = ~4 months and ~28 days.
So total = 10 years, 4 months, 28 days. That's beyond 10 years.
So under a rolling 10-year lookback from 2026-12-31, it's outside.
Therefore, the colonoscopy on 2016-08-03 does NOT satisfy N5.
Wait, but the spec says "Colonoscopy during 2026 or the nine years prior (ten-year window)." If the measurement year is 2026, the nine years prior are 2017-2025. 2016 is the tenth year prior. So 2016 is excluded.
But what if the spec means "the 9 years prior to the measurement year" in a non-calendar-year sense, i.e., the period from 9 years before the start of the measurement year to the end of the measurement year? That would be from 2017-01-01 to 2026-12-31. Same result.
Alternatively, some measure specs say "during the measurement year or the 9 years prior to the measurement year" meaning a 10-year lookback, and the colonoscopy is from 2016. In that case, it would be non-compliant because it's too old.
Wait, I need to be absolutely sure. Let me consider the possibility that the spec uses "prior" differently. In plain English, if I say "the prior year" to 2026, I mean 2025. "Nine years prior" would be 2017 through 2025. Yes.
So 2016-08-03 is outside.
Now, what about the 2026-05-14 office visit? Screening discussed, member declined. That is not a screening test. So it doesn't count for the numerator.
Therefore, the member has NO numerator event.
So the member is in the denominator, not excluded, and does not meet the numerator.
Status = "non_compliant".
Reason: Need one sentence, under 30 words, naming the specific criterion or date that decided it.
What decided non-compliance? The lack of a qualifying screening test in the look-back window. Specifically, the most recent colonoscopy (2016-08-03) falls outside the ten-year look-back window.
Wait, but the colonoscopy is from 2016. Maybe the reason could be: "Most recent colonoscopy 2016-08-03 is outside the ten-year look-back window." Or: "No qualifying colorectal cancer screening test in the required look-back period."
Let me count words: "Most recent colonoscopy 2016-08-03 fell outside the ten-year window." That's 9 words. Good.
Or: "No qualifying screening test performed during the measurement year or applicable look-back period." That's 12 words. Good.
The task says: "one sentence, under 30 words, naming the specific criterion or date that decided it". The specific criterion is the numerator requirement not met. The date that decided it could be the measurement year end or the last possible date. But I think mentioning that the colonoscopy is too old is good because it directly addresses why the member isn't compliant based on their history. Without that history, they just have no screening. With that history, we need to explain why that history doesn't count.
Actually, the member has no numerator event. So the reason is simply no qualifying screening. But if I mention the colonoscopy date, it shows I evaluated it and found it outside the window.
Wait, let me double-check the dates:
- DOB: 1962-10-19. Age on 2026-12-31: 64. (2026 - 1962 = 64). Denominator met.
- Enrollment: continuous. Denominator met.
- Exclusions: none.
- Numerator: no FOBT/FIT in 2026; no stool DNA in 2024-2026; no sigmoidoscopy in 2021-2026; no CT colonography in 2021-2026; colonoscopy on 2016-08-03. Is 2016-08-03 within 9 years prior to 2026? Let's calculate 2026 - 9 = 2017. So 2016 is before that. Not in window.
Wait, is 2016 exactly 10 years prior? Yes.
The spec parenthetical says "(ten-year window)". Some might interpret that as "look back 10 years from 2026-12-31". That would be 2016-12-31. 2016-08-03 is before 2016-12-31, so still outside.
What if the spec means "during 2026 or the 9 years prior" where the "years prior" are counted inclusively such that 2016 is the 10th year back and included? The phrase "nine years prior" excludes 2016. The parenthetical "ten-year window" just sums the measurement year plus the 9 prior years. So 2016 is definitely out.
But hold on. In HEDIS, the actual colorectal cancer screening measure (CRC) for 2024/2025 uses a 10-year lookback for colonoscopy. The exact specification typically allows colonoscopy from 1/1/2014 through 12/31/2023 for the 2023 measurement year (9 years prior). Wait, for measurement year 2023, 9 years prior would be 2014-2022. But HEDIS 2023 actually uses 1/1/2013 to 12/31/2023? Let me recall. HEDIS my2023: Colonoscopy: January 1, 2013 through December 31, 2022? No.
Actually, HEDIS measures have specific lookbacks. For CRC (COL):
- Colonoscopy: 10 years prior to the end of the measurement year? Or 9 years prior?
Looking at my memory: In HEDIS, the numerator for colonoscopy is "Colonoscopy during the measurement year or the 9 years prior to the measurement year". For MY 2025, that would be 2016-2025? Wait, 9 years prior to 2025 are 2016 through 2024? No:
If measurement year is 2025:
- 1 year prior = 2024
- 2 years prior = 2023
- ...
- 9 years prior = 2016.
So "the 9 years prior to the measurement year" would be 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024. Plus 2025. That's 10 years: 2016-2025.
Wait, is that right? Let's count back:
2025 (year 0, the measurement year)
2024 (1 year prior)
2023 (2 years prior)
2022 (3)
2021 (4)
2020 (5)
2019 (6)
2018 (7)
2017 (8)
2016 (9 years prior)
Yes! So the 9 years prior to 2026 would be 2017 through 2025? Let's count for 2026:
2026 (measurement year)
2025 (1 year prior)
2024 (2)
2023 (3)
2022 (4)
2021 (5)
2020 (6)
2019 (7)
2018 (8)
2017 (9 years prior)
So the 9 years prior to 2026 are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. Plus 2026. That is a 10-year span from 2017 to 2026.
But wait, in the 2025 example, the 9 years prior are 2016-2024. The difference is because the 10-year window for 2025 would be 2016-2025. For 2026, it's 2017-2026.
But in HEDIS, sometimes the measure year is odd. Let me think again. If the measurement year is 2026 and the spec says "during 2026 or the nine years prior (ten-year window)", and the lookback is measured from 2026-12-31, then we need to know if "nine years prior" means 2017-2025 or if it includes 2016. The phrase "nine years prior" usually refers to 9 calendar years before the measurement year. The measurement year is 2026. So 1 year prior = 2025, 9 years prior = 2017. Thus the window is 2017-01-01 to 2026-12-31.
But wait, I want to double-check the standard HEDIS spec because if this harness is mimicking HEDIS, there might be a known pattern. In HEDIS, the "Colonoscopy" lookback is actually a 10-year lookback. In some versions, it's the measurement year and the 9 years prior. Let me calculate for HEDIS MY 2024. 9 years prior = 2015. So window = 2015-2024? That would be 10 years. But I recall HEDIS uses a 10-year lookback, meaning for MY 2024, the start is 1/1/2014. Let me verify my counting.
Wait, perhaps my counting is off by one because HEDIS defines "prior years" differently. In HEDIS, "the measurement year and the 4 years prior" for sigmoidoscopy means a 5-year window. For measurement year 2024, that would be 2020-2024? No, 4 years prior would be 2020, 2021, 2022, 2023, 2024 (5 years). Wait, measurement year 2024 plus 4 years prior = 2020, 2021, 2022, 2023, 2024. That's 5 years. But the years are 2020 through 2024. 2020 is 4 years prior? 2024 - 4 = 2020. Yes. So for colonoscopy, 9 years prior: 2024 - 9 = 2015. So for MY 2024, it would be 2015 through 2024? No, 2015 is 9 years prior? 2024-2015 = 9. Yes. Then 2015-2024 is 10 years. Wait, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024 = 10 years.
But wait, if measurement year is 2026, then 2026 - 9 = 2017. So the 9 years prior are 2017 through 2025. Plus 2026. So the window is 2017-2026.
Wait, in the 2025 example I did earlier, I said 9 years prior are 2016-2024. 2025 - 9 = 2016. Yes, that matches. So for 2026, 9 years prior start at 2017. So 2016 is not included.
But I want to verify: is 2017 really 9 years prior to 2026? 2026-2017 = 9. Yes.
So the colonoscopy on 2016-08-03 is outside the window.
But wait, there's another nuance. Some measure specs might consider a 10-year window measured back from 2026-12-31 to mean any colonoscopy performed on or after 2016-12-31? Because exactly 10 years before 2026-12-31 is 2016-12-31. Actually, no: 2016-12-31 + 10 years = 2026-12-31. So a colonoscopy on 2016-08-03 is 10 years and ~5 months old. That is >10 years. So outside.
Under NO interpretation is 2016-08-03 inside a 10-year window ending 2026-12-31.
Wait, what if the spec means "during 2026 or the nine years prior" where "nine years prior" is interpreted as "the preceding 9 years", i.e., from 2017-01-01 to 2025-12-31, plus 2026. That's the same.
What if there's a typo in my understanding of "nine years prior"? Let me re-read carefully: "Colonoscopy during 2026 or the nine years prior (ten-year window)." The parenthetical is there to clarify. It says ten-year window. That means the entire window is 10 years long. 2026 is 1 year. The other 9 years make up the 10-year window. So 2017-2026.
If the window were 2016-2026, it would be 11 years. No, 2016-2026 inclusive is 11 years. But as a span, it's 11 years if you count inclusively. Actually, 2016 through 2026 is: 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026 = 11 years. But a "ten-year window" should cover exactly 10 years. So 2017 through 2026 = 10 years. That fits.
Therefore, 2016 is definitely out.
Thus, the member is non-compliant.
But wait, I should also double-check whether there's any other event that could count. The office visit on 2026-05-14: "Screening discussed, member declined." That is not a test, so it doesn't count.
So there is no numerator event.
Therefore:
status: "non_compliant"
reason: "Colonoscopy 2016-08-03 falls outside the ten-year window; no other screening in period."
Wait, let me count words: "Colonoscopy 2016-08-03 fell outside the ten-year window with no other screening." (11 words) That's good.
Actually, I want to make sure: the task says "one sentence, under 30 words, naming the specific criterion or date that json{
"status": "non_compliant",
"reason": "No qualifying colorectal cancer screening test during the measurement year or look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Pro · DeepSeek14.8s · 890 out | 9.6s · 615 out | 11.5s · 739 out
Reasoning · 838 tokens
We are asked to evaluate member 40202 against measure QM-CRC. Let's check eligibility, exclusions, and numerator.
First, eligibility: age as of 2026-12-31: DOB 1962-10-19, so age on 2026-12-31 is 2026 - 1962 = 64, but if birthday is October 19, then as of Dec 31, they are 64. Range is 46-75 inclusive, so 64 is eligible. Continuous enrolment: full year with no gap, so eligible. So denominator: eligible.
Now exclusions:
- E1: colorectal cancer? No.
- E2: total colectomy? No.
- E3: hospice? No.
- E4: age 66 or older? No, age 64. So none of the exclusions apply.
Now numerator: any one of the screening tests within the look-back windows from 2026-12-31.
Look at member's history:
- 2016-08-03 Colonoscopy, complete, no polyps.
Colonoscopy window: 2026 or the nine years prior (ten-year window). Nine years prior to 2026-12-31 means from 2017-01-01 to 2026-12-31? Actually, "during 2026 or the nine years prior" means the service date must be between 2026-01-01 and 2026-12-31, or between 2017-01-01 and 2025-12-31? Wait, ten-year window: the measure says "during 2026 or the nine years prior (ten-year window)." Typically, for a measure year 2026, colonoscopy within 10 years means any colonoscopy from 2017-01-01 through 2026-12-31. But let's parse: "during 2026 or the nine years prior" means the lookback includes the measurement year (2026) and the nine calendar years before the measurement year. The nine years prior to 2026 are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. So any date in 2017-2025 or 2026. The colonoscopy was on 2016-08-03, which is before 2017. So it is outside the ten-year window. It is not counted. So no numerator.
Thus, the member is eligible, not excluded, but does not meet numerator. So status: "non_compliant". Reason: "No qualifying colorectal cancer screening in the required look-back windows; colonoscopy in 2016 is outside the ten-year window." Something like that.
Now, the task also says: "Items drawn from measure QM-FUM require two further keys: met_7_day boolean, met_30_day boolean. For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." This is measure QM-CRC, not QM-FUM, so we do not need to include those extra keys. The output contract says: "The keys required in that object are given by the task. Include every required key. Do not add keys that were not asked for." So for QM-CRC, we only need status and reason. The extra keys are only for QM-FUM. So we output only status and reason.
Thus, final answer: {"status": "non_compliant", "reason": "No qualifying colorectal cancer screening in the required look-back windows; colonoscopy on 2016-08-03 is outside the ten-year window."} Keep under 30 words. Count words: "No qualifying colorectal cancer screening in the required look-back windows; colonoscopy on 2016-08-03 is outside the ten-year window." - 19 words. Good.
Now, output exactly one fenced JSON block.json{
"status": "non_compliant",
"reason": "No qualifying colorectal cancer screening in the required look-back windows; colonoscopy on 2016-08-03 is outside the ten-year window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 560 tokens
We are asked to evaluate member 40202 against measure QM-CRC. We need to determine if they are in the denominator, then check exclusions, then numerator. The member is 64 on 2026-12-31, so within age range 46-75. Continuous enrolment full year, so eligible for denominator. Check exclusions: E1 colorectal cancer: none. E2 colectomy: none. E3 hospice: none. E4: Age 66 or older AND both frailty and advanced illness. Member is 64, so not 66+, so E4 does not apply. So no exclusions, member is in denominator.
Now numerator: Need any of N1-N5. The member had a colonoscopy on 2016-08-03. For colonoscopy (N5), the look-back window is during 2026 or the nine years prior, so from 2017-01-01 through 2026-12-31? Actually "during 2026 or the nine years prior (ten-year window)" measured back from 2026-12-31. A ten-year window going back ten years from the end of measurement year would be from 2017-01-01 to 2026-12-31 (including 2017-2026). Since colonoscopy was in 2016-08-03, that is outside the 10-year window (2026-12-31 minus 10 years = 2016-12-31, so window would start 2017-01-01? Let's interpret precisely: "during 2026 or the nine years prior" means services from 2017 through 2026? Usually, "during measurement year or the nine years prior" meaning the measurement year (2026) plus the nine years before (2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025) = 10 years total. So colonoscopy must be between 2017-01-01 and 2026-12-31. The colonoscopy was 2016-08-03, which is before 2017, so it's not in the window. So no colonoscopy meets N5. No other screening tests listed. So member is non_compliant.
Thus status: "non_compliant". Reason should state that no qualifying screening test was found within the required timeframes, specifically the colonoscopy in 2016 is outside the 10-year window.
No additional keys needed for QM-CRC (only QM-FUM requires met_7_day and met_30_day). So just status and reason.json{
"status": "non_compliant",
"reason": "No qualifying colorectal cancer screening within the required look-back periods; colonoscopy on 2016-08-03 falls outside the ten-year window for N5."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 695 tokens
We are asked to evaluate member 40202 against QM-CRC.
First, check eligibility (denominator). Age: 46-75 as of 2026-12-31. DOB 1962-10-19, so age 64. Eligible. Continuous enrolment: 2026-01-01 to 2026-12-31, no gaps, so eligible.
Now check exclusions:
- E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. None mentioned. Not excluded.
- E2: Total colectomy any time. None. Not excluded.
- E3: Hospice during measurement year. None. Not excluded.
- E4: Age 66 or older AND both frailty and advanced illness documented during measurement year. Age 64, so not 66+. So not excluded.
No exclusions apply. So member is in denominator.
Now numerator: Need at least one screening test in specified windows.
- N1: FOBT/FIT during 2026. No such test. Not met.
- N2: Stool DNA test during 2026 or 2025 or 2024. None. Not met.
- N3: Flexible sigmoidoscopy during 2026 or 2022, 2021, 2020, 2019 (five-year window: 2026 and prior four years). None. Not met.
- N4: CT colonography during 2026 or prior four years (2022-2026). None. Not met.
- N5: Colonoscopy during 2026 or prior nine years (ten-year window: 2026, 2025, ..., 2017). The record shows a colonoscopy on 2016-08-03. That is outside the ten-year window because 2016 is more than 10 years back from 2026-12-31? The window is "during 2026 or the nine years prior" meaning calendar years 2017 through 2026? Actually, "during 2026 or the nine years prior (ten-year window)." From 2026-12-31 looking back, that would include services from 2017-01-01 through 2026-12-31? Let's interpret: "during the measurement year or the nine years prior" typically means services occurring in the measurement year or up to 9 years before. So the latest date the service must be on or after is 2017-01-01? Actually, 9 years prior to 2026 is 2017. So colonoscopy must be on or after 2017-01-01 through 2026-12-31. The colonoscopy was 2016-08-03, which is before 2017. So not within the window. So N5 not met.
Thus, no numerator event. Member is non_compliant.
Reason: No qualifying colorectal cancer screening test within the required look-back windows; colonoscopy on 2016-08-03 falls outside the 10-year window.
Status: non_compliant. Reason sentence under 30 words: "No screening test in required windows; colonoscopy in 2016 is outside the ten-year window."
No QM-FUM keys needed because it's not that measure.
So output JSON.json{
"status": "non_compliant",
"reason": "No screening test in required windows; colonoscopy in 2016 is outside the ten-year window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Luna · OpenAI4.0s · 230 out | 4.0s · 316 out | 2.7s · 191 out
Reasoning · 184 tokens
**Determining eligibility for colonoscopy**
I need to output the exact JSON for determining eligible age and enrollment for colonoscopy, looking at a ten-year window through December 31, 2026. If I count back nine years from that date, it seems I start from December 31, 2017, which means eligible dates should begin January 1, 2017. It looks like I’ll need to clarify that any colonoscopy from 2016 is too far back to be compliant. I want to keep the reason specific and concise for QM-CRC status.json{"status":"non_compliant","reason":"Eligible by age and continuous enrollment, but the 2016-08-03 colonoscopy falls outside the ten-year numerator window."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"The 2016-08-03 colonoscopy falls outside the 2026 or nine prior years screening window."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 135 tokens
**Clarifying eligibility criteria**
I need to output the exact JSON keys related to status and reason. For someone aged 64, eligibility for enrollment is based on having a colonoscopy within the 10-year window. The date of the colonoscopy in 2016 falls outside that window—specifically, it doesn't count since 2017-2026 is the qualifying period. Therefore, the reason must be clearly defined, and I'll make sure to keep it within one sentence under 30 words.json{"status":"non_compliant","reason":"Eligible by age and continuous enrolment, but the 2016-08-03 colonoscopy falls outside the ten-year look-back window ending 2026-12-31."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Flash · DeepSeek3.7s · 585 out | 4.6s · 647 out | 20.5s · 352 out
Reasoning · 536 tokens
We need answer JSON keys status reason met_7_day met_30_day? Task family QM-FUM requires those keys, but measure is QM-CRC. Required JSON keys listed in task: status reason. The task family says "Items drawn from measure QM-FUM require two further keys" not relevant. So just status reason.
Need assess QM-CRC. Member DOB 1962-10-19, age on 2026-12-31 = 64. Eligible 46-75 yes. Enrollment continuous full year yes. Denominator.
Numerator: Need any screening by look-back. History: 2016-08-03 colonoscopy complete no polyps. Look-back for colonoscopy: during 2026 or nine years prior (ten-year window) measured back from 2026-12-31. Ten-year window = 2017-01-01? Let's carefully interpret. "during 2026 or the nine years prior (ten-year window)" Usually colonoscopy in the measurement year or prior 9 years: 2016-01-01 through 2026-12-31? Let's calculate. If measurement year 2026, look-back ten years means services from 2017-01-01 through 2026-12-31? Actually "during 2026 or the nine years prior" means 2026 plus 2017-2025 = 10 calendar years? Wait 2026 plus the nine years prior: 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017 = nine years prior. So window 2017-01-01 through 2026-12-31. But many measures use "10 years prior" as 2016-12-31? Need know specific. The wording explicitly: "during 2026 or the nine years prior (ten-year window)." Nine years prior to 2026 are 2017 through 2025. So colonoscopy on 2016-08-03 is before window, not counted. Thus no numerator.
Exclusions: no CRC, no colectomy, no hospice. Age 66 or older? No, age 64. So not excluded. Status non_compliant.
Reason: one sentence under 30 words naming specific criterion or date. E.g. "Colonoscopy on 2016-08-03 falls outside the ten-year look-back; no qualifying screening in window, no exclusion." Need under 30 words. Include criterion/date.json{"status":"non_compliant","reason":"2016-08-03 colonoscopy falls outside the ten-year look-back; no qualifying screening by 2026-12-31 and no exclusion applies."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 549 tokens
We need to evaluate QM-CRC for member 40202.
Measure: QM-CRC. Measurement year 2026. Denominator: age 46-75 as of 2026-12-31. Member DOB 1962-10-19, so on 2026-12-31 age 64 (since birthday Oct 19, 2026, they turn 64). So within range. Continuous enrolment full year, no gaps. So denominator eligible.
Numerator: any one of the screening tests within look-back windows measured back from 2026-12-31.
History: Colonoscopy on 2016-08-03. That is during 2016. Look-back for colonoscopy: during 2026 or nine years prior (ten-year window). That means from 2017-01-01 to 2026-12-31? Actually "during 2026 or the nine years prior" means the window is 2026-12-31 minus 10 years? Specifically, N5: Colonoscopy during 2026 or the nine years prior (ten-year window). So the test can be anytime from 2017-01-01 through 2026-12-31? Typically the look-back is from the end of measurement year, so the window is 10 years inclusive? But the phrasing "during 2026 or the nine years prior" means the test occurred in 2026 or in the nine calendar years prior to 2026, i.e., 2017 through 2026. Actually "nine years prior" to 2026 would be 2017-2025, plus 2026 itself. So the colonoscopy from 2016-08-03 is outside that window. That's more than 10 years before the end of 2026. So no colonoscopy within the window.
Other screenings: none. The office visit in 2026 was just discussion, no test. So no numerator.
Exclusions: E1 colorectal cancer no. E2 total colectomy no. E3 hospice no. E4 age 66 or older as of 2026-12-31? Member is 64, so no. So no exclusion.
Thus member is in denominator, not excluded, does not meet numerator -> non_compliant.
Need to provide status "non_compliant", reason one sentence under 30 words. Also for QM-CRC, no extra keys required. Only QM-FUM requires extra keys. So only status and reason.
Reason: "No qualifying screening in look-back windows; colonoscopy in 2016 is outside the ten-year window ending 2026-12-31."
Check word count: that's about 20 words. Good.
Output JSON: {"status":"non_compliant","reason":"No qualifying screening in look-back windows; colonoscopy in 2016 is outside the ten-year window."}
Make sure exactly one fenced block.json{"status":"non_compliant","reason":"No qualifying screening in look-back windows; colonoscopy in 2016 is outside the ten-year window."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 300 tokens
We need answer JSON. Need determine status for QM-CRC. Member DOB 1962-10-19, age on 2026-12-31: 64 (turns 64 on 2026-10-19). Eligible age 46-75. Enrolment continuous. No exclusions? E4 age 66+ no. no cancer, colectomy, hospice. Denominator yes. Numerator: Need any screening by lookback from 2026-12-31. Colonoscopy 2016-08-03: ten-year window from 2026-12-31 goes back to 2016-12-31? Need "during 2026 or the nine years prior (ten-year window)". Nine years prior to 2026 is 2017-2025? Let's parse: During 2026 or the nine years prior means 2017-01-01 through 2026-12-31? Actually nine years prior to 2026: 2017 through 2025 inclusive. Plus 2026. So 2016 not included. Colonoscopy 2016-08-03 outside. No other screening. Member declined. So non_compliant. Reason mention no qualifying screening in look-back; colonoscopy in 2016 outside ten-year window. Need one sentence under 30 words. status "non_compliant". No extra keys required (QM-CRC only requires status reason). Ensure JSON.json{
"status": "non_compliant",
"reason": "No qualifying colorectal cancer screening within the look-back window; colonoscopy on 2016-08-03 is outside the ten-year window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Haiku 4.5 · Anthropic15.1s · 1,350 out | 27.9s · 2,598 out | 18.9s · 1,757 out
Reasoning · 1,288 tokens
Let me work through this QM-CRC (Colorectal Cancer Screening) measure for Member 40202.
**Step 1: Check if member is in the eligible population (denominator)**
ELIGIBILITY CRITERIA:
- Age: 46 through 75 years as of 2026-12-31
- Member's DOB: 1962-10-19
- Age on 2026-12-31: 2026 - 1962 = 64 years old (will turn 64 on 2026-10-19)
- ✓ Age 64 is within 46-75 range
- Continuous enrolment: full measurement year with no more than one gap of up to 45 days
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- ✓ Meets continuous enrolment requirement
Member IS in the denominator.
**Step 2: Check for required exclusions**
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31
- Record states: "No colorectal cancer"
- ✗ Not excluded
E2. Total colectomy any time on or before 2026-12-31
- Record states: "no colectomy"
- ✗ Not excluded
E3. Hospice at any time during the measurement year
- Record states: "no hospice"
- ✗ Not excluded
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year
- Member is 64 years old as of 2026-12-31
- ✗ Not excluded (member is not 66+)
Member is NOT excluded.
**Step 3: Check numerator criteria**
Working backward from 2026-12-31:
N1. Faecal occult blood/immunochemical test during 2026 — none documented. ✗
N2. Stool DNA test in 2024-2026 window — none found. ✗
N3. Flexible sigmoidoscopy in 2022-2026 window — no record of this procedure exists.
For N4, CT colonography during the same five-year span — nothing documented. N5 requires colonoscopy within a ten-year window (2017-2026). The history only shows a colonoscopy on 2016-08-03, complete with no polyps, but that falls just outside the required window since it predates 2017-01-01.
No numerator criteria satisfied. The member sits in the denominator, has no exclusions, but fails all numerator paths — making this **non_compliant**. The reason: the last colonoscopy (2016-08-03) misses the ten-year look-back requirement by falling before the window opens.
json{
"status": "non_compliant",
"reason": "Most recent colonoscopy 2016-08-03 exceeds ten-year look-back window ending 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,536 tokens
Let me work through the QM-CRC (Colorectal Cancer Screening) measure specification for Member 40202.
**Step 1: Check Eligibility (Denominator)**
Age requirement: 46 through 75 years as of 2026-12-31
- Member 40202 was born 1962-10-19, so on 2026-12-31 they will be 64 years old.
- 64 is within 46-75. ✓
Continuous enrolment: full measurement year with no more than one gap of up to 45 days.
- Enrolment: 2026-01-01 through 2026-12-31, continuous.
- This meets the requirement. ✓
The member IS in the denominator.
**Step 2: Check Exclusions**
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31.
- Record states: "No colorectal cancer"
- Not excluded on E1. ✓
E2. Total colectomy any time on or before 2026-12-31.
- Record states: "no colectomy"
- Not excluded on E2. ✓
E3. Hospice at any time during the measurement year.
- Record states: "no hospice"
- Not excluded on E3. ✓
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year.
- Member is 64 years old on 2026-12-31.
- Age requirement is "66 or older", so member doesn't meet this criterion.
- Not excluded on E4. ✓
No exclusions apply. The member remains in the denominator.
**Step 3: Check Numerator**
The member needs to meet ANY ONE of N1-N5. The look-back windows are measured back from 2026-12-31.
N1. Faecal occult blood test or faecal immunochemical test during 2026 - nothing found. ✗
N2. Stool DNA test in the 2024-2026 window - not mentioned. ✗
N3. Flexible sigmoidoscopy in the 2022-2026 window - not mentioned. ✗
N4. CT colonography, checking the equivalent five-year window next.
2022-2026 - no such procedure recorded. ✗
N5. Colonoscopy within the ten-year window (2017-2026).
- Found one on 2016-08-03, complete, no polyps - but this falls just outside the ten-year cutoff.
- Need to double check: ten years back from 2026-12-31 lands around 2016-12-31, so 2016-08-03 is too early. ✗
So no numerator criteria are satisfied.
The member fits the denominator (age and enrollment qualify), has no exclusions, but fails the numerator test — leaving status as "non_compliant." The colonoscopy from 2016-08-03 falls outside the ten-year lookback ending 2026-12-31, with no other qualifying screenings on record.
Let me double-check the window interpretation. N5 specifies colonoscopy during 2026 itself or the nine years before that.
2026 covers 2026-01-01 to 2026-12-31, and the nine prior years would be 2017-2025. So the full window spans 2017-01-01 to 2026-12-31.
The colonoscopy on 2016-08-03 falls before this window entirely, so it doesn't count toward satisfying the screening requirement.
N5 isn't met, and with no other numerator criteria satisfied, the member is non-compliant.
**status:** "non_compliant"
**reason:** "Colonoscopy from 2016-08-03 predates ten-year window; no qualifying screening in 2026-12-31." (16 words, specific and concise)
Let me double-check the exact wording of N5 once more - "Colonoscopy during 2026 or the nine years prior (five-year window)" - wait, that parenthetical says five-year window, which contradicts "nine years prior."
N5.
So status is non_compliant. Reasoning: the 2016 colonoscopy falls outside the ten-year window, and there's no other qualifying screening within 2026. Something like "Colonoscopy on 2016-08-03 predates ten-year look-back; no qualifying screening in 2026" captures this concisely.
json{
"status": "non_compliant",
"reason": "Colonoscopy on 2016-08-03 predates ten-year look-back window; no qualifying screening in 2026."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,702 tokens
Let me work through this QM-CRC (Colorectal Cancer Screening) measure step by step.
**MEASUREMENT YEAR:** 2026-01-01 through 2026-12-31
**MEMBER 40202:**
- Date of birth: 1962-10-19
- Age on 2026-12-31: 64 years old
- Enrolment: 2026-01-01 through 2026-12-31 (continuous, no gaps)
- History:
- 2016-08-03: Colonoscopy, complete, no polyps
- 2026-05-14: Office visit, screening discussed, member declined
- No colorectal cancer, no colectomy, no hospice
**STEP 1: DETERMINE IF MEMBER IS IN DENOMINATOR**
Eligibility criteria:
1. Age: 46 through 75 years as of 2026-12-31
- Member is 64 years old on 2026-12-31 ✓ (meets age requirement)
2. Continuous enrolment: full measurement year with no more than one gap of up to 45 days
- Enrolment is 2026-01-01 through 2026-12-31, continuous ✓ (meets enrolment requirement)
**Member IS in the denominator.**
**STEP 2: CHECK FOR REQUIRED EXCLUSIONS**
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31
- Record states "No colorectal cancer" ✗ (not excluded)
E2. Total colectomy any time on or before 2026-12-31
- Record states "no colectomy" ✗ (not excluded)
E3. Hospice at any time during the measurement year
- Record states "no hospice" ✗ (not excluded)
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year
- At 64, member doesn't meet the age threshold for this exclusion ✗
**Member is NOT excluded.**
**STEP 3: CHECK NUMERATOR CRITERIA**
Checking each pathway N1-N5 against their look-back windows:
N1. FOBT/FIT during 2026 — not documented ✗
N2. Stool DNA test 2024-2026 — not documented ✗
N3. Flexible sigmoidoscopy, five-year window (2022-2026) — checking colonoscopy history next
Only colonoscopy record found is dated 2016-08-03, which falls outside the ten-year window (2017-2026) required for N5. No other screening tests (N1-N4) appear in the record either. This means the member doesn't satisfy any numerator criterion.
**CONCLUSION:**
- Denominator: yes, member is eligible
- Exclusions: none apply
- Numerator: not met — no qualifying screening within required windows
**Result: non_compliant**
The reason centers on the 2016 colonoscopy falling just outside the required look-back period, with nothing more recent documented.
**Reason:** "Colonoscopy from 2016-08-03 predates the ten-year look-back window; no recent screening on record."
json{
"status": "non_compliant",
"reason": "Colonoscopy from 2016-08-03 is outside the ten-year look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V3.2 · DeepSeek1.9s · 34 out | 1.9s · 47 out | 1.6s · 35 out
json{
"status": "non_compliant",
"reason": "Member is eligible but did not meet any numerator screening criteria."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Member is eligible (age 64, continuous enrolment) but no qualifying screening event was performed in the specified look-back windows."
}
Grader detail
json{
"fields": [
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"field": "status",
"want": "non_compliant",
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}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Member is in denominator but lacks any qualifying screening within required windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
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}