Parityhealth-plan operations benchmark
Prior authorisation · PA-024 · hard

Continuation with insufficient device use

Vignette written for Parity against synthetic policy MP-402. Continuation is governed by R1, which the submitted data fails.

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

What the model was given

Item context, placed in the system position after the shared preamble
MEDICAL POLICY MP-402 — CONTINUOUS GLUCOSE MONITORING (PERSONAL, REAL-TIME)
Effective 2026-01-01.

APPROVE when A and B are met.

A. DIAGNOSIS — one of:
   A1. Type 1 diabetes mellitus.
   A2. Type 2 diabetes mellitus treated with any insulin regimen.
   A3. Type 2 diabetes mellitus not treated with insulin, with a documented
       history of at least one level 2 hypoglycaemic event (glucose below
       54 mg/dL) in the preceding 12 months.
   A4. Gestational diabetes requiring insulin.

B. MANAGEMENT — both of:
   B1. The member or caregiver has been trained on device use, or training is
       scheduled.
   B2. The member has had an in-person or telehealth visit with the prescriber
       within the preceding 6 months, and the prescriber attests to a plan for
       ongoing follow-up at least every 6 months.

CONTINUATION after the initial 12 months requires evidence of device use on at
least 70 percent of days over the preceding 90 days (criterion R1).

EXCLUSIONS:
   X1. Concurrent authorisation of a second personal CGM system.
   X2. Professional (clinic-owned, blinded) CGM billed on the same date of
       service.

DOCUMENTATION — pend where otherwise approvable but the record lacks:
   E1. The insulin regimen relied on for A2.
   E2. The glucose value and date relied on for A3.
   E3. The date of the prescriber visit relied on for B2.
Prompt
AUTHORISATION REQUEST

Member: 59-year-old.
Requested item: personal real-time continuous glucose monitor, continuation
beyond the initial 12 months. Initial authorisation 2025-07-01 through
2026-06-30.
Diagnosis: Type 2 diabetes mellitus on insulin glargine.
Device data: the manufacturer's adherence report for 2026-04-01 through
2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent.
Training: completed 2025-07-10.
Prescriber visit: 2026-06-11, follow-up plan documented.
Other devices: none.
Gold answer and grader
json{
  "kind": "decision",
  "label": "deny",
  "citations": [
    "R1"
  ]
}

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 · Anthropic6.9s · 142 out | 4.1s · 158 out | 6.4s · 150 out
Attempt 1
Continuation request; R1 requires ≥70% device use over preceding 90 days. Record shows 47.8% — affirmatively not met, so deny.

json{"decision": "deny", "criteria": ["R1"], "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; adherence report shows 43 of 90 days (47.8 percent), so R1 is not met."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 58 tokens
[omitted]
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the adherence report shows 43 of 90 days (47.8 percent), so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Continuation request; R1 requires ≥70% device use over preceding 90 days. Record shows 47.8% — affirmatively not met. Deny.

json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the adherence report shows 43 of 90 days (47.8 percent), so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Gemini 3.7 Flash · Google3.5s · 291 out | 3.3s · 288 out | 6.3s · 435 out
Attempt 1
Reasoning · 214 tokens
**Analyzing Policy Compliance**

I'm reviewing the policy regarding continuous glucose monitoring continuation. The key is meeting the 70% usage threshold over 90 days following the initial 12-month period. I am assessing if the provided data supports this requirement.

json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation is denied because device usage was documented on only 47.8% of days over the preceding 90 days, failing the 70% requirement under criterion R1."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 214 tokens
**Continuing CGM Coverage**

My thoughts are focused on the continuation criteria for personal real-time CGM, specifically addressing the requirements of Medical Policy MP-402. I've confirmed the Type 2 DM diagnosis on insulin glargine, along with completed training and a recent prescriber visit with a follow-up plan. The remaining consideration is the extension beyond the initial 12-month period.

json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation of CGM is denied because device use over the preceding 90 days was 47.8 percent, which does not meet the required 70 percent threshold."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 355 tokens
**Analyzing Coverage Decision**

My focus is on evaluating the submitted authorization request against Medical Policy MP-402. I'm currently assessing if the necessary criteria for approval, specifically conditions A and B, are satisfied. I'm also considering the policy's guidelines for continuation of care.

json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation of CGM beyond the initial 12 months requires device use on at least 70 percent of days over the preceding 90 days, but documented adherence was 47.8 percent."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GPT-5.5 · OpenAI2.7s · 165 out | 2.6s · 148 out | 2.1s · 147 out
Attempt 1
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the submitted report shows use on 43 of 90 days, 47.8 percent."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; submitted data show use on 43 of 90 days, 47.8 percent."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the submitted report shows 43 of 90 days, 47.8 percent."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GPT-5.6 Sol · OpenAI3.8s · 140 out | 2.3s · 59 out | 1.4s · 59 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; documented use was 47.8 percent."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; documented use was 47.8 percent."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; documented use was 47.8 percent."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Grok 4.6 · xAI15.3s · 842 out | 16.3s · 1,116 out | 14.2s · 965 out
Attempt 1
Reasoning · 777 tokens
The user wants me to apply the medical policy to this authorization request and output JSON only.
{
  "denial": {
    "reason": "R1",
    "explanation": "Device use on 47.8% of days over the preceding 90 days is below the required 70% threshold for continuation authorization.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days. The report shows 47.8 percent, so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 1,052 tokens
The user wants me to apply the medical policy to this authorization request and output JSON only.
{
  "status": "APPROVED",
  "reason": "Diagnosis meets A2 (Type 2 diabetes on insulin glargine). Training completed (B1). Prescriber visit 2026-06-11 within 6 months (B2). Device use 47.8% (43/90 2026-04-01 to 2026-06-29) does not meet R1 for continuation (70% threshold). No exclusions apply.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation after the initial 12 months requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 915 tokens
The task is about prior authorization for a continuous glucose monitor based on medical policy MP-402.
{
  "decision": "DENY",
  "criteria": "R1",
  "rationale": "Continuation after initial 12 months requires evidence of device use on at least 70% of days over the preceding 90 days (criterion R1). The manufacturer's adherence report shows sensor data present on only  43 of 90 days (47.8%), which does not meet this threshold.
json{"decision":"deny","criteria":["R1"],"rationale":"Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Grok 4.5 · xAI5.4s · 327 out | 5.8s · 410 out | 6.0s · 351 out
Attempt 1
Reasoning · 269 tokens
The task is about prior authorization for a continuous glucose monitor continuation.
json{"decision": "deny", "criteria": ["R1"], "rationale": "Continuation requires device use on at least 70% of days over the preceding 90 days. Adherence was only 47.8%, so R1 is not met."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 352 tokens
The user wants me to evaluate this prior authorization request based on the medical policy MP-402.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of days over the preceding 90 days; adherence was only 47.8%."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 294 tokens
The task is about prior authorization for a continuous glucose monitor based on medical policy MP-402.
json{"decision":"deny","criteria":["R1"],"rationale":"Continuation requires device use on at least 70% of days over the preceding 90 days. Record shows 47.8% adherence, so R1 is not met."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Gemini 3.1 Pro · Google8.3s · 720 out | 7.8s · 598 out | 6.8s · 495 out
Attempt 1
Reasoning · 648 tokens
**My Thought Process for Reviewing This CGM Continuation Request**

Alright, let's break down this request for continuing a personal real-time continuous glucose monitor (CGM) beyond its initial 12-month authorization. The initial authorization ran from July 1, 2025, to June 30, 2026, and this is clearly a request for continuation.

First, I'm looking at the member's profile. We have a 59-year-old with Type 2 diabetes who is on insulin glargine. This immediately tells me they meet the clinical criteria for therapy (criterion A2, which is confirmed). I also see they've completed the required training (criterion B1 met) and had a prescriber visit with a documented follow-up plan (criterion B2 met). So, on the initial justification side, everything looks good.

Now, the crucial part: continuation. The policy clearly states that for *continuation* beyond the initial 12 months, the device must have been used on at least 70% of days over the preceding 90 days. This is my key criterion here, R1.

I examine the provided device data. The adherence report shows sensor data present on only 43 out of the preceding 90 days. That's 47.8%. This is significantly below the 70% threshold required by R1.

Since the core requirement for continuation (R1) is not met, this request must be denied. I've also checked the exclusions (X1, X2) and they aren't applicable here.

Therefore, the decision is to deny. The specific criterion that drove this denial is R1, as the member's device usage (47.8%) does not meet the continuation requirement of at least 70%. I need to be precise in my rationale, focusing only on what wasn't met. The wording should be concise and directly address the failure of R1.

So, the rationale will state: "The member's device use over the preceding 90 days was 47.8 percent, which fails the continuation requirement of at least 70 percent." This is well under the 40-word limit for the rationale.

Finally, I'll format this into the required JSON structure. The decision is "deny," the criteria list will only contain "R1," and the rationale will be as I've just determined. I've double-checked that insulin glargine indeed qualifies as an insulin regimen for A2, and that B1 and B2 were met. The primary issue is the lack of sufficient adherence for continuation, hence R1 being the sole reason for denial. Everything aligns.

json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The member's device use over the preceding 90 days was 47.8 percent, which fails the continuation requirement of at least 70 percent."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 518 tokens
**My Thought Process on the Prior Authorization Request for Continuous Glucose Monitoring**

Alright, let's break down this prior authorization request for a continuous glucose monitor (CGM). I've got the policy MP-402 right here, and the core task is to assess a request for a *continuation* of this device beyond the initial 12-month approval.

First, I'm looking at the specifics of the member's request. We're dealing with a 59-year-old individual who's already had their initial authorization for a personal, real-time CGM running from July 1, 2025, to June 30, 2026. Now they want to continue using it. Their diagnosis is Type 2 diabetes mellitus, and they're being treated with insulin glargine.

Now, the critical part: adherence data. The policy for *continuation* after the initial period, specifically criterion R1, requires evidence of device use on at least 70 percent of days over the preceding 90 days. I've reviewed the manufacturer's adherence report, which covers April 1, 2026, through June 29, 2026. In that 90-day window, the sensor data indicates use on only 43 out of 90 days. That translates to 47.8 percent usage.

Immediately, I see the conflict. 47.8 percent is significantly less than the required 70 percent. Therefore, criterion R1, the adherence requirement for continuation, is not met. This is a clear-cut failure to meet a policy requirement.

Based on this, my decision has to be a denial. The policy is explicit: if a requirement is affirmatively not met, the request must be denied.

When documenting this denial, I only need to list the specific criterion that wasn't met, which in this case is just "R1." For the rationale, I need to clearly state why the continuation is being denied. The member did not meet the 70% device use requirement for continuation, as the device was only used 47.8% of the time during the preceding 90 days.

Let me just do a quick double-check on everything else to ensure I haven't missed anything.
The diagnosis of Type 2 diabetes mellitus on insulin glargine aligns with the policy's coverage criteria (A2). Since they are on insulin, the specific requirement for the insulin regimen is met, and other potential triggers (like E1) are not applicable here.
Regarding management, training was completed on July 10, 2025 (meeting B1), and there was a prescriber visit on June 11, 2026, with a follow-up plan documented (meeting B2). The date of the visit is provided, so E3 isn't triggered.
And for continuation, as established, the adherence is the sticking point at 47.8% (failing R1). There are no other exclusions to consider.

So, to summarize the outcome: the denial reason is R1, and the rationale is that continuation is denied because the device use over the preceding 90 days was 47.8 percent, which falls short of the required at least 70 percent.

json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The request for continuation is denied because the device was used on only 47.8 percent of days over the preceding 90 days, which does not meet the minimum 70 percent usage requirement."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 411 tokens
**My Thought Process on the Continuous Glucose Monitor Continuation Request**

Alright, let's break down this request for extending the continuous glucose monitor (CGM) coverage. The patient's initial authorization covered the period from July 1, 2025, to June 30, 2026, so we're definitely looking at a situation that goes beyond that first 12 months.

My first step is to identify the core issue: this is a *continuation* request, not an initial one. This immediately triggers a specific set of criteria that need to be met. I've noted the patient's diagnosis is Type 2 diabetes, and they are on insulin glargine, which is noted as A2. They've also completed the necessary training (B1) and had a prescriber visit on June 11, 2026 (B2). These are all good foundational pieces of information, but the crux of the matter lies in usage adherence for continuation.

The key continuation requirement I need to focus on is criterion R1: "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days." This is the critical gatekeeper for approving the extension.

Now, I look at the provided device data. The record clearly states 43 out of 90 days of device use. I quickly calculate this: 43 divided by 90 is approximately 47.8 percent.

Comparing this to the requirement, it's immediately apparent that 47.8% is significantly *less than* the required 70%. Therefore, criterion R1 has not been met.

My decision, based on this unmet criterion, is to deny the request for continuation.

The specific criteria I need to cite for this denial is R1. My rationale needs to be precise and directly address the unmet requirement. I'll state that the request is for continuation, but the patient's device usage over the preceding 90 days was only 47.8%, falling short of the 70% threshold stipulated by R1.

Before finalizing, I quickly reconfirm the policy. The rule is quite clear: "A requirement that the record affirmatively contradicts is a DENIAL." In this case, the device usage data (47.8%) directly and affirmatively contradicts the 70% requirement. So, it's a denial, not a request for more information or a pending status.

Therefore, my final output reflects a denial based on criterion R1, with a clear explanation that the device usage adherence did not meet the required threshold for continuation. The criteria cited will be ["R1"], and the rationale will articulate the specific percentage discrepancy and the policy requirement it violates.

json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The request is for continuation beyond the initial 12 months, but the device use data shows only 47.8 percent adherence over the preceding 90 days, which fails to meet the 70 percent requirement."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Claude Opus 5 · Anthropic2.2s · 125 out | 2.6s · 130 out | 2.6s · 148 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the adherence report shows 43 of 90 days (47.8 percent)."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the adherence report documents 43 of 90 days (47.8 percent)."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of the preceding 90 days; the adherence report documents 43 of 90 days (47.8 percent), affirmatively failing R1."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Gemini 3 Flash · Google11.8s · 954 out | 12.6s · 1,603 out | 16.6s · 1,983 out
Attempt 1
Reasoning · 876 tokens
**My Thought Process on Denying the CGM Continuation Request**

As I reviewed this request for the continuation of MP-402 Continuous Glucose Monitoring (Personal, Real-time), my primary focus was on whether the member's usage met the policy's requirements for extension beyond the initial 12-month authorization. The policy is quite clear: "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

I noted that the initial authorization ran from July 1, 2025, to June 30, 2026, so this request is indeed for continuation after that period. The data provided covers the 90 days leading up to the end of the initial authorization, specifically from April 1, 2026, to June 29, 2026. During this crucial 90-day window, the member's device usage was recorded at 43 out of 90 days, which translates to 47.8% adherence.

Comparing this usage rate to the policy's mandate, 47.8% is significantly less than the required 70%. This is the critical point that seals the decision for denial. While I confirmed that other initial criteria were met – the member has Type 2 diabetes mellitus on insulin glargine (A2), completed training (B1), and had a prescriber visit within the required timeframe (B2) – these are all for *initial* authorization or are general clinical requirements. For *continuation*, R1 is the specific, non-negotiable hurdle.

Therefore, my decision is to deny the request. The sole criterion that was not met and led to this denial is R1. My rationale needs to be concise and directly address this failure. I'll state that the request is denied because the member's device usage of 47.8% over the preceding 90 days falls below the 70% requirement specified in the policy for continuation. I'll ensure this is worded precisely within the given constraints: "The member failed to meet the requirement for continuation because their device use was only 47.8 percent over the last 90 days, which is below the 70 percent threshold required by criterion R1." This captures the essence of the policy violation accurately and efficiently.

json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The request for continuation is denied because the member's device usage of 47.8% over the preceding 90 days is below the 70% threshold required by the policy."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 1,532 tokens
**My Thought Process on Policy MP-402: Continuous Glucose Monitoring**

As I review policy MP-402 concerning the continuation of personal real-time CGM, my primary focus is on the specific request from a 59-year-old member. This request is for a continuation of their CGM use beyond the initial 12-month authorization, which was granted from July 1, 2025, to June 30, 2026.

The policy outlines several key areas: Diagnosis (A1-A4), Management (B1-B2), Exclusions (X1-X2), and Documentation for pends (E1-E3). Crucially, for continuation *after* the initial 12 months, the policy specifies a requirement: evidence of device use on at least 70 percent of days over the preceding 90-day period, identified as criterion R1.

I first confirm the member's diagnosis. The record indicates Type 2 diabetes mellitus treated with insulin glargine, which clearly aligns with A2, satisfying that condition. I also note that their initial authorization covers the 12-month period ending June 30, 2026, and the request is indeed for a continuation beyond that.

Now, the critical part for continuation: criterion R1. I examine the device data for the preceding 90 days, which in this case is from April 1, 2026, to June 29, 2026. The data shows sensor usage on only 43 out of these 90 days. Calculating this, I find the usage rate to be 47.8 percent.

Immediately, I see that this 47.8 percent usage rate falls significantly short of the required 70 percent stipulated in criterion R1. This discrepancy is a clear indicator that the continuation requirement is not met.

Before making a final decision, I do a quick check for any exclusions or missed documentation points, though R1's failure is usually sufficient for a denial. I confirm there are no indications of a second device (X1) or professional CGM billing (X2). The documentation requirements (E1-E3) are for pending cases, and since R1 has already failed, these don't apply to a denial. I also briefly re-verify the management criteria (B1 and B2). Training was completed, and a prescriber visit within the required timeframe with a follow-up plan documented also appears to be met.

However, the failure to meet R1 is the decisive factor for a continuation request. The policy clearly states that affirmative contradiction of a requirement leads to denial. Here, the documented usage unequivocally contradicts the 70 percent requirement.

Therefore, my decision is to **deny** the request. The sole criterion not met, and the basis for this denial, is R1.

My rationale needs to be concise and directly address the unmet criterion. I formulate it as: "The request for continuation is denied because device usage was 47.8 percent, which does not meet the 70 percent threshold required by criterion R1." This is 26 words, well within the desired limit, and clearly explains the decision.

Finally, I assemble the JSON output. The `decision` is "deny". The `criteria` array correctly lists only the identifier that was not met, which is ["R1"]. The `rationale` string is the precise explanation I formulated.

```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "The request for continuation is denied because device usage was 47.8 percent, which does not meet the 70 percent threshold required by criterion R1."
}
```
This thought process ensures all policy stipulations are considered, the data is accurately interpreted against the requirements, and the final decision and supporting rationale are correctly formatted and justified.

json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The request for continuation is denied because device usage was 47.8 percent, which does not meet the 70 percent threshold required by criterion R1."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 1,904 tokens
**My Thought Process Regarding MP-402: Continuous Glucose Monitoring (Personal, Real-time) Policy for a 59-year-old Member**

Alright, let's walk through this case for the continuation of personal real-time Continuous Glucose Monitoring (CGM) under Policy MP-402. The effective date for this policy is January 1st, 2026.

First, I need to assess if the member meets the initial approval criteria (A and B) and any specific continuation requirements.

**Initial Assessment - Criteria A:**

*   **A2: Diagnosis of Type 2 diabetes mellitus on any insulin regimen.** The member has Type 2 diabetes mellitus on insulin glargine. Insulin glargine is indeed an insulin regimen, so this criterion (A2) is met.

**Initial Assessment - Criteria B:**

*   **B1: Training completion.** The member completed training on July 10th, 2025. This is good. Criterion B1 is met.
*   **B2: Prescriber visit within 6 months.** The request is for continuation beyond the initial 12 months, which ended on June 30th, 2026. The provided device data runs up to June 29th, 2026, suggesting my evaluation is happening around this time. I see a prescriber visit documented on June 11th, 2026. This is well within the 6-month window preceding the end of the initial authorization and the current evaluation period. A follow-up plan was also documented. Therefore, criterion B2 is met.

**Continuation Assessment - Criterion R1:**

*   **R1: Evidence of device use on at least 70% of days over the preceding 90 days.** This is the crucial part for continuation. The policy clearly states this requirement. I've been provided with device data covering April 1st, 2026, through June 29th, 2026. That's a total of 90 days.
*   During this 90-day period, the device was used on 43 days.
*   Calculating the usage percentage: 43 days out of 90 days is approximately 47.8 percent.
*   Comparing this to the requirement: 47.8 percent is significantly less than the 70 percent threshold mandated by criterion R1.

**Conclusion on Criteria:**

I’ve met all the 'A' and 'B' criteria required for initial approval, and specifically for continuation, I've confirmed the prescriber visit timing (B2). However, the core requirement for continuation – the 70% device usage (R1) – has not been met.

**Exclusions:**

I've also quickly reviewed the exclusion criteria (X1 and X2) and found no applicable exclusions in this case. There’s no mention of a concurrent authorization for a second CGM or a professional CGM on the same date.

**Pends:**

I also checked for any conditions that would require a "pend" (pending) decision.
*   **E1 (Insulin regimen for A2):** The member has insulin glargine, so this isn't a pending issue.
*   **E2 (Glucose value for A3):** A3 wasn't relied upon for this decision, so it's not a pending issue.
*   **E3 (Date of prescriber visit for B2):** The date of the prescriber visit is provided (2026-06-11), so this isn't a pending issue.

**Final Decision:**

Because the member failed to meet the device usage requirement (R1) for continuation, the request must be denied.

Therefore, my decision is to **deny** the request. The specific criterion that was not met is **R1**.

My rationale will be: "The request for continuation is denied because the member's device usage of 47.8 percent over the preceding 90 days is below the required 70 percent threshold." This rationale is concise and directly addresses the failed criterion, keeping it under the 40-word limit.

json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The request for continuation is denied because the member's device usage of 47.8 percent over the preceding 90 days is below the required 70 percent threshold specified in the policy."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Kimi K3 · Moonshot2.5s · 254 out | 8.3s · 246 out | 4.2s · 235 out
Attempt 1
Reasoning · 155 tokens
The request is a continuation beyond initial 12 months. Continuation requires R1: device use on at least 70% of days over preceding 90 days. Adherence report shows 43 of 90 days, 47.8% — affirmatively below 70%. So deny based on R1.

Other criteria: diagnosis A2 met (T2DM on insulin), B1 met (training completed), B2 met (visit 2026-06-11, follow-up plan). No exclusions. But continuation requires R1, which is not met — affirmatively contradicted by the adherence report. Deny.

Criteria: ["R1"] only (denial — list only identifiers not met).

Rationale: under 40 words.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the adherence report for 2026-04-01 through 2026-06-29 shows use on 43 of 90 days (47.8 percent), so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 158 tokens
The policy MP-402 covers personal real-time CGM. The request is for continuation beyond the initial 12 months. Continuation requires R1: evidence of device use on at least 70% of days over the preceding 90 days. The adherence report shows 43 of 90 days = 47.8%, which is below 70%. So R1 is affirmatively not met → deny.

Note: the 90-day window — report covers 2026-04-01 through 2026-06-29 (90 days). Yes, 47.8% < 70%.

Criteria: R1 only (denial — list only identifiers not met).

Rationale: continuation denied because device use 47.8% of days, below required 70%.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of days over the preceding 90 days; the adherence report shows sensor data on 43 of 90 days (47.8%), so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 146 tokens
This is a continuation request. The policy says continuation after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1).

Device data: 43 of 90 days, 47.8 percent. That's below 70 percent. R1 is affirmatively not met. Deny.

The diagnosis (A2, T2DM on insulin) is met — glargine documented. B1 training completed, B2 visit within 6 months (2026-06-11 relative to... request date roughly mid-2026). But continuation requires R1, which fails.

For a denial, list only criteria not met: R1.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the adherence report shows use on only 43 of 90 days (47.8 percent), so R1 is affirmatively not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Gemini 2.5 Pro · Google16.1s · 1,333 out | 13.2s · 1,215 out | 18.3s · 1,386 out
Attempt 1
Reasoning · 1,258 tokens
Okay, I've thoroughly reviewed this prior authorization request for a continuous glucose monitor (CGM) and the applicable medical policy, MP-402. Here's a breakdown of my thought process, as if these were my own internal deliberations:

My primary objective is to act as a health plan analyst and determine whether this specific prior authorization request for a Continuous Glucose Monitor (CGM) should be approved, denied, or pended, based on the provided medical policy MP-402 and the member's submitted information. The final output needs to be a structured JSON object with three specific keys: "decision," "criteria," and "rationale."

First, I need to orient myself to the request itself. It's clearly a *continuation* request, as it's asking for coverage beyond the initial 12-month authorization period, which is noted as expiring on 2026-06-30. This is crucial because the policy has distinct criteria for initial approval versus continuation.

Now, let's dive into the policy, MP-402, which is effective from 2026-01-01.

**Initial Approval Criteria:** I'll quickly assess these to ensure the original authorization was appropriate, though my focus is on the continuation aspect.
*   **Criterion A (Diagnosis):** The member has Type 2 diabetes and is on insulin (insulin glargine), which aligns with A2. So, the diagnosis criterion for initial approval would have been met.
*   **Criterion B (Management):** The policy requires both B1 (training completed or scheduled) and B2 (prescriber visit within 6 months with follow-up plan). I see that the member *had* training and *had* a recent prescriber visit on 2026-06-11. So, these management criteria for initial approval were also met.
*   This confirms the member was initially eligible. However, this is a continuation request, and *that's* where the specific hurdle lies.

**Continuation Criteria:** This is the core of my current evaluation. The policy explicitly states for continuation *after the initial 12 months*: "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." This is the single, most important criterion for this request.

**Exclusions:** I also scan for exclusions, just in case, but X1 (concurrent second personal CGM) and X2 (professional CGM on the same date of service) are not applicable here.

**Documentation Check (Pend Criteria):** I also review if there's any *missing* information that would lead to a "pend" decision.
*   E1 (missing insulin regimen for A2) is not applicable; insulin glargine was provided.
*   E2 (missing glucose value/date for A3) is not applicable because A2 is met.
*   E3 (missing prescriber visit date for B2) is not applicable; the visit date of 2026-06-11 was provided.
*   So, this isn't a "pend" situation where information is missing. The information is present, and I need to evaluate it.

**Analyzing the Member's Data Against the Continuation Criterion:**
*   The request is for continuation *beyond* the initial 12 months.
*   The policy requires criterion R1: "device use on at least 70 percent of days over the preceding 90 days."
*   The provided device usage data covers the period from 2026-04-01 through 2026-06-29, which is a 90-day period.
*   The report states, "sensor data present on 43 of 90 days."
*   Calculating the percentage: (43 / 90) * 100 = 47.8%.
*   Now, I compare this to the policy requirement: 47.8% usage. The policy requires *at least* 70% usage.
*   Clearly, 47.8% is less than 70%. The member does *not* meet criterion R1.

**Formulating the Decision:**
*   Since the member fails to meet the explicit continuation criterion (R1), the request cannot be approved.
*   It's not a "pend" because all necessary information has been provided; it's the *result* of that information that prevents approval.
*   It's not "not\_applicable" as the policy clearly governs this situation.
*   Therefore, the only appropriate decision is "deny."

**Identifying the Specific Criterion Not Met:**
*   For a denial, I need to specify *which* criterion was not met. Based on my analysis, it is R1, the continuation criterion regarding device usage.

**Constructing the Rationale:**
*   The rationale needs to be a concise, clear explanation of *why* the denial is occurring, referencing the specific policy criterion.
*   I'll state the member's usage percentage and compare it directly to the required percentage from R1.
*   A good rationale would be: "The member's device use of 47.8% over the preceding 90 days does not meet the policy's continuation requirement of at least 70%." This is precise, under 40 words, and directly ties back to R1.

**Final JSON Structure:** Based on all this, I will now assemble the JSON object with the identified components.

Here is the JSON output reflecting my analysis:

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The member's device use of 47.8% over the preceding 90 days does not meet the policy's continuation requirement of at least 70%."
}
```
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The member's device use of 47.8% over the preceding 90 days does not meet the policy's continuation requirement of at least 70%."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 1,138 tokens
As a health plan analyst, my task is to review this prior authorization request for a continuous glucose monitor (CGM) and apply our medical policy, specifically MP-402, to the submitted information. The request is for a continuation of therapy, and importantly, the effective date of the policy (2026-01-01) falls within the requested coverage period, so the policy is indeed applicable.

I first meticulously reviewed MP-402 to understand its requirements. For initial approvals, there are diagnostic criteria (A1-A4) and management criteria (B1-B2) related to training and prescriber visits. However, this is a **continuation** request, so the relevant criterion is **R1**: "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days". The policy also outlines exclusions (X1-X2) and potential documentation pend items (E1-E3), but my immediate focus for a continuation request is R1.

Next, I analyzed the details of the request. The member is 59 years old with Type 2 diabetes mellitus on insulin glargine. While this diagnosis would have met initial criteria (A2), the key here is that this is a continuation. The crucial piece of data for a continuation request is the adherence report. The report for the 90-day period preceding the request (2026-04-01 through 2026-06-29) indicates sensor data was present on only 43 out of 90 days, which translates to 47.8% usage. Other details, like training completion (2025-07-10) and a recent prescriber visit (2026-06-11), would have supported an initial approval but are secondary to the continuation criterion for this specific review. There are no noted concurrent devices, so exclusions do not apply.

Now, applying the policy to the request, the core issue for continuation is R1. The policy clearly states that at least 70% device usage over the preceding 90 days is required. The submitted data shows 47.8% usage. This is a direct failure to meet the specified threshold. Since the information is present and clearly demonstrates the criterion is not met, there's no need to pend for additional documentation. The non-adherence directly leads to a denial of the continuation request.

Therefore, my decision is to **deny** the request. The specific criterion that was not met is **R1**. The rationale for this decision is that the member's device usage of 47.8% over the last 90 days does not meet the policy's 70% minimum requirement for continuation of therapy. This is a concise and accurate explanation of the decision based on the policy and the provided data.
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The member's device usage of 47.8% over the last 90 days does not meet the policy's minimum 70% adherence requirement for continuation of therapy."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 1,308 tokens
Alright, let's break down this prior authorization request for a continuous glucose monitor (CGM) as if I'm deeply immersed in the process. My primary directive here is to act as a health plan analyst, meticulously applying our medical policy, MP-402, to determine coverage. The output needs to be a JSON object containing my decision, the specific criteria that influenced it, and the rationale behind my determination.

First, I need to get a clear picture of the request itself.
*   **Member Profile:** We're looking at a 59-year-old individual.
*   **Request Type:** This isn't a new application; it's a request for the *continuation* of a personal real-time CGM. This distinction is crucial, as continuation often has different criteria than initial approval. The existing authorization runs through June 30, 2026, and this continuation would pick up afterward.
*   **Clinical Context:** The diagnosis is Type 2 diabetes mellitus, and importantly, the member is currently on insulin glargine.
*   **Usage Data:** This is where things get interesting for a continuation. The provided data shows sensor use on 43 out of 90 days during the period from April 1, 2026, to June 29, 2026. That translates to 47.8% adherence.
*   **Training & Follow-up:** The member completed their CGM training on July 10, 2025. They also had a prescriber visit on June 11, 2026, which included a follow-up plan.
*   **Other Devices:** There's no indication of the member using any other CGMs concurrently.

Now, I pivot to dissecting our medical policy, MP-402. I know this policy is structured to handle both initial approvals and continuations, and it has specific exclusions and documentation requirements.

*   **Initial Approval Section:** I'll quickly scan this, but since it's a continuation request, it's less directly applicable, though it's good to confirm the member would have met these initially.
    *   **Diagnosis (A):**
        *   A1 (Type 1 DM): No.
        *   A2 (Type 2 DM with insulin): Yes, the member is on insulin glargine. This condition is met.
        *   A3 (Type 2 DM without insulin): Not applicable.
        *   A4 (Gestational diabetes): No.
    *   **Management (B):**
        *   B1 (Training): Yes, training was completed on 2025-07-10. This is met.
        *   B2 (Prescriber visit within 6 months + follow-up plan): The visit was on 2026-06-11. Since the current authorization ends June 30, 2026, and this continuation would start thereafter, the visit is within the relevant timeframe. A follow-up plan was documented. This condition is also met.

*   **Continuation Section:** This is the core of my analysis for this request. The policy states, "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." This is the specific hurdle I must clear for approval.

*   **Exclusions Section:**
    *   X1 (Concurrent second CGM): No concurrent devices mentioned.
    *   X2 (Professional CGM on same DOS): Not applicable to this request.
    These exclusions are not triggered.

*   **Documentation Section:** I check if any information is missing that would cause us to pend the request.
    *   E1 (insulin regimen for A2): Provided (insulin glargine).
    *   E2 (glucose value/date for A3): Not applicable.
    *   E3 (prescriber visit date for B2): Provided (2026-06-11).
    There's no missing information that would require a pending status.

Now, let's apply the policy directly to the facts of this request.
This is unequivocally a **continuation** request. Therefore, the governing criterion is `R1` from the Continuation section.
*   **Criterion R1:** The requirement is clear: "evidence of device use on at least 70 percent of days over the preceding 90 days".
*   **Member's Record:** The data provided shows usage on 43 of 90 days, which is 47.8%.

Comparing the member's record to the policy requirement, 47.8% is significantly less than the mandated 70%. Therefore, criterion `R1` is **not met**.

Based on this direct application of policy, my decision is to **deny** the request.

When a request is denied, I need to precisely identify the criteria that were not met. In this case, the sole unmet criterion that dictates the denial is `R1`.

The rationale needs to be a concise, professional explanation for the denial. It must clearly state *why* the request was denied, referencing the unmet policy requirement. My rationale will be: "The request is denied because the member has not used the device on at least 70 percent of days in the preceding 90-day period, as required for continuation of coverage." This is under 40 words and directly addresses the failure of R1.

Finally, I assemble this into the required JSON format:

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The request is denied because the member has not used the device on at least 70 percent of days in the preceding 90-day period, as required for continuation of coverage."
}
```

I've double-checked my logic. The request is for continuation, and the policy explicitly ties continuation approval to meeting criterion `R1`. The member's data directly contradicts `R1` (47.8% vs. 70%). Even though initial approval criteria A and B seem to be met, they pertain to the *initial* authorization. For continuation, `R1` is the gating requirement. Failure here means denial. The output is structured exactly as requested.
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The request for continuation is denied because the member's device use of 47.8 percent over the preceding 90 days does not meet the policy's 70 percent requirement."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GLM-5.2 · Z.ai4.6s · 544 out | 3.3s · 255 out | 10.2s · 822 out
Attempt 1
Reasoning · 452 tokens
Let me analyze this request against the policy.

The request is for a continuation beyond the initial 12 months. The initial authorization was 2025-07-01 through 2026-06-30.

Continuation requires R1: evidence of device use on at least 70 percent of days over the preceding 90 days.

Device data shows sensor data present on 43 of 90 days, 47.8 percent. This is below 70 percent.

So R1 is not met. This is a denial.

Let me also check A and B:
- A: Type 2 diabetes on insulin glargine → A2 is met.
- B1: Training completed 2025-07-10 → met.
- B2: Prescriber visit 2026-06-11, within preceding 6 months, follow-up plan documented → met.

No exclusions apply (X1 - no second CGM, X2 - no professional CGM same date).

But the continuation criterion R1 is not met (47.8% < 70%). So the decision is deny.

Criteria to list: only the identifiers that were not met. That's R1.

Wait - for continuation, does the member still need to meet A and B? The policy says "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." This seems to be an additional requirement. But the approve condition says "APPROVE when A and B are met." For continuation, R1 is also required.

Actually, let me re-read. "APPROVE when A and B are met." Then "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

So for continuation, you need A, B, AND R1. R1 is not met. The denial is based on R1 not being met.

Decision: deny
Criteria: ["R1"]
Rationale: Continuation requires device use on at least 70% of days over the preceding 90 days; the adherence report shows only 47.8% (43 of 90 days), so R1 is not met.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the adherence report shows only 47.8 percent (43 of 90 days), so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 186 tokens
Let me analyze this case carefully.

This is a continuation request for a personal CGM beyond the initial 12 months.

Policy says continuation requires R1: evidence of device use on at least 70 percent of days over the preceding 90 days.

Device data shows sensor data present on 43 of 90 days = 47.8%, which is below 70%.

So R1 is not met. This is a denial.

Let me check other criteria:
- Diagnosis: Type 2 diabetes on insulin glargine → A2 is met.
- Training: completed → B1 met.
- Prescriber visit: 2026-06-11, follow-up plan documented → B2 met.
- No other devices → no exclusions.

But continuation requires R1, and R1 is not met (47.8% < 70%).

Decision: deny. Criteria: R1 (the criterion not met).
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of days over the preceding 90 days; the adherence report shows 43 of 90 days (47.8%), below the threshold."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 759 tokens
We need answer JSON one block. Need apply policy. Request continuation beyond initial 12 months. Need approve/deny/pend? Policy: APPROVE when A and B met. Continuation after initial 12 months requires evidence of device use on at least 70 percent of days over preceding 90 days (R1). Exclusions none. Documentation pends where otherwise approvable but lacks specified items. We have record: T2DM on insulin glargine -> A2. B1 training completed; B2 prescriber visit within preceding 6 months? Request presumably date? Need current date? Initial auth 2025-07-01 through 2026-06-30. Request continuation beyond initial 12 months. Prescriber visit 2026-06-11, follow-up plan documented, within 6 months. Device data report 2026-04-01 through 2026-06-29 shows 43/90 days 47.8% < 70%. Continuation requires R1. Not met. Therefore deny? Need criteria identifiers for denial list only not met/exclusions applied. R1 not met. Maybe also A2/B? For denial, list only identifiers not met or exclusions applied. Is R1 a requirement for continuation; not met. So criteria ["R1"]. Rationale concise. Decision deny. Need ensure no other criteria missing? Let's reason thoroughly.

Potential nuance: A2 requires Type 2 diabetes treated with any insulin regimen. Record says on insulin glargine. That is insulin regimen. E1 says documentation pend where otherwise approvable but record lacks insulin regimen relied on for A2. Here it has insulin glargine. satisfied. B1 training completed; B2 visit and follow-up. No X1/X2. R1 requires device use ≥70% of days over preceding 90 days. The report covers 90 days from 2026-04-01 through 2026-06-29. Wait 2026-04-01 to 2026-06-29 inclusive is 90 days? Let's check: April 30 + May 31 + June 29 = 90. Yes. Sensor data 43 of 90 days, 47.8%. Under 70%. Deny.

Need maybe "criteria": ["R1"] only. Rationale: "Continuation denied because manufacturer adherence report shows sensor use on 43 of 90 days (47.8%), below the 70% threshold required by R1." Under 40 words. Let's count: "Continuation denied: manufacturer adherence report shows sensor use on 43 of 90 days (47.8%), below the 70% threshold required by R1." Maybe 20 words. Good.

Need output exactly one fenced JSON. No commentary. Use double quotes. Need include all required keys: decision, criteria, rationale. Could criteria array one element. OK.

But wait: There is subtlety: "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." The initial authorization 2025-07-01 through 2026-06-30; continuation beyond initial 12 months. But if request date? preceding 90 days maybe 2026-04-01 to 2026-06-29, exactly report. 43/90 = 47.777..., rounds to 47.8. No.

Deny not pend because evidence contradicts requirement. For denial criteria only identifiers not met. R1.

Need ensure "not_applicable"? No policy governs personal CGM.

Let's final.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation is denied because the adherence report shows sensor use on 43 of 90 days (47.8%), below the 70% required by R1."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Claude Opus 4.8 · Anthropic2.2s · 88 out | 1.9s · 101 out | 1.8s · 87 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "This is a continuation request, and device use was documented on only 47.8 percent of days over the preceding 90 days, below the 70 percent required by R1."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the adherence report shows only 47.8 percent (43 of 90 days), so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "This is a continuation request; device use was documented on only 47.8 percent of days over the preceding 90 days, below the 70 percent required by R1."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Claude Sonnet 5 · Anthropic3.1s · 172 out | 2.4s · 166 out | 2.6s · 188 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of days over the preceding 90 days; adherence report shows only 47.8%."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of days in the preceding 90 days; adherence report shows only 47.8%."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires 70% device usage over the preceding 90 days; the record shows only 47.8% usage, failing R1."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Claude Sonnet 4.6 · Anthropic2.3s · 86 out | 2.3s · 87 out | 2.3s · 84 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires sensor use on at least 70% of days over the preceding 90 days; the submitted adherence report shows data on only 43 of 90 days (47.8%), which does not meet criterion R1."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of days over the preceding 90 days. The submitted adherence report shows sensor data on only 43 of 90 days (47.8%), which does not meet criterion R1."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires sensor data on at least 70% of days over the preceding 90 days; the submitted report shows data on only 43 of 90 days (47.8%), which does not meet criterion R1."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Qwen3.7 Max · Alibaba98.1s · 5,866 out | 10.5s · 799 out | 6.7s · 537 out
Attempt 1
Reasoning · 5,787 tokens
The user wants me to act as a health plan analyst reviewing a prior authorization request based on a specific medical policy (MP-402).

**Policy Analysis (MP-402):**
*   **Decision Options:** approve, deny, pend, not_applicable.
*   **Criteria for Approval (A and B):**
    *   **A. Diagnosis:**
        *   A1: Type 1.
        *   A2: Type 2 on insulin.
        *   A3: Type 2 not on insulin + hypoglycemia history.
        *   A4: Gestational on insulin.
    *   **B. Management:**
        *   B1: Training.
        *   B2: Visit within 6 months + follow-up plan.
*   **Continuation Criterion (R1):**
    *   "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."
*   **Exclusions:**
    *   X1: Concurrent CGM.
    *   X2: Professional CGM same day.
*   **Documentation (Pend):**
    *   E1: Insulin regimen (for A2).
    *   E2: Glucose value/date (for A3).
    *   E3: Visit date (for B2).

**Request Analysis:**
*   **Context:** Continuation beyond initial 12 months.
*   **Diagnosis:** Type 2 diabetes on insulin glargine. (Meets A2).
*   **Device Data (Adherence):** 43 of 90 days (47.8%).
    *   Policy R1 requires: "at least 70 percent of days".
    *   47.8% < 70%.
    *   Result: R1 is *not* met.
*   **Training:** Completed 2025-07-10. (Meets B1).
*   **Prescriber Visit:** 2026-06-11, follow-up plan documented. (Meets B2).
*   **Other devices:** None. (No X1/X2).

**Decision Logic:**
*   The request is for *continuation*.
*   The policy explicitly states: "CONTINUATION ... requires evidence of device use on at least 70 percent of days ... (criterion R1)."
*   The record shows 47.8% usage.
*   This is a failure to meet a specific requirement (R1).
*   Therefore, the decision is **deny**.

**Criteria Selection:**
*   For a denial, list identifiers that were not met.
*   The criterion failed is **R1**.
*   A2, B1, B2 are met, so do not list them.

**Rationale:**
*   Must be under 40 words.
*   Explanation: The request is for continuation, but adherence data shows usage on only 47.8% of days, failing the 70% utilization requirement of criterion R1.

**Drafting JSON:**
*   `decision`: "deny"
*   `criteria`: ["R1"]
*   `rationale`: "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the submitted adherence report shows usage on only 47.8 percent of days, failing criterion R1."

Let's check word count on rationale:
"Continuation requires device use on at least 70 percent of days over the preceding 90 days; the submitted adherence report shows usage on only 47.8 percent of days, failing criterion R1." -> 30 words. Good.

Double check the "Pend" conditions.
Is there missing info?
- Insulin regimen? "insulin glargine" is listed. (A2 satisfied).
- Visit date? "2026-06-11" listed. (B2 satisfied).
- Adherence data? Provided, just insufficient.
So it's a Deny, not a Pend.

Final check of identifiers:
Policy says: "CONTINUATION ... (criterion R1)."
So the identifier is R1.

JSON structure:
```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the submitted adherence report shows usage on only 47.8 percent of days, failing criterion R1."
}
```

One detail: The prompt asks for "criterion identifiers". R1 is explicitly named in the text "(criterion R1)".
The diagnosis A2 is met.
Management B1/B2 met.
Exclusions X1/X2 not applicable.
The failure is strictly R1.

Final Output Generation.
```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the submitted adherence report shows usage on only 47.8 percent of days, failing criterion R1."
}
```
Wait, let me make the rationale tighter to ensure it's well under 40 words and punchy.
"Request for continuation is denied because device usage was 47.8 percent over the preceding 90 days, failing the requirement of at least 70 percent usage defined in criterion R1." (28 words).

Let's stick to the previous one or similar.
"Continuation requires evidence of device use on at least 70 percent of days; the record shows 47.8 percent usage, failing criterion R1." (22 words). This is better.

Final check:
Decision: deny
Criteria: ["R1"]
Rationale: "Continuation requires evidence of device use on at least 70 percent of days; the record shows 47.8 percent usage, failing criterion R1."

Looks correct.
A2 is met (Type 2 on insulin).
B1 is met.
B2 is met.
R1 is failed.
Deny.

One minor check: Does the policy imply R1 replaces A and B for continuation?
"CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."
Usually, continuation implies A and B must still be valid (diagnosis hasn't changed, still under management), but the *specific* hurdle for continuation is R1. Since R1 is failed, the denial stands regardless of A/B status. The instructions say "For a denial, list only the identifiers that were not met". So only R1 is listed.

Result is solid.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires evidence of device use on at least 70 percent of days; the record shows 47.8 percent usage, failing criterion R1."
}
```
One last check on the date math just in case.
Request: Continuation beyond initial 12 months.
Initial auth: 2025-07-01 to 2026-06-30.
Adherence report: 2026-04-01 to 2026-06-29.
This is the "preceding 90 days" relative to the end of the auth period/request time.
43/90 = 0.4777... -> 47.8%.
Requirement: 70%.
Fail.

Everything aligns.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires evidence of device use on at least 70 percent of days; the record shows 47.8 percent usage, failing criterion R1."
}
```
I will use this.
One slight adjustment to rationale to be very precise about the policy language.
"Policy requires device use on at least 70 percent of days for continuation; the report shows 47.8 percent usage, failing criterion R1."
That works.

Final JSON construction.
```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
Word count: 24 words. Perfect.

One detail: "The insulin regimen relied on for A2." -> "insulin glargine". This is present.
"The date of the prescriber visit relied on for B2." -> "2026-06-11". This is present.
So no Pends (E1, E3).

Decision is definitely Deny.
Criteria is R1.

Ready.
```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
Wait, I should check if A2 needs to be listed as "met" or not.
Instructions: "For a denial, list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met."
So only R1.

Confirmed.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
I'll output this.
The date format in rationale isn't required, just the explanation.
The JSON block is the only output.
No preamble.
No markdown outside the block (except the block itself).

Wait, the prompt says "Reply with exactly one fenced JSON code block and nothing else."
I will ensure that.

One thought: The prompt mentions "Initial authorisation 2025-07-01 through 2026-06-30."
The adherence report is "2026-04-01 through 2026-06-29".
April (30) + May (31) + June (29) = 90 days.
43 days / 90 days = 47.77%.
Policy requires 70%.
Deny is correct.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
Looks good.
Final check on keys: "decision", "criteria", "rationale".
All present.
Values correct types.
Done.

One tiny check: "A requirement that the record affirmatively contradicts is a DENIAL."
The record shows 47.8%. The policy requires 70%. This is a contradiction of the requirement (failure to meet).
"A requirement the record simply does not address... is a PEND."
The record addresses usage, just provides a failing number. So Deny is correct.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
I will produce the response now.
Note: "rationale" string — one or two sentences, under 40 words.
My draft: "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
Sentence count: 1 (semicolon connects clauses, or 2 if split).
Word count: 24.
Perfect.

One final check on A2.
"Type 2 diabetes mellitus treated with any insulin regimen."
Record: "Type 2 diabetes mellitus on insulin glargine."
This meets A2.
If I were approving, I'd list A2, B1, B2, R1.
Since denying, only R1.

Correct.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
The prompt asks for "criterion identifiers".
The text says "(criterion R1)".
So "R1" is the identifier.
Correct.

Final verification of "insufficient information".
Is it possible the user meant the 90 days should be calculated differently?
"preceding 90 days".
Report covers 2026-04-01 to 2026-06-29.
This is exactly 90 days.
There is no ambiguity.
Deny.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
I'm confident.

Wait, is there any chance "not_applicable" applies?
"the policy does not govern this request at all".
The policy covers "CONTINUOUS GLUCOSE MONITORING (PERSONAL, REAL-TIME)".
The request is for "personal real-time continuous glucose monitor".
It governs.

Is there any chance "pend" applies?
Maybe the "insulin regimen" documentation (E1) is insufficient?
"insulin glargine" is a specific regimen. It's not missing.
Maybe the visit date (E3)?
"2026-06-11" is specific.
Maybe the glucose value (E2)?
Not applicable because A2 is the diagnosis path, not A3.
So no Pends.

Deny is the only option.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
Final.

One nuance: "rationale ... under 40 words".
My draft is 24 words.
"Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
This is clear and precise.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
I will output this JSON.
One slight edit to make it flow better?
"Continuation requires device use on at least 70 percent of days; the report shows 47.8 percent usage, failing criterion R1." (20 words).
This is safer on word count and still accurate. The "preceding 90 days" is implied by the context of the report and the criterion R1 definition, but including it adds precision. 24 words is well under 40. I'll keep the precision.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
Okay.
Ready.

One last check. Is "insulin glargine" considered "any insulin regimen"? Yes.
Is "Type 2 diabetes mellitus" A2? Yes.
Is "training completed" B1? Yes.
Is "visit 2026-06-11" B2? Yes (within 6 months of request/decision presumably, or at least within the auth period context. The request is for continuation *beyond* 2026-06-30. The visit is 2026-06-11. That is recent. B2 is met).
So purely R1 failure.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
Final.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
Wait, I need to make sure I don't miss X1 or X2.
"Other devices: none." -> X1 not met.
"Professional ... CGM" -> Not mentioned, assumed not applicable or not present.
So just R1.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
I will write the response now.
The user wants "exactly one fenced JSON code block and nothing else".
I will ensure no markdown text outside.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
Wait, "preceding 90 days" is in the policy text.
The report is 90 days.
It matches.
Okay.

One very small thing: The prompt says "Initial authorisation 2025-07-01 through 2026-06-30."
The report is "2026-04-01 through 2026-06-29".
This is the last 90 days of the initial auth.
This is the correct period to evaluate for continuation.
The logic holds.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
Final answer.
I will strip the "```json" and "```" from my internal thought process and only output the block in the final response.
Wait, the instruction says "Reply with exactly one fenced JSON code block".
So I must include the fences.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
Done.
One last check on the rationale word count.
"Continuation" (1) "requires" (2) "device" (3) "use" (4) "on" (5) "at" (6) "least" (7) "70" (8) "percent" (9) "of" (10) "days" (11) "over" (12) "the" (13) "preceding" (14) "90" (15) "days;" (16) "the" (17) "report" (18) "shows" (19) "47.8" (20) "percent" (21) "usage," (22) "failing" (23) "criterion" (24) "R1." (25).
25 words.
Safe.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
I am ready.
Response will be just the JSON block.
No "Here is the JSON" or anything.
Just the block.
The block starts with ```json and ends with ```.
Inside is the object.
Keys are "decision", "criteria", "rationale".
Values are "deny", ["R1"], "string".
Correct.

Is "R1" the only criterion?
Yes, for denial, only list unmet.
A2 met.
B1 met.
B2 met.
X1 not met (exclusion not triggered).
X2 not met.
R1 unmet.
So only R1.
Correct.

Final sanity check on "insulin glargine".
Is it possible this is not "any insulin regimen"?
No, glargine is a basal insulin. It is an insulin regimen.
Is it possible the user considers "insulin glargine" insufficient documentation for E1?
E1 says "The insulin regimen relied on for A2."
"insulin glargine" is the regimen. It is documented.
So E1 is not missing.
If it just said "on insulin", maybe E1 would be a pend if the policy required specific type?
But "insulin glargine" is specific.
So no pend.
Deny is robust.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
I'll go with this.
The text says "criterion R1".
I used "R1" in the array.
I used "criterion R1" in the text.
This is consistent.

One hypothetical: what if the 43 days were 70%?
43/90 = 47%.
To be 70%, it would need 63 days.
It is clearly a fail.
No rounding ambiguity.

Final check on the JSON syntax.
Quotes around keys and string values.
Array for criteria.
Comma separation.
No trailing comma.
Valid JSON.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
This is the final output.
I will generate it now.
One detail: "The keys required in that object are given by the task."
Task: "decision", "criteria", "rationale".
Check.
"Do not add keys that were not asked for."
Check.
"Use JSON null... for a value you are told to leave empty."
N/A here.
"If a task asks for a list, emit a JSON array..."
Criteria is a list.
Check.

Okay, proceeding.
The prompt mentions "Effective 2026-01-01".
The request is for continuation beyond 2026-06-30.
The policy is effective.
No temporal issues.

Final decision: Deny.
Reason: R1 failure.

```json
{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
```
I will type this out.
I am an analyst.
I am terse.
I am accurate.
The JSON is the only output.
End of thought process.
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the report shows 47.8 percent usage, failing criterion R1."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 725 tokens
The task is to evaluate a prior authorization request for a personal real-time continuous glucose monitor (CGM) based on medical policy MP-402.

Request details:
- Member: 59-year-old.
- Requested item: personal real-time CGM, continuation beyond initial 12 months.
- Initial auth: 2025-07-01 through 2026-06-30.
- Diagnosis: Type 2 diabetes mellitus on insulin glargine. (Meets A2)
- Device data: adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent.
- Training: completed 2025-07-10. (Meets B1)
- Prescriber visit: 2026-06-11, follow-up plan documented. (Meets B2)
- Other devices: none. (Meets X1, X2)

Policy requirements for continuation:
- CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1).

Evaluation:
- The adherence report shows 47.8% usage (43 of 90 days).
- This is less than the required 70% for continuation (R1).
- Therefore, the request must be denied because R1 is not met.

Decision: deny
Criteria: ["R1"]
Rationale: The member's device usage over the preceding 90 days was 47.8 percent, which does not meet the 70 percent minimum adherence requirement for continuation.

Let's double check the dates and details.
Initial auth: 2025-07-01 to 2026-06-30.
Continuation requested.
Adherence report: 2026-04-01 to 2026-06-29 (90 days). Usage 43/90 = 47.8%.
Policy requires >= 70% for continuation (R1).
Since 47.8% < 70%, R1 is affirmatively not met.
Decision: deny.
Criteria: ["R1"].
Rationale: The member's device usage over the preceding 90 days was 47.8 percent, failing to meet the 70 percent minimum requirement for continuation.

Word count of rationale: "The member's device usage over the preceding 90 days was 47.8 percent, failing to meet the 70 percent minimum requirement for continuation." -> 23 words. Under 40 words.

JSON structure:
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "The member's device usage over the preceding 90 days was 47.8 percent, failing to meet the 70 percent minimum requirement for continuation."
}
No other keys.
Check identifiers: R1 is correct.
Check decision: deny is correct.
Check rationale: under 40 words, 1-2 sentences.
Everything looks good.
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "The member's device usage over the preceding 90 days was 47.8 percent, failing to meet the 70 percent minimum requirement for continuation."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 468 tokens
Let me analyze this authorization request against the medical policy MP-402.

**Request details:**
- Member: 59-year-old
- Requested item: personal real-time continuous glucose monitor, continuation beyond initial 12 months
- Initial authorization: 2025-07-01 through 2026-06-30
- Diagnosis: Type 2 diabetes mellitus on insulin glargine
- Device data: adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8%
- Training: completed 2025-07-10
- Prescriber visit: 2026-06-11, follow-up plan documented
- Other devices: none

**Policy Analysis:**

**A. DIAGNOSIS:**
- A2: Type 2 diabetes mellitus treated with any insulin regimen. ✓ (Type 2 DM on insulin glargine)

**B. MANAGEMENT:**
- B1: Training completed 2025-07-10. ✓
- B2: Prescriber visit 2026-06-11, follow-up plan documented. ✓ (within 6 months of the request)

**CONTINUATION (R1):**
- Requires evidence of device use on at least 70% of days over the preceding 90 days.
- Device data shows 43 of 90 days = 47.8%. This is below 70%.
- R1 is NOT met.

**EXCLUSIONS:**
- X1: No concurrent CGM. ✓
- X2: No professional CGM mentioned. ✓

**Decision:** DENY
- R1 is not met (47.8% < 70%).

**Criteria:** R1 (the continuation criterion that was not met)

**Rationale:** The member's device adherence over the preceding 90 days was 47.8%, below the required 70% threshold for continuation (R1).
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Device adherence over the preceding 90 days was 47.8%, below the required 70% threshold for continuation beyond the initial 12 months."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GLM-5.3 · Z.ai1.3s · 355 out | 1.5s · 135 out | 3.4s · 664 out
Attempt 1
Reasoning · 280 tokens
This is a continuation request for CGM beyond the initial 12 months. The initial authorization was 2025-07-01 through 2026-06-30, and this is a continuation request.

The continuation requires criterion R1: evidence of device use on at least 70 percent of days over the preceding 90 days.

Device data: 43 of 90 days, 47.8 percent — that's below 70%. So R1 is not met → denial.

Criteria to cite for denial: only the identifiers that were not met. R1 is the one not met. But wait — should I also check A and B? The task says for denial, list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met.

The record: Type 2 diabetes on insulin glargine → A2 met. Training completed → B1 met. Prescriber visit 2026-06-11 with follow-up plan → B2 met. No other devices → no exclusions.

Continuation requires R1: 47.8% < 70% → not met. So deny, criteria ["R1"].

Rationale: Device adherence 47.8 percent over the preceding 90 days falls below the 70 percent threshold required by R1 for continuation.

Decision: deny. Criteria: ["R1"].
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the adherence report shows only 43 of 90 days (47.8 percent), so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 56 tokens
Continuation request: needs R1 (70% use over preceding 90 days). Record shows 47.8% — affirmatively not met. Deny, criterion R1. Diagnosis A2 met, B met, no exclusions. Deny citing R1 only.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days (R1). The adherence report shows use on only 43 of 90 days (47.8 percent), so the requirement is affirmatively not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 473 tokens
Let me work through this case.

The request is a continuation beyond the initial 12 months. Initial authorisation 2025-07-01 through 2026-06-30. So the initial period is 12 months. Continuation requires R1: evidence of device use on at least 70 percent of days over the preceding 90 days.

Device data: sensor data present on 43 of 90 days = 47.8 percent. That's affirmatively below 70 percent. So R1 is not met — denial.

Diagnosis: Type 2 diabetes on insulin glargine — that satisfies A2. Management: training completed, prescriber visit 2026-06-11 with follow-up plan — B1 and B2 met. No exclusions: no other devices — X1 and X2 don't apply.

But continuation requires R1. The adherence report affirmatively shows 47.8 percent < 70 percent. That's a denial based on R1.

Wait — also check the date range: the report covers 2026-04-01 through 2026-06-29, which is 90 days (April 30 + May 31 + June 29 = 90 days). Yes, 30+31+29 = 90. Good.

So the criterion not met is R1. Decision: deny. Criteria: ["R1"].

Rationale: Continuation requires device use on at least 70% of days over the preceding 90 days; the adherence report shows only 47.8% (43 of 90 days).

Under 40 words. Let me draft: "Continuation requires device use on at least 70 percent of days over the preceding 90 days; the manufacturer's report shows sensor data on only 43 of 90 days (47.8 percent), so R1 is not met."

Count words: Continuation(1) requires(2) device(3) use(4) on(5) at(6) least(7) 70(8) percent(9) of(10) days(11) over(12) the(13) preceding(14) 90(15) days;(16) the(17) manufacturer's(18) report(19) shows(20) sensor(21) data(22) on(23) only(24) 43(25) of(26) 90(27) days(28) (47.8(29) percent),(30) so(31) R1(32) is(33) not(34) met(35). 35 words. Good.

For a denial, list only identifiers not met: R1. A2 was met, B1, B2 met, exclusions don't apply. So criteria: ["R1"].
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation beyond the initial 12 months requires device use on at least 70 percent of days over the preceding 90 days; the adherence report shows sensor data on only 43 of 90 days (47.8 percent), so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Qwen3.8 Max · Alibaba9.7s · 384 out | 12.5s · 559 out | 21.1s · 973 out
Attempt 1
Reasoning · 298 tokens
We need answer JSON only. Need apply policy. Need decide. Request continuation beyond initial 12 months. Policy: approve when A and B met. Continuation after initial 12 months requires evidence device use at least 70% days over preceding 90 days (R1). Exclusions. Documentation pends.

Facts: Type 2 DM on insulin glargine => A2 likely met, but continuation also needs R1. Device data 43/90 = 47.8%, below 70. Training completed, visit 2026-06-11 within 6 months? Need current date? Request likely around 2026-06-30? Initial auth through 2026-06-30. Visit within preceding 6 months yes. Follow-up plan documented. No other devices. But R1 not met. Denial because requirement affirmatively not met. Criteria: only identifiers not met. R1. Do we include A? For denial list only identifiers not met or exclusions applied. So ["R1"]. Decision deny. Rationale under 40 words: Continuation requires CGM use on at least 70% of days over preceding 90 days; adherence report shows 47.8%, so R1 not met. Need maybe mention not pend because data present. JSON exactly one fenced. Ensure no extra keys.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days. The adherence report shows 43 of 90 days, or 47.8 percent, so criterion R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 469 tokens
We need answer JSON only. Need analyze policy. Request: continuation beyond initial 12 months. Policy: APPROVE when A and B met. Continuation after initial 12 months requires evidence device use at least 70% days over preceding 90 days (R1). Exclusions. Documentation pend if lacks E1 etc.

Facts: member T2DM on insulin glargine => A2 likely met if insulin regimen documented. Request says diagnosis Type 2 diabetes mellitus on insulin glargine. That is insulin regimen. B: training completed, visit 2026-06-11 within preceding 6 months? Need determine date of request? Initial auth through 2026-06-30, continuation beyond initial 12 months. Probably request near 2026-06-30. Visit within preceding 6 months yes, follow-up plan documented. Device data adherence 2026-04-01 through 2026-06-29 43/90 = 47.8%, below 70. Continuation requires R1. Thus deny based on R1 not met. Need criteria only identifiers not met/exclusions. "R1". Do we also cite A2? For denial list only identifiers not met or exclusions applied. So R1. Rationale under 40 words. Decision deny. Ensure no other issues: If continuation policy might still require A and B? It says APPROVE when A and B met. CONTINUATION after initial 12 months requires evidence ... criterion R1. So continuation must meet A, B, and R1. A/B met but R1 not. Deny. Could there be pend for E1? Insulin regimen documented as insulin glargine, enough. No missing. Exclusions none. JSON with decision, criteria, rationale. Need exact identifiers. R1. Rationale maybe: "Continuation requires CGM use on at least 70% of days over the preceding 90 days. Adherence was 43 of 90 days, 47.8%, so R1 is not met." Word count 27. Output only fenced JSON.
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days. The adherence report shows 43 of 90 days, 47.8 percent, so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 886 tokens
We need answer JSON only. Need analyze policy. Request continuation beyond initial 12 months personal real-time CGM. Policy: APPROVE when A and B met. Continuation after initial 12 months requires evidence device use at least 70% days over preceding 90 days (R1). Exclusions X1 X2. Documentation pend for E1 insulin regimen if A2, E2 glucose/date if A3, E3 date visit if B2.

Facts: Member 59, requested continuation beyond initial 12 months. Initial auth 2025-07-01 through 2026-06-30. Diagnosis Type 2 diabetes mellitus on insulin glargine -> meets A2 if insulin regimen documented? It says on insulin glargine, that's an insulin regimen. Documentation E1 lacks? Record includes insulin glargine, so regimen present. B: training completed 2025-07-10 meets B1. Prescriber visit 2026-06-11, follow-up plan documented; within 6 months? Need date of request? Not explicit, but continuation beyond initial 12 months initial ends 2026-06-30; likely request around then. Visit 2026-06-11 within preceding 6 months from likely decision date? We only have policy effective 2026-01-01, initial auth end. Need assume yes? Record documents visit date and follow-up plan, so B2 met if within preceding 6 months. If current date around 2026-06-30 or after? It asks continuation beyond initial 12 months; visit 2026-06-11 likely within 6 months. No exclusion.

But continuation requires R1: adherence report 2026-04-01 through 2026-06-29 shows 43/90 days 47.8%. This affirmatively fails at least 70%. So deny based on R1. Criteria for denial list only identifiers not met/exclusions: R1. Do we also cite A/B? For denial: list only identifiers not met or exclusions applied. Do not list criteria met. So ["R1"]. Decision deny. Rationale under 40 words: Continuation requires CGM use at least 70% of days in preceding 90 days; adherence report shows 43/90 days (47.8%), so requirement not met. Need maybe mention not A/B. Ensure JSON valid.

Potential nuance: If initial authorization 2025-07-01 through 2026-06-30, continuation beyond initial 12 months. R1 preceding 90 days: 2026-04-01 through 2026-06-29 is 90 days? April 30 + May31+ June29? Let's count: Apr 1 to Jun 29 inclusive: April 30, May 31, June 29 = 90. 43/90=47.777... 47.8. Fails. Deny.

Need output exactly fenced JSON. No extra. Ensure decision lower-case. criteria array strings. rationale <40 words. Count: "Continuation requires device use on at least 70 percent of days over the preceding 90 days; adherence was 43 of 90 days (47.8 percent), so R1 is not met." Words: Continuation1 requires2 device3 use4 on5 at6 least7 70 8 percent9 of10 days11 over12 the13 preceding14 90 15 days16 adherence17 was18 43 19 of20 90 21 days22 47.8 23 percent24 so25 R1 26 is27 not28 met29. OK.
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days; adherence was 43 of 90 days (47.8 percent), so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GPT-5.6 Terra · OpenAI1.4s · 56 out | 1.8s · 80 out | 1.6s · 96 out
Attempt 1
json{"decision":"deny","criteria":["R1"],"rationale":"Continuation requires device use on at least 70 percent of days over the preceding 90 days. The submitted report shows use on 47.8 percent of days."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{"decision":"deny","criteria":["R1"],"rationale":"Continuation requires device use on at least 70 percent of days over the preceding 90 days. The adherence report shows use on 47.8 percent of days."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{"decision":"deny","criteria":["R1"],"rationale":"Continuation requires device use on at least 70 percent of days in the preceding 90 days. The adherence report shows use on 47.8 percent of days."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GLM-5.3 Flash · Z.ai19.4s · 758 out | 12.9s · 640 out | 33.6s · 1,484 out
Attempt 1
Reasoning · 681 tokens
Let me work through this carefully.

The request is a continuation beyond the initial 12 months of a personal real-time CGM. Initial authorisation was 2025-07-01 through 2026-06-30. So the initial 12 months are essentially complete.

Policy MP-402: APPROVE when A and B are met. CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1).

The continuation requirement: R1 — device use on at least 70% of days over the preceding 90 days.

The adherence report: 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent. That's below 70%. So R1 is affirmatively not met.

Decision guidance:
- "deny" — a requirement is affirmatively not met, or an exclusion applies.

Here the record affirmatively shows 47.8% use, which contradicts the 70% requirement. So this is a DENIAL, not a pend.

For a denial, criteria: list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met.

R1 is not met. Exclusions X1 and X2: "Other devices: none" — so no concurrent second personal CGM (X1 not applicable), and nothing about professional CGM on same date of service (X2 not applicable). So only R1.

Wait — should I also consider whether A and B are met? For a denial, list only the identifiers that were not met. A2 is met (Type 2 diabetes on insulin glargine — insulin regimen). B1: training completed 2025-07-10 — met. B2: prescriber visit 2026-06-11, within preceding 6 months, follow-up plan documented — met. But continuation requires R1 on top. Since R1 is the one not met, criteria = ["R1"].

Rationale: under 40 words, one or two sentences. Something like: "Continuation requires documented device use on at least 70 percent of days in the preceding 90 days (R1); the adherence report shows 47.8 percent (43 of 90 days), so the criterion is not met."

That's fine.

Decision: "deny".

Criteria: ["R1"].

Rationale: keep it under 40 words.

Let me count words: "Continuation requires device use on at least 70 percent of days over the preceding 90 days (R1); the manufacturer's adherence report shows 47.8 percent (43 of 90 days) for 2026-04-01 through 2026-06-29, so R1 is not met." That's about 38 words. Let me trim a bit to be safe.

"Continuation requires device use on at least 70 percent of days in the preceding 90 days (R1); the adherence report shows 47.8 percent (43 of 90 days), so R1 is affirmatively not met." — around 33 words. Good.

Output: exactly one fenced JSON code block with decision, criteria, rationale.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days (R1); the adherence report shows 47.8 percent (43 of 90 days), so R1 is affirmatively not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 563 tokens
Let me work through this task carefully.

The request is a continuation beyond the initial 12 months of a personal real-time CGM.

Policy MP-402:
- APPROVE when A and B are met.
- A. DIAGNOSIS: A2 applies — Type 2 diabetes treated with insulin (insulin glargine). Met.
- B. MANAGEMENT: B1 training completed 2025-07-10 — met. B2 prescriber visit 2026-06-11, follow-up plan documented — met.
- CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1).

Wait — initial authorisation was 2025-07-01 through 2026-06-30. So the initial 12-month period ends 2026-06-30. The continuation request... hmm, the adherence report is 2026-04-01 through 2026-06-29 — the preceding 90 days. Sensor data present on 43 of 90 days = 47.8 percent, which is below the 70 percent threshold. So R1 is affirmatively NOT met.

This is a denial: "a requirement is affirmatively not met." The record gives an adherence figure of 47.8%, which affirmatively fails R1's 70% threshold. This is not a pend (record isn't silent; it provides data showing failure).

Decision: deny.

Criteria: For a denial, list only the identifiers that were not met or exclusions that applied. So criteria: ["R1"].

Exclusions: X1 — concurrent second CGM: none. X2 — professional CGM same DOS: not indicated. So no exclusions apply.

Rationale: under 40 words, one or two sentences. Something like: "Continuation requires device use on at least 70 percent of days in the preceding 90 days (R1); the adherence report shows 43 of 90 days (47.8 percent), affirmatively below the threshold."

That's under 40 words? Let me count: "Continuation requires device use on at least 70 percent of days in the preceding 90 days (R1); the adherence report shows 43 of 90 days (47.8 percent), below the threshold." Roughly 32 words. Good.

Note: criteria met (A2, B1, B2) should NOT be listed for a denial — only the identifiers not met. So just R1.

Output: exactly one fenced JSON code block.

```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "..."
}
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70 percent of days over the preceding 90 days (R1). The adherence report shows sensor data on 43 of 90 days (47.8 percent), affirmatively below the threshold."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 1,402 tokens
Let me work through this task carefully.

We have Medical Policy MP-402 — Continuous Glucose Monitoring (Personal, Real-Time), effective 2026-01-01.

The request: continuation beyond the initial 12 months. Initial authorisation was 2025-07-01 through 2026-06-30. So the initial 12 months ends 2026-06-30, and this is a continuation request.

Policy: CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1).

Device data: adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent.

47.8% < 70%, so R1 is not met. The record affirmatively contradicts the criterion (it shows 47.8%, which is below the 70% threshold). Per the decision rules:

- "deny" — a requirement is affirmatively not met, or an exclusion applies.

The adherence report affirmatively shows 47.8% of days, which is below the required 70%. So this is a DENIAL.

Exclusions: X1 — no second CGM (none). X2 — no professional CGM same DOS (none). Not applicable.

Diagnosis criteria A: not relevant for denial since the decision is a continuation denial based on R1. For a denial, we list ONLY the identifiers that were not met or exclusions that applied. So criteria = ["R1"].

Wait — should I also check whether the A and B criteria apply to a continuation? The policy says "APPROVE when A and B are met." Then "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

The question: for a continuation, does the policy require A and B plus R1, or just R1? The policy structure: "APPROVE when A and B are met." Then continuation adds R1. The initial authorisation covered 2025-07-01 through 2026-06-30 — presumably A and B were met for the initial. For continuation, the additional requirement is R1. But does the continuation also require A and B still? Possibly. But the record shows:
- A2: Type 2 diabetes treated with insulin (insulin glargine) — met.
- B1: Training completed 2025-07-10 — met.
- B2: Prescriber visit 2026-06-11, within preceding 6 months, follow-up plan documented — met.

But regardless, R1 fails. The decision is deny.

For the criteria list on a denial: "list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met." R1 was not met (47.8% < 70%). No exclusions apply. So criteria = ["R1"].

Rationale: "Adherence report shows device use on 47.8% of days over the preceding 90 days, below the 70% threshold required for continuation under R1. A, B, and exclusion criteria are satisfied; R1 alone defeats continuation." Keep under 40 words.

Let me count words for rationale: "Continuation requires R1 device use on at least 70% of days in the preceding 90; the adherence report shows 47.8% (43 of 90). Diagnosis, management, and exclusion criteria are met; R1 alone defeats continuation."

Count: Continuation(1) requires(2) R1(3) device(4) use(5) on(6) at(7) least(8) 70%(9) of(10) days(11) in(12) the(13) preceding(14) 90;(15) the(16) adherence(17) report(18) shows(19) 47.8%(20) (43(21) of(22) 90).(23) Diagnosis,(24) management,(25) and(26) exclusion(27) criteria(28) are(29) met;(30) R1(31) alone(32) defeats(33) continuation.(34) — 34 words, under 40. Good.

Should the rationale avoid "%" symbol issues? It's fine, JSON string.

One more consideration: is there any "pend" angle? The documentation items E1-E3 — E1 (insulin regimen for A2) is documented (insulin glargine). E3 (prescriber visit date) documented (2026-06-11). E2 not relevant (A2, not A3). And even if something were missing, "pend where otherwise approvable but the record lacks" — the request is not otherwise approvable because R1 fails. So deny, not pend.

Also check: does the initial authorisation 2025-07-01 through 2026-06-30 span the policy effective date 2026-01-01? The policy is effective 2026-01-01, and the continuation request is being evaluated now (the adherence window ends 2026-06-29, visit 2026-06-11), so the policy governs. Fine.

Decision: "deny". Criteria: ["R1"].

Output exactly one fenced JSON block.

```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires R1 device use on at least 70 percent of days over the preceding 90; the adherence report shows 43 of 90 days (47.8 percent). Diagnosis, management, and exclusion criteria are met; R1 alone defeats continuation."
}
```

Word count check for rationale: Continuation(1) requires(2) R1(3) device(4) use(5) on(6) at(7) least(8) 70(9) percent(10) of(11) days(12) over(13) the(14) preceding(15) 90;(16) the(17) adherence(18) report(19) shows(20) 43(21) of(22) 90(23) days(24) (47.8(25) percent).(26) Diagnosis,(27) management,(28) and(29) exclusion(30) criteria(31) are(32) met;(33) R1(34) alone(35) defeats(36) continuation.(37) — 37 words, under 40. Good.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires R1 device use on at least 70 percent of days over the preceding 90; the adherence report shows 43 of 90 days (47.8 percent). Diagnosis, management, and exclusion criteria are met; R1 alone defeats continuation."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Hunyuan 4 · Tencent74.6s · 4,242 out | 54.4s · 2,826 out | 71.5s · 3,911 out
Attempt 1
Reasoning · 4,164 tokens
We need answer JSON only. We have policy MP-402 CGM personal real-time. Request: continuation beyond initial 12 months. Initial authorization 2025-07-01 through 2026-06-30. Requested item: personal real-time CGM, continuation beyond initial 12 months. Need apply policy.

Policy: APPROVE when A and B are met. Continuation after initial 12 months requires evidence of device use on at least 70 percent of days over preceding 90 days (criterion R1). Exclusions X1, X2. Documentation pend E1-E3. Need decision and criteria.

Let's parse request: It's a continuation beyond initial 12 months. So initial 12 months ended? Initial auth 2025-07-01 through 2026-06-30. That's 12 months? From 2025-07-01 to 2026-06-30 inclusive? It's one year. Continuation beyond initial 12 months: So R1 applies: requires evidence of device use on at least 70 percent of days over preceding 90 days (criterion R1). Device data: manufacturer's adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent. That is less than 70%. So R1 is not met. That's a denial. Decision = deny. Criteria list only identifiers not met or exclusions applied. Here R1 not met. Are A and B possibly met? Let's check: Diagnosis: Type 2 diabetes mellitus on insulin glargine. That is T2DM treated with insulin regimen -> A2 satisfied. Management: B1 Training completed 2025-07-10. For continuation initial? The policy says APPROVE when A and B are met. Continuation after initial 12 months requires evidence of device use at least 70% (R1). Does B still need to be met for continuation? The policy says "APPROVE when A and B are met." and "CONTINUATION after the initial 12 months requires evidence of device use... (criterion R1)." It doesn't explicitly say A and B also required for continuation, but logically continuation is still approval of personal CGM, so A and B should be met? However, R1 is an additional requirement for continuation. The policy structure: APPROVE when A and B are met. CONTINUATION after initial 12 months requires evidence ... (R1). That means for continuation, must meet A and B and R1? The statement "CONTINUATION after the initial 12 months requires evidence..." likely means in addition to A and B? It says "requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." It doesn't say "in addition to A and B", but since approval still requires A and B, continuation is an approval beyond 12 months, so yes A and B plus R1. Or maybe R1 is the only continuation-specific criterion; but the base approval criteria A and B remain? The policy says APPROVE when A and B are met. Then "CONTINUATION after the initial 12 months requires evidence..." So probably all three must be met for continuation approval. But our denial is based on R1 not met. We only list identifiers not met. Should we list R1 only. Unless there is another not met: B2? Prescriber visit: 2026-06-11, follow-up plan documented. B2 requires member has had an in-person or telehealth visit with prescriber within preceding 6 months, and prescriber attests to a plan for ongoing follow-up at least every 6 months. Preceding 6 months relative to what? The request is continuation beyond initial 12 months. The authorization request date? Not given explicitly. Initial auth through 2026-06-30. Device data through 2026-06-29. Prescriber visit 2026-06-11. If request is for continuation beyond 2026-06-30, the preceding 6 months before the visit? B2 says "within the preceding 6 months" likely before the authorization request or before the continuation? We don't have request date, but visit 2026-06-11 is presumably just before end of initial auth. If request is around 2026-06-30, then 2026-06-11 is within preceding 6 months (since Dec 2025 to Jun 2026). It says follow-up plan documented. So B2 attests to plan for ongoing follow-up at least every 6 months. "follow-up plan documented" maybe satisfies attestation? The record says "Prescriber visit: 2026-06-11, follow-up plan documented." Does that mean prescriber attests to a plan for ongoing follow-up at least every 6 months? It says follow-up plan documented. That likely satisfies B2. If not, it might be missing attestation? But B2 requires both visit and prescriber attests to plan. "follow-up plan documented" is documentation of plan; but does it say attests? In medical policy, attestation maybe documentation. The record says "Prescriber visit: 2026-06-11, follow-up plan documented." It doesn't explicitly say "prescriber attests to a plan for ongoing follow-up at least every 6 months". Is that a documentation pend? Documentation section only lists E1 insulin regimen for A2, E2 glucose/date for A3, E3 date of prescriber visit for B2. It does not list missing attestation as pend. It lists E3: The date of the prescriber visit relied on for B2. Here we have date 2026-06-11. So B2 date provided. The policy documentation pend list doesn't include attestation; so maybe attestation is part of B2 requirement itself, not documentation. If record says follow-up plan documented, we can consider B2 met. For denial, we don't list met criteria. Only R1 not met. Could there be exclusion X1/X2? Other devices: none. So no exclusion.

Need be careful: R1 is the continuation criterion. The rubric: "For an approval, list every criterion identifier the record had to satisfy, at the most specific level the policy provides — the branch you relied on, not the letter above it. Where a policy letter has numbered alternatives, cite the numbered alternative. For a denial, list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met. For a pend, list only the documentation identifiers that are missing. For not_applicable, empty array."

So denial: list only identifiers not met or exclusions applied. R1 not met. Should we list A2? No, A2 met. B1, B2 met (presumably). Only R1.

But wait: The device data says report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent. The requirement: "evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." The report period is 2026-04-01 through 2026-06-29, which is 90 days? Let's count: April 1 to June 29 inclusive? April has 30 days (April 1-30 = 30), May 31, June 1-29 = 29. Total = 30+31+29 = 90. Yes. Preceding 90 days relative to request? If request is for continuation beyond initial 12 months, initial auth ends 2026-06-30. If the request is submitted perhaps shortly before or at end, preceding 90 days might be 2026-04-01 to 2026-06-29. The report is exactly that. So 47.8% < 70%, fails. That's an affirmative contradiction: device use is below required threshold. Not a missing documentation. So deny.

Rationale: one or two sentences, under 40 words. Need state R1 not met. Example: "Continuation requires device use on at least 70% of the preceding 90 days (R1); the adherence report shows only 47.8% (43/90 days), so the request is denied." Count words: Continuation(1) requires(2) device(3) use(4) on(5) at(6) least(7) 70%(8) of(9) the(10) preceding(11) 90(12) days(13) (R1);(14) the(15) adherence(16) report(17) shows(18) only(19) 47.8%(20) (43/90(21) days),(22) so(23) the(24) request(25) is(26) denied(27). Under 40. Good. But maybe include "A2 and B met" not needed. Need maybe mention no exclusions? Not needed.

Check criteria identifiers: The continuation criterion is named "criterion R1". Policy says "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." So identifier is R1. It's not a letter with number? It's R1. So criteria: ["R1"].

Decision: "deny". Is there any chance decision should be "pend" because the device data is for 2026-04-01 through 2026-06-29, but the "preceding 90 days" for a continuation request submitted when? The request doesn't have a date. The initial authorization is through 2026-06-30. The request is for continuation beyond initial 12 months. The device data is through 2026-06-29. If the request is evaluated on some date after 2026-06-30? Then preceding 90 days might be different, e.g., 2026-07-01 onward, and the submitted report might not cover the correct 90 days. Is that a pend? The policy documentation pend list does NOT include missing device data / adherence report. It only lists E1, E2, E3. So missing or incorrect device data is not a listed documentation pend. The policy says continuation requires evidence of device use on at least 70% of days over preceding 90 days. The record provides an adherence report showing 47.8%. That is evidence, and it affirmatively shows non-compliance. Therefore deny, not pend. If the record were silent on device use, would that be pend? The documentation section lists only E1-E3, not device data. So if no device data at all, maybe it's a deny? Actually "requires evidence" - if no evidence, requirement not met -> deny? Or pend? The documentation section says pend where otherwise approvable but record lacks E1-E3. Since device data is not in that list, lacking it means not approvable -> deny (requirement not met). Here we have evidence showing fail, so deny.

Wait: The "APPROVE when A and B are met." Then "CONTINUATION after the initial 12 months requires evidence of device use..." This is a requirement, but is it part of A and B? It's separate R1. For denial, list only identifiers not met. R1 not met.

Double-check A2: Type 2 diabetes mellitus on insulin glargine. Documentation: E1 insulin regimen relied on for A2. The record says "on insulin glargine". That's the insulin regimen. It is provided. So A2 satisfied. No pend.

Check B1: Training completed 2025-07-10. B1 requires member/caregiver trained on device use, or training is scheduled. Completed, so met. No E? Documentation doesn't have a pend for training. Good.

Check B2: Prescriber visit: 2026-06-11, follow-up plan documented. B2 requires visit within preceding 6 months and prescriber attests to plan for ongoing follow-up at least every 6 months. The record provides date 2026-06-11 (so E3 satisfied). "follow-up plan documented" maybe indicates attestation. Since documentation pend list doesn't include attestation, and the decision is denial based on R1, we don't need to analyze B2 further for criteria list. But if B2 were not met, we would have to list B2 as not met too. Let's ensure B2 is indeed met or if there is ambiguity: The visit is 2026-06-11. If the request date is say 2026-06-30, preceding 6 months means on or after 2025-12-30 (or 2025-12-11?). 2026-06-11 is within. Follow-up plan documented. Does "follow-up plan documented" equal "prescriber attests to a plan for ongoing follow-up at least every 6 months"? It says "follow-up plan documented." Usually documentation of a plan is the attestation. The policy doesn't require specific words. So B2 met. Even if not explicitly, the request would be pend? But E3 only pends for date of prescriber visit. Since date is there, no pend. If attestation missing, is that a documentation item? No. The policy's documentation section is explicit: pend where otherwise approvable but record lacks E1, E2, E3. It does not list B2 attestation as pend. The instruction: "A requirement that the record affirmatively contradicts is a DENIAL. A requirement the record simply does not address, where the policy lists it as a documentation item, is a PEND." Since attestation for B2 is a requirement, if record simply does not address, is it a documentation item? The policy lists documentation items as E1-E3 only. So missing attestation is not listed as documentation item -> it's a requirement not addressed; would that be deny or pend? The instructions: "A requirement the record simply does not address, where the policy lists it as a documentation item, is a PEND. That distinction is scored." This implies if the record does not address a requirement, but the policy does NOT list it as a documentation item, it's not a pend; it's a denial (requirement not met). However, here the record does address: "follow-up plan documented". That is addressing the plan. So B2 met. Good.

Now exclusions: "Other devices: none." X1: concurrent authorisation of second personal CGM system. None. X2: professional CGM billed same date. Not mentioned; "other devices: none" and requested item is personal CGM. No professional CGM. So no exclusion.

Thus decision deny, criteria ["R1"], rationale as above.

Need output exactly one fenced JSON code block, nothing else. Inside JSON: keys: decision, criteria, rationale. No other keys. Use JSON null? Not needed.

Let's craft JSON:

```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of the preceding 90 days (R1); the adherence report shows only 47.8% (43/90 days), so the request is denied."
}
```

Check word count of rationale: Let's count precisely: "Continuation"1 "requires"2 "device"3 "use"4 "on"5 "at"6 "least"7 "70%"8 "of"9 "the"10 "preceding"11 "90"12 "days"13 "(R1);"14 "the"15 "adherence"16 "report"17 "shows"18 "only"19 "47.8%"20 "(43/90"21 "days),"22 "so"23 "the"24 "request"25 "is"26 "denied."27. Under 40. Good.

But wait: The policy identifier: It says "criterion R1". The criteria array should contain "R1". Yes.

Let's verify if the decision might be "not_applicable" because the policy is for initial authorization vs continuation? The policy title is "CONTINUOUS GLUCOSE MONITORING (PERSONAL, REAL-TIME)" and includes continuation criterion R1. So it governs continuation. Not not_applicable.

Could the decision be "approve" if R1 is not required because the request is a continuation and the initial authorization was 2025-07-01 through 2026-06-30. The request is for continuation beyond initial 12 months, but maybe the initial 12 months hasn't ended yet? Actually initial auth through 2026-06-30. The request is for continuation beyond initial 12 months. That implies they are requesting a new authorization period after 2026-06-30. So R1 applies.

One nuance: The adherence report is 2026-04-01 through 2026-06-29, 43 of 90 days. The policy requires "evidence of device use on at least 70 percent of days over the preceding 90 days". The preceding 90 days before what? Before the request? The request might be processed before 2026-06-30? If the request is for continuation starting 2026-07-01, the preceding 90 days would be 2026-04-02 to 2026-06-30 maybe. The report ends 2026-06-29, missing 2026-06-30. But that's one day; still 43/90? If period is 2026-04-01 to 2026-06-29 inclusive is 90 days. If the preceding 90 days is 2026-04-02 through 2026-06-30, the report doesn't cover 06-30 and includes an extra day 04-01, but close enough. The report shows 47.8% of 90 days, explicitly says 43 of 90 days. The policy's requirement is on the preceding 90 days. The submitted report is for 90 days ending 2026-06-29. If the request is made on 2026-06-30 or later, the preceding 90 days might be 2026-04-01 to 2026-06-29 (if request date 2026-06-30, preceding 90 days = April 1 to June 29). Exactly matches. So fine.

Let's ensure no need to list "B2" or others in criteria. The instructions: For a denial, list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met. So only R1.

One more check: The policy says "APPROVE when A and B are met." It doesn't say "APPROVE when A, B, and for continuation R1 are met." But logically, if R1 is required for continuation, and it's not met, the request cannot be approved. Is R1 an identifier of a requirement that was not met? Yes. Is R1 a criterion? It's called "criterion R1". So cite R1.

Now final answer should be exactly the fenced code block. No preamble. Ensure valid JSON. Use double quotes.

Let's produce final.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of the preceding 90 days (R1); the adherence report shows only 47.8% (43/90 days), so the request is denied."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 2,751 tokens
We need answer JSON only. Need apply MP-402. Let's parse.

Task: prior auth for personal real-time CGM continuation beyond initial 12 months. Initial auth 2025-07-01 through 2026-06-30. Requested likely continuation after initial 12 months? The request says "continuation beyond the initial 12 months." Initial authorisation 2025-07-01 through 2026-06-30 (12 months). Now device data adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8%. Continuation after initial 12 months requires evidence of device use on at least 70 percent of days over preceding 90 days (criterion R1). Since 47.8% < 70%, requirement not met. That's a denial, because affirmatively not met. Criteria to list for denial: only identifiers not met or exclusions applied. The continuation criterion is R1 (though listed under CONTINUATION, not A/B? It's criterion R1). Need ensure decision. Let's check A diagnosis: Type 2 diabetes on insulin glargine -> A2 satisfied (T2DM treated with any insulin regimen). B1 training completed 2025-07-10. B2 prescriber visit 2026-06-11, follow-up plan documented. But continuation beyond initial 12 months requires R1 evidence of device use at least 70% days over preceding 90 days. The report 2026-04-01 through 2026-06-29 = 90 days? Let's verify: April has 30 days, May 31, June 29 = 30+31+29 = 90. Data present on 43 of 90 days = 47.8%. That is less than 70%. So R1 not met. Denial.

But need consider policy: "APPROVE when A and B are met." Does continuation require R1 in addition? The R1 is under "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." So for continuation request, must meet A and B and R1? The policy says APPROVE when A and B are met. But continuation after initial 12 months requires R1. It likely modifies approval for continuation. So for continuation, if R1 not met, deny.

Check exclusions: X1 none (other devices none). X2 professional CGM billed same DOS? Not mentioned. Requested personal CGM only. So no exclusion.

Documentation pend? E1 insulin regimen for A2: record says insulin glargine, so E1 met (documented). E2 not applicable (not A3). E3 prescriber visit date for B2: 2026-06-11 documented, so E3 met. No pend.

Thus decision: deny. Criteria: ["R1"] maybe only? For denial list only identifiers not met or exclusions that applied. R1 not met. Should we include any other not met? Let's verify B2: "member has had an in-person or telehealth visit with the prescriber within the preceding 6 months, and the prescriber attests to a plan for ongoing follow-up at least every 6 months." Visit date 2026-06-11. Request maybe as of when? We need date? The request date not given. If the prior auth request is for continuation beyond initial 12 months, initial auth through 2026-06-30. The device data period ends 2026-06-29. The request is presumably around 2026-06-29/30? Not explicitly given. B2 requires visit within preceding 6 months. If "current" date is around 2026-06-29 or maybe 2026-06-30? Visit 2026-06-11 is within 6 months regardless (at most 3 weeks prior). So met.

B1 training completed 2025-07-10. For continuation, B1 says member/caregiver has been trained on device use, or training is scheduled. Completed long ago. It doesn't say training must be recent. So met.

A2: T2DM treated with any insulin regimen. Insulin glargine is insulin regimen. Met.

R1: adherence over preceding 90 days at least 70%. 43/90 = 47.78% < 70. Affirmatively contradicts because device data report shows 47.8 percent. Denial.

Could there be an issue: "continuation beyond the initial 12 months" and the initial authorisation is through 2026-06-30. The preceding 90 days relative to what? The report is 2026-04-01 through 2026-06-29. That is 90 days ending day before auth expires maybe. That's likely the relevant preceding 90 days prior to continuation start 2026-07-01? Actually initial auth ends 2026-06-30, continuation beyond begins 2026-07-01. The preceding 90 days would be 2026-04-02 through 2026-06-30? But they supplied 2026-04-01 through 2026-06-29 (maybe inclusive start 4/1, end 6/29 = 90 days? Let's count: Apr 1 to Apr 30 = 30 days; May 1-31 = 31; Jun 1-29 = 29; total 90. So period is Apr 1 - Jun 29. It captures most of the last 90 days before 6/30 maybe missing Jun 30. It's fine. It shows 43 days. Regardless below 70.

Now rationale: one or two sentences, under 40 words. Need explain denial due to R1 not met: continuation requires ≥70% days device use in prior 90 days; adherence report shows 43/90 days (47.8%), below threshold. Criteria citation R1 only. Decision deny.

Let's craft JSON exactly:

{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of the prior 90 days (R1). The adherence report shows 43 of 90 days (47.8%), below the threshold."
}

Count words in rationale: Continuation(1) requires(2) device(3) use(4) on(5) at(6) least(7) 70%(8) of(9) the(10) prior(11) 90(12) days(13) (R1).(14) The(15) adherence(16) report(17) shows(18) 43(19) of(20) 90(21) days(22) (47.8%),(23) below(24) the(25) threshold(26). 26 words, under 40. Good.

Check key criteria format: "R1" exactly. Decision string exactly "deny". Rationale string. JSON fenced code block only. No extra keys. Make sure no trailing commas. Use two decimal? No money. Dates ISO? Not needed. But if mention dates in rationale, use ISO? Rationale not required to use dates. We didn't include dates. Good.

Wait, the task asks: "Requested item: personal real-time continuous glucose monitor, continuation beyond the initial 12 months." Could decision be "not_applicable" because policy says "APPROVE when A and B are met" and R1 is for continuation, but the policy is for CGM (personal, real-time). It governs. So not not_applicable.

Let's double-check if there is any nuance about "preceding 90 days" vs "precedence"? The report is for 2026-04-01 through 2026-06-29. The continuation after initial 12 months: initial auth 2025-07-01 through 2026-06-30. The preceding 90 days before continuation (starting 2026-07-01) would be 2026-04-02 through 2026-06-30? Actually 90 days prior to 2026-07-01 exclusive? Let's calculate: If today is 2026-06-30 maybe preceding 90 days is 2026-04-01 through 2026-06-29. They gave that. So fine.

But maybe the date of request is not provided. Could it be a pend for E3 because we don't know date of request to determine whether visit within preceding 6 months? Wait B2 requires prescriber visit within preceding 6 months. If we don't know the request date, but we have visit date 2026-06-11. Is it within preceding 6 months of what? We need an anchor date. The request is for continuation beyond initial 12 months. Initial auth end 2026-06-30. Usually request is prior to expiration, maybe June 2026. The visit 2026-06-11 is likely within 6 months of the request date if request is around June 2026. But if request date were, say, 2027-01-01, visit would be >6 months prior. But continuation beyond initial 12 months would be requested around June 2026, not later. The record says prescriber visit 2026-06-11, follow-up plan documented. The report ends 2026-06-29. So it's clear the request is around that time. B2 satisfied.

Could there be a documentation pend for E1? The insulin regimen relied on for A2: "insulin glargine" is given. That's the regimen. So no pend. E3 date of prescriber visit relied on for B2: date 2026-06-11 given. So no pend.

Thus deny is correct.

Let's also consider whether R1 is a criterion identifier at most specific level. In CONTINUATION paragraph: "requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." So identifier is R1. Good.

One nuance: The initial authorisation was 2025-07-01 through 2026-06-30. The policy effective 2026-01-01. Does the policy govern? It says effective 2026-01-01. The request for continuation beyond initial 12 months would be for period starting 2026-07-01, after policy effective date. So policy governs. Also the continuation criterion R1 is in the policy. Good.

Another nuance: "Device data: the manufacturer's adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent." The policy says "evidence of device use on at least 70 percent of days over the preceding 90 days". Sensor data present on 43 days is 47.8%, less than 70. Affirmatively not met. So deny.

Should we include A2 or B1 or B2 in criteria? For denial, list only the identifiers not met or exclusions applied. Do not list criteria that were met. R1 not met. No exclusions. So ["R1"].

Rationale under 40 words. Ensure no line break? JSON can have string with sentence. Better keep it one line string. Use double quotes. The parentheses around R1 and 47.8% are fine. Let's produce final with fenced json block and nothing else.

Check JSON validity: 
```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of the prior 90 days (R1). The adherence report shows 43 of 90 days (47.8%), below the threshold."
}
```
That's valid. Word count of rationale: "Continuation requires device use on at least 70% of the prior 90 days (R1). The adherence report shows 43 of 90 days (47.8%), below the threshold." Let's count tokens: Continuation(1) requires(2) device(3) use(4) on(5) at(6) least(7) 70%(8) of(9) the(10) prior(11) 90(12) days(13) (R1).(14) The(15) adherence(16) report(17) shows(18) 43(19) of(20) 90(21) days(22) (47.8%),(23) below(24) the(25) threshold(26). Good.

No extra keys. Done.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of the prior 90 days (R1). The adherence report shows 43 of 90 days (47.8%), below the threshold."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 3,830 tokens
We need answer JSON only. Need apply medical policy MP-402. Let's parse task.

We have authorisation request: personal real-time CGM, continuation beyond initial 12 months. Initial auth 2025-07-01 through 2026-06-30. Requested continuation? The request says continuation beyond initial 12 months. Initial authorisation 2025-07-01 through 2026-06-30. That is one year. Continuation after initial 12 months requires evidence of device use on at least 70 percent of days over preceding 90 days (criterion R1). Device data: manufacturer's adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent. Wait 43/90 = 47.777... percent. That's below 70. So R1 not met? R1 is continuation requirement. The policy: "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." Since request is continuation beyond initial 12 months, R1 applies. The record says 43 of 90 days, 47.8%. This is below 70%, so affirmatively not met. Decision: deny. Criteria for denial: list only identifiers not met or exclusions applied. Here R1 not met (affirmatively contradicted). Also we must consider A and B? The policy says APPROVE when A and B are met. Continuation requires R1. Request is continuation. Does the policy say for continuation, do we need A and B still? It says "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." It doesn't explicitly say A and B also must be met for continuation, but the policy overall: "APPROVE when A and B are met." R1 is continuation criterion. The request is for continuation beyond initial 12 months. Initial authorisation ended 2026-06-30. The request likely now (context date?) It's continuation. The record includes diagnosis T2DM on insulin glargine (A2? Actually A2: Type 2 diabetes mellitus treated with any insulin regimen. Yes, insulin glargine is insulin regimen. So A2 met. Training completed 2025-07-10: B1: trained on device use, or training scheduled. Completed, so B1 met. Prescriber visit: 2026-06-11, follow-up plan documented. B2: member had in-person or telehealth visit with prescriber within preceding 6 months, and prescriber attests to plan for ongoing follow-up at least every 6 months. The visit date 2026-06-11. Need within preceding 6 months relative to what? The request? The continuation request date isn't explicitly given. We have device data through 2026-06-29. Initial auth through 2026-06-30. The prescriber visit 2026-06-11 is within 6 months of any date in mid/late 2026, likely yes. The follow-up plan documented: attests to ongoing follow-up at least every 6 months, yes. So B2 met. Documentation E1: insulin regimen relied on for A2 - record says "on insulin glargine", that is the insulin regimen. So E1 satisfied (not missing). E2 not relevant (A3 not used). E3 date of prescriber visit relied on for B2: date provided 2026-06-11. So documentation present. Other devices: none. Exclusions X1: concurrent auth of second personal CGM system - none, no second. X2: professional CGM billed same DOS - none.

Thus the only failed requirement is R1: device use 47.8% < 70%. It is affirmatively not met because adherence report shows 43/90 days = 47.8%, less than required. Therefore decision deny. Criteria: ["R1"]. Rationale: one or two sentences, under 40 words. Need say continuation requires >=70% device use over preceding 90 days; report shows 47.8% (43/90), below threshold, so deny.

Need determine if R1 is affirmatively not met or should pend? The record provides device data: 43 of 90 days, 47.8 percent. It's not silent. It affirmatively contradicts the 70% requirement. So deny, not pend. Also check if the preceding 90 days window matches report dates: 2026-04-01 through 2026-06-29 is 90 days? Let's count: April 1 to June 29 inclusive? April has 30 days (1-30), May 31, June 1-29 is 29 days. Total 30+31+29 = 90 days. Yes. And initial auth ended 2026-06-30, continuation beyond initial 12 months. Preceding 90 days before end? The report covers through 2026-06-29, essentially the last 90 days of initial auth. Requirement: at least 70% of days over preceding 90 days. They had 43 days = 47.8%. Not met.

Wait, rounding: 43/90 = 0.477777..., 47.8%. The policy says at least 70 percent. 47.8 < 70. So not met.

Need ensure identifier exactly "R1". The policy writes: "(criterion R1)". Yes.

Decision string exactly "deny".

Criteria array: ["R1"].

Rationale: under 40 words, one or two sentences. Something like: "Continuation requires device use on at least 70% of the preceding 90 days (R1). The adherence report shows only 43 of 90 days (47.8%), below the threshold, so the request is denied." Count words: Continuation(1) requires(2) device(3) use(4) on(5) at(6) least(7) 70%(8) of(9) the(10) preceding(11) 90(12) days(13) (R1).(14) The(15) adherence(16) report(17) shows(18) only(19) 43(20) of(21) 90(22) days(23) (47.8%),(24) below(25) the(26) threshold,(27) so(28) the(29) request(30) is(31) denied.(32) Under 40. Good.

Need output exactly one fenced JSON code block and nothing else. No preamble. JSON object with keys decision, criteria, rationale.

Check if any other criteria to list for denial? The instructions: "For a denial, list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met." So only R1. But what about maybe B2 date? Is E3 relevant? Documentation: pend where otherwise approvable but record lacks E3 date of prescriber visit relied on for B2. Here record has date 2026-06-11. So not lacking. E1: insulin regimen: "insulin glargine" is regimen. So not lacking. No pend.

But wait: The policy's APPROVE when A and B are met. For continuation, does it require A and B still? The record meets A2 and B1,B2. The criterion identifiers for approval would be A2, B1, B2, R1? But for denial only list not met. R1 not met. If we thought A and B are also requirements for continuation, they are met, so not listed. So ["R1"].

Check if maybe the request is not applicable? No, policy governs personal real-time CGM. Request is personal real-time CGM continuation. So not not_applicable.

Could the decision be "pend" because the device data report dates: 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent. But requirement R1: evidence of device use on at least 70 percent of days over the preceding 90 days. The report is for 2026-04-01 through 2026-06-29. If the request date or continuation start is after 2026-06-30 (initial auth through 2026-06-30). The preceding 90 days before what? Before the request date? Suppose request is for continuation beyond 2026-06-30, the preceding 90 days before 2026-06-30 would be 2026-04-01 through 2026-06-29? Let's check: 90 days before 2026-06-30? If preceding 90 days ending 2026-06-29: April 1 to June 29 is 90 days. Yes, the day before 2026-06-30? Wait 2026-06-30 is end date. Preceding 90 days over the initial period: If initial auth ends 2026-06-30, the 90 days prior to 2026-06-30 (i.e., ending 2026-06-29) is April 1 - June 29. That matches. So R1 evaluated.

What about "Initial authorisation 2025-07-01 through 2026-06-30." That is 12 months? From 2025-07-01 to 2026-06-30 inclusive is 12 months (365 days? 2026 is not leap? 2026 not leap. July 1 2025 to June 30 2026 is 364? Actually July 1 to June 30 next year is 365 days? Let's not worry). Continuation beyond initial 12 months requires R1. The request is continuation beyond. So R1 applies.

One nuance: "Requested item: personal real-time continuous glucose monitor, continuation beyond the initial 12 months. Initial authorisation 2025-07-01 through 2026-06-30." The request may be made before 2026-06-30? The adherence report is through 2026-06-29. The request asks continuation beyond initial 12 months. The decision date maybe after 2026-06-30? The record doesn't specify request date. But the device data covers through 2026-06-29, near the end. If the request is for continuation beyond, the preceding 90 days could be before the date of request. If request date is, say, 2026-07-01, preceding 90 days would be 2026-04-02 to 2026-06-30? But they provided report for 2026-04-01 to 2026-06-29. There is a one-day difference. Does it matter? The requirement: at least 70% of days over preceding 90 days. The report is explicitly labeled as the manufacturer's adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent. It says 43 of 90 days. If we needed 70%, 70% of 90 = 63 days needed. They have 43 days, short by 20 days. Even if a day shifted, 43 is way below 63. So affirmatively not met regardless.

Need maybe mention "47.8 percent" vs threshold. Rationale fine.

Check output format: Fenced JSON code block. Must be exact:

```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of the preceding 90 days (R1). The adherence report shows only 43 of 90 days (47.8%), below the threshold, so the request is denied."
}
```

Wait, rationale should be one or two sentences, under 40 words. My sentence has a period after (R1). and then second sentence. That's two sentences. Under 40 words. Good.

But maybe include "criterion R1" or just "R1"? The rationale prose can mention R1; criteria array has identifier. That's fine. Need no extra keys.

Let's double-check the instruction: "For a denial, list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met." The identifier for the continuation requirement is R1. Is R1 a "criterion identifier"? Yes, policy says "(criterion R1)". So ["R1"].

Could there be an exclusion X1 because "Other devices: none." No. X2 no.

What about A2: Type 2 diabetes mellitus treated with any insulin regimen. The record: "Type 2 diabetes mellitus on insulin glargine." Insulin glargine is a basal insulin, an insulin regimen. So A2 met. Documentation E1 requires the insulin regimen relied on for A2. The record says "on insulin glargine", which identifies the regimen. So E1 satisfied. If the regimen were just "insulin" without name? It says insulin glargine, so sufficient.

B1: Training completed 2025-07-10. This is before initial auth start? Initial auth 2025-07-01. Training completed 2025-07-10, during initial period. It says member or caregiver has been trained on device use, or training is scheduled. Completed, so B1 met.

B2: Prescriber visit: 2026-06-11, follow-up plan documented. The requirement: member has had an in-person or telehealth visit with prescriber within preceding 6 months, and prescriber attests to a plan for ongoing follow-up at least every 6 months. We don't know if visit was in-person or telehealth? The record says "Prescriber visit:" but doesn't specify in-person or telehealth. Does that matter? B2 says "in-person or telehealth visit". The record says "Prescriber visit: 2026-06-11". It doesn't say modality. Is that a documentation item to pend? Let's check DOCUMENTATION section: "pend where otherwise approvable but the record lacks: E1. The insulin regimen relied on for A2. E2. The glucose value and date relied on for A3. E3. The date of the prescriber visit relied on for B2." It does not list modality (in-person vs telehealth) as a documentation item to pend. The policy requires the visit to be in-person or telehealth. The record says "Prescriber visit" without specifying. Is that affirmatively not met? No, a "prescriber visit" could be either; the record doesn't contradict, it's just silent on modality. But the documentation section only tells us to pend for E3 (date of prescriber visit). The date is present. The modality is not listed as a documentation item. So we shouldn't pend for modality; also it's not an exclusion. Since the request is being denied for R1, we don't need to resolve B2. The instructions: "A requirement that the record affirmatively contradicts is a DENIAL. A requirement the record simply does not address, where the policy lists it as a documentation item, is a PEND." Modality is not a documentation item. And anyway we deny on R1, so decision deny.

But wait: If we deny on R1, do we need to consider whether the request is "otherwise approvable"? No, for denial we just list not met. R1 not met. So deny.

Let's verify if "continuation after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." The record shows 43 of 90 days, 47.8 percent. That is less than 70%. So affirmatively not met. Yes.

One more nuance: The adherence report period is 2026-04-01 through 2026-06-29. The sensor data present on 43 of 90 days. Wait, 43/90 is 47.777... They reported 47.8 percent. Okay.

Should rationale say "denied" or "deny"? The decision field is "deny". Rationale can say request is denied. That's fine.

Now produce final. Must be exactly one fenced JSON code block, no other text. Ensure JSON valid: use double quotes, array. No trailing commas.

Let's craft final answer:

```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of the preceding 90 days (R1). The adherence report shows only 43 of 90 days (47.8%), below the threshold, so the request is denied."
}
```

Word count rationale: Continuation(1) requires(2) device(3) use(4) on(5) at(6) least(7) 70%(8) of(9) the(10) preceding(11) 90(12) days(13) (R1).(14) The(15) adherence(16) report(17) shows(18) only(19) 43(20) of(21) 90(22) days(23) (47.8%),(24) below(25) the(26) threshold,(27) so(28) the(29) request(30) is(31) denied.(32) It's two sentences, 32 words. Under 40.

All good.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of the preceding 90 days (R1). The adherence report shows only 43 of 90 days (47.8%), below the threshold, so the request is denied."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Qwen3.8 Flash · Alibaba7.1s · 566 out | 13.6s · 1,098 out | 10.1s · 935 out
Attempt 1
Reasoning · 490 tokens
We need answer JSON only. Need analyze policy. User request: continuation beyond initial 12 months. Need apply MP-402. Need decide approve/deny/pend/not_applicable. Requested item personal real-time CGM continuation beyond initial 12 months. Initial auth 2025-07-01 through 2026-06-30. Diagnosis T2DM on insulin glargine. Device data manufacturer's adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent. Training completed. Prescriber visit 2026-06-11 follow-up plan documented. Other devices none.

Policy: APPROVE when A and B are met. Continuation after initial 12 months requires evidence of device use on at least 70 percent of days over preceding 90 days (criterion R1). Exclusions X1 second personal CGM concurrent auth; X2 professional CGM same date.

Need choose decision. For continuation, likely need A, B, R1? Text: "APPROVE when A and B are met." Then continuation after initial 12 months requires evidence device use >=70 (R1). So continuation requires A, B, R1. Here A2 met (T2DM insulin regimen insulin glargine). B1 training completed, B2 visit within preceding 6 months and follow-up documented (date? 2026-06-11). R1 not met: 47.8% <70%. Therefore denial. Criteria for denial: list only identifiers not met or exclusions applied. R1 not met. Do we also need A/B? They were met, don't list. Denial only R1. Rationale under 40 words. Need JSON exact. No preamble. Ensure money none. Need maybe consider date? Initial 12 months through 2026-06-30, requested continuation beyond. Adherence preceding 90 days 2026-04-01 through 2026-06-29. OK. Deny because R1.

Need final JSON only.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of days over the preceding 90 days. The record shows 47.8% use, so criterion R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 1,011 tokens
We need answer JSON only. Need analyze policy.

We have authorization request continuation beyond initial 12 months. Policy: Approve when A and B are met. Continuation after initial 12 months requires evidence device use >=70% days over preceding 90 days (criterion R1).

Record: diagnosis T2DM on insulin glargine => A2? It says Type 2 diabetes mellitus treated with any insulin regimen. It gives insulin glargine, so regimen identified. Training completed => B1. Prescriber visit 2026-06-11 within preceding 6 months? Need as of request? Request continuation beyond initial 12 months, initial 2025-07-01 through 2026-06-30. Device data 2026-04-01 through 2026-06-29 shows 43 of 90 days 47.8%. Training completed 2025-07-10. Prescriber visit 2026-06-11, follow-up plan documented. Other devices none.

Need decide. Continuation requires R1: device use at least 70% days over preceding 90 days. Provided 43/90 = 47.8 <70. That affirmatively not met. So deny. Criteria: for denial list only identifiers not met or exclusions applied. R1. Are A and B met? A2 and B1 B2 likely met. But denial due R1. Should list only R1. Need maybe A2? It is met, not list. Need rationale under 40 words. "Type 2 diabetes on insulin and management requirements appear satisfied, but continuation criterion R1 is affirmatively not met: documented CGM use is 47.8% of days over the preceding 90 days, below the required 70%." Count? Type1 2:2 diabetes3 on4 insulin5 and6 management7 requirements8 appear9 satisfied10, but11 continuation12 criterion13 R1 14 is15 affirmatively16 not17 met18: documented19 CGM20 use21 is22 47.8% 23 of24 days25 over26 the27 preceding28 90 29 days30, below31 the32 required33 70%34. Good. Decision deny. criteria array ["R1"]. Ensure no missing keys. JSON only fenced. Could criteria be ["R1"] exactly. Rationale under 40 words. Need maybe B2? prescriber visit date given. No issue. If continuation beyond initial 12 months, still need A and B? It says Approve when A and B met. Continuation requires R1. R1 fails. Deny.

Double-check dates: Prescriber visit within preceding 6 months relative to maybe 2026-06-30? 2026-06-11 within 6 months. Follow-up plan documented. Training completed. A2: insulin glargine is regimen. Documentation E1 satisfied (regimen relied). E3 satisfied. Not pend.

Could R1 criterion is continuation only. Yes. Need decision. JSON keys exactly decision criteria rationale. No extra.

Final must only one fenced json. Ensure valid JSON. Use 47.8 percent maybe not. Rationale less than 40. Maybe safer: "A2 and B are satisfied, but continuation criterion R1 is affirmatively not met: the adherence report shows CGM use on 43 of 90 days (47.8%), below 70%." Count: A2 1 and2 B3 are4 satisfied5 but6 continuation7 criterion8 R1 9 is10 affirmatively11 not12 met13 the14 adherence15 report16 shows17 CGM18 use19 on20 43 21 of22 90 23 days24 47.8% 25 below26 70%27. Good. Under 40. Could use "R1" no period? fine. JSON string.

Need ensure criteria list only identifiers not met. Yes.

No need mention A2/B if met? Rationale can mention. The policy criteria identifiers? If B has subcriteria B1/B2 but rationale says B satisfied; no scoring rationale likely. Decision deny, criteria ["R1"]. If denial due continuation only, list R1. If A/B also needed but not met? They are met. Good.
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "A2 and B are satisfied, but continuation criterion R1 is affirmatively not met: the adherence report shows CGM use on 43 of 90 days (47.8%), below 70%."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 852 tokens
We need answer JSON only. Need analyze policy. User asks authorisation request continuation beyond initial 12 months. Need decision, criteria, rationale.

Policy MP-402 approve when A and B met. Continuation after initial 12 months requires evidence device use >=70% over preceding 90 days (R1). Exclusions X1/X2. Documentation pend missing E1 insulin regimen relied on A2, E3 visit date relied B2, etc.

Request: Member 59. Requested personal real-time CGM continuation beyond initial 12 months. Initial auth 2025-07-01 through 2026-06-30. Diagnosis Type 2 DM on insulin glargine => A2? The insulin regimen? Insulin glargine is regimen? Policy says A2 Type 2 diabetes mellitus treated with any insulin regimen. E1 pend where otherwise approvable but record lacks insulin regimen relied on for A2. Does "on insulin glargine" satisfy regimen? likely yes, specific insulin type. Could be enough. Request date? Need preceding 6 months from what? Effective? Initial auth through 2026-06-30. Continuation after initial 12 months. Device data period 2026-04-01 to 2026-06-29 shows 43/90=47.8. Requirement R1 >=70%. Affirmatively not met. Thus deny for continuation due R1 not met. Criteria for denial: list only identifiers not met or exclusions applied. So ["R1"]? Need consider if initial A and B also required? It's a continuation after initial 12 months, requires evidence R1. But approval when A and B met, continuation requires R1. If R1 fails, deny. Do we list R1 only? User says for denial list only identifiers that were not met or exclusions. R1 is not met. A and B likely met but not list. E? not missing. Decision deny.

Rationale under 40 words: "Continuation requires R1 device use on at least 70% of days over preceding 90 days; adherence report shows only 47.8%, so this requirement is affirmatively not met." Count words? Continuation(1) requires2 R13 device4 use5 on6 at7 least8 70%9 of10 days11 over12 preceding13 9014 days;15 adherence16 report17 shows18 only19 47.8%,20 so21 this22 requirement23 is24 affirmatively25 not26 met.27 Good. Need JSON exactly one fenced block. Include criteria array strings.

Double-check whether policy says approval when A and B are met; continuation after initial 12 months requires evidence... Does the denial criteria need R1 only, or also A/B? For denial list only identifiers not met. A/B are met? Diagnosis T2 on insulin glargine. B1 training completed. B2 prescriber visit 2026-06-11, follow-up plan. Need preceding 6 months? Relative to initial auth end? If current date? It says initial auth through 2026-06-30, visit within preceding 6 months maybe yes. If date of request unknown but device data ends 2026-06-29, visit 18 days before. Good.

E1 insulin regimen relied on A2: "insulin glargine" is enough? If not, would pend? But since R1 affirmatively fails, not pend, because "pend where otherwise approvable but record lacks". Not otherwise approvable due R1 fail. So deny.

Could criteria include A2? No, denial only not met/exclusions. So ["R1"].

Need ensure decision string exactly lower? "deny".

JSON.
json{
  "decision": "deny",
  "criteria": [
    "R1"
  ],
  "rationale": "Continuation requires R1 device use on at least 70% of days over preceding 90 days; adherence report shows only 47.8%, so this requirement is affirmatively not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Kimi K2.6 · Moonshot94.8s · 3,031 out | 40.2s · 2,058 out | 11.7s · 1,862 out
Attempt 1
Reasoning · 2,977 tokens
We need to apply the policy MP-402 to the given authorization request. It's a continuation beyond initial 12 months. The required JSON keys: decision, criteria, rationale.

First, let's parse the policy.

Policy: Continuous Glucose Monitoring (Personal, Real-Time)

Approve when A and B are met.

A. Diagnosis — one of:
   A1. Type 1 diabetes mellitus.
   A2. Type 2 diabetes mellitus treated with any insulin regimen.
   A3. Type 2 diabetes mellitus not treated with insulin, with documented history of at least one level 2 hypoglycaemic event (glucose below 54 mg/dL) in preceding 12 months.
   A4. Gestational diabetes requiring insulin.

B. Management — both of:
   B1. The member or caregiver has been trained on device use, or training is scheduled.
   B2. The member has had an in-person or telehealth visit with the prescriber within the preceding 6 months, and the prescriber attests to a plan for ongoing follow-up at least every 6 months.

Continuation after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1).

Exclusions:
   X1. Concurrent authorization of a second personal CGM system.
   X2. Professional (clinic-owned, blinded) CGM billed on the same date of service.

Documentation — pend where otherwise approvable but the record lacks:
   E1. The insulin regimen relied on for A2.
   E2. The glucose value and date relied on for A3.
   E3. The date of the prescriber visit relied on for B2.

Now, request details:
- Member: 59-year-old.
- Requested item: personal real-time CGM, continuation beyond initial 12 months. Initial authorization 2025-07-01 through 2026-06-30.
- Diagnosis: Type 2 diabetes mellitus on insulin glargine.
- Device data: manufacturer's adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent.
- Training: completed 2025-07-10.
- Prescriber visit: 2026-06-11, follow-up plan documented.
- Other devices: none.

We need to determine if continuation criteria are met.

First, initial approval criteria: A and B must be met. Since this is a continuation, we need to check if the member still meets A and B? The policy says "Approve when A and B are met." Then "Continuation after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." Usually, for continuation, the initial criteria still need to be met (i.e., still have qualifying diagnosis and management). The policy doesn't explicitly say that continuation only requires R1; it says "Continuation after the initial 12 months requires evidence of device use..." But the overall approval condition is "Approve when A and B are met." However, the request is specifically for continuation beyond initial 12 months. Does the policy require re-evaluation of A and B for continuation? Typically, continuation criteria might be in addition to still meeting baseline criteria, but the policy as written says "Approve when A and B are met." Then adds "Continuation after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." It doesn't explicitly exempt continuation from A and B. But in many policies, continuation may only require R1 if the initial approval was granted. However, the instruction says: "Apply the policy as written." The policy says "Approve when A and B are met." Then it adds R1 for continuation. It does not say "For continuation, only R1 is needed." So to approve a continuation, we likely need A, B, and R1 all satisfied. But is that the case? Let's think.

The policy is titled "CONTINUOUS GLUCOSE MONITORING (PERSONAL, REAL-TIME)". The approve conditions are A and B. Then it adds a specific continuation requirement. The continuation requirement is an extra criterion. So for a continuation request, we must check A, B, and R1. But perhaps the initial authorization already established A and B, and the continuation only requires R1. However, the policy does not state that A and B are only for initial authorization. It says "Approve when A and B are met." That is the general approval condition. The continuation clause is an additional requirement. So if any of A or B are not met, it would be a denial.

But let's look at the details: The member has Type 2 diabetes mellitus on insulin glargine. That satisfies A2 (Type 2 DM treated with any insulin regimen). Training completed 2025-07-10. Prescriber visit 2026-06-11, follow-up plan documented. The request date? Not explicitly given, but initial authorization is through 2026-06-30. The device data is for 2026-04-01 through 2026-06-29. The prescriber visit is 2026-06-11, which is within 6 months of the request presumably (the request is for continuation beyond 2026-06-30, so likely requested around that time or before). The policy B2 requires "within the preceding 6 months." Since the visit is 2026-06-11, and the request is likely around 2026-06-30 or shortly before, it's within 6 months. The training was completed 2025-07-10, which is in the past; B1 says "has been trained or training is scheduled." Training was completed, so satisfied.

Exclusions: None. Other devices: none.

Now the continuation criterion R1: evidence of device use on at least 70 percent of days over the preceding 90 days. The device data shows 43 of 90 days = 47.8%. This is less than 70%. So R1 is not met.

Since R1 is a requirement for continuation, and it is not met, the decision should be "deny".

But wait: Is there any possibility of "pend"? The policy's documentation section lists E1, E2, E3 as items to pend for if otherwise approvable but lacking documentation. Here, we have the device data, which is a manufacturer's adherence report. The record shows the data. The question is whether the data meets the threshold. It does not. That's not a missing documentation item; it's an affirmative failure to meet the usage threshold. So it's a denial.

Now, what criteria to list? For a denial, list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met. So we need to identify which criterion was not met. R1 is the one not met. Are there any others? Let's check if any other criteria might not be met.

A2: Type 2 diabetes mellitus on insulin glargine. The record says "Diagnosis: Type 2 diabetes mellitus on insulin glargine." That seems to satisfy A2. No need to list.

B1: Training completed 2025-07-10. Satisfied.

B2: Prescriber visit 2026-06-11, follow-up plan documented. Satisfied.

R1: Not met.

X1, X2: Not applicable.

So the only unmet criterion is R1.

However, the policy says "Approve when A and B are met." It does not explicitly list R1 as part of the approval criteria for initial requests, but for continuation it requires R1. The question is: does the continuation request need to satisfy A and B again? If so, they are met. But the denial is because of R1.

But is there any nuance? The device data shows sensor data present on 43 of 90 days, 47.8 percent. The policy requires at least 70 percent. That's clearly not met.

Thus decision: deny.

Criteria: ["R1"]

Rationale: Need to write one or two sentences, under 40 words. It should explain that the member did not meet the continuation usage threshold.

Example: "The member's device use was 47.8% over the preceding 90 days, failing the required 70% threshold for continuation." Let's count words: The(1) member's(2) device(3) use(4) was(5) 47.8%(6) over(7) the(8) preceding(9) 90(10) days,(11) failing(12) the(13) required(14) 70%(15) threshold(16) for(17) continuation.(18) That's 18 words. Good.

Alternatively: "Device use was 47.8% in the prior 90 days, below the 70% continuation requirement." Count: Device(1) use(2) was(3) 47.8%(4) in(5) the(6) prior(7) 90(8) days,(9) below(10) the(11) 70%(12) continuation(13) requirement.(14) 14 words.

Make sure it's under 40.

Now, double-check if any documentation items are missing that would cause pend. The record includes diagnosis, insulin regimen (insulin glargine), training, prescriber visit date, device data. No missing items. So no pend.

Double-check exclusions: none.

Double-check if the request is "not_applicable": The policy governs personal real-time CGM. Requested item is exactly that. So applicable.

One nuance: The policy says "Approve when A and B are met." For a continuation request, the policy adds R1. Does R1 replace A and B? The text says "Continuation after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." It does not say "Continuation is approved when R1 is met." It says "requires." In context, the overall approval requires A, B, and R1. But even if we only consider R1 for continuation, it's still not met, leading to denial. So either way, deny.

But which criteria to cite? If we consider that A and B must still be met, they are met. The only unmet is R1. So criteria should be ["R1"]. If the grader expects R1 only, that's correct. If they expect A2, B1, B2, R1 for approval, but since it's a denial, we only list unmet. So just R1.

Wait, what about the insulin regimen? For A2, the record says "Type 2 diabetes mellitus on insulin glargine." That seems sufficient. The documentation pend item E1 is "The insulin regimen relied on for A2." But the record does state the insulin regimen. So no pend.

Also, B2: The record says "Prescriber visit: 2026-06-11, follow-up plan documented." So the date is present. E3 is not triggered.

Now, the device data: "the manufacturer's adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent." This is evidence of device use. It just doesn't meet the threshold. So it's not missing documentation (E? no, there's no E for device data). It's an affirmative failure.

Therefore: deny.

Let's ensure JSON format is exactly one fenced block, no extra keys.

```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Device use was 47.8% in the prior 90 days, below the 70% continuation requirement."
}
```

Count words: Device(1) use(2) was(3) 47.8%(4) in(5) the(6) prior(7) 90(8) days,(9) below(10) the(11) 70%(12) continuation(13) requirement.(14) 14 words. Good.

Check if any other nuance: The policy says "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." The preceding 90 days for a request likely ending 2026-06-30 would be something like 2026-04-01 to 2026-06-29. That matches the report. So correct.

One more nuance: The policy says "Approve when A and B are met." The member is on insulin glargine. Does the policy require any specific insulin regimen? A2 says "Type 2 diabetes mellitus treated with any insulin regimen." So that's fine.

I think that's solid.

Wait, is there any chance that the training is too old? B1 says "The member or caregiver has been trained on device use, or training is scheduled." It doesn't specify a time limit for training. Training was completed 2025-07-10. That's fine.

Prescriber visit: 2026-06-11. The request is for continuation beyond 2026-06-30. The policy B2 says "within the preceding 6 months." If the request is, say, on 2026-06-30 or 2026-07-01, the visit on 2026-06-11 is within 6 months. So fine.

Exclusions: none.

Thus final answer is deny, criteria R1.

Let me double-check if the decision could be "pend" because maybe the usage report is not considered sufficient evidence? The policy says "evidence of device use on at least 70 percent of days over the preceding 90 days." The record provides a manufacturer's adherence report. That is evidence. It shows 47.8%. So it's not lacking evidence; it's just not enough.

Thus deny.

Final JSON as required.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Device use was 47.8% in the prior 90 days, below the 70% continuation requirement."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 2,003 tokens
 The user wants me to evaluate a prior authorization request for a continuous glucose monitor (CGM) based on the provided medical policy MP-402.

Let me analyze the request:
- Member: 59-year-old
- Requested item: personal real-time CGM, continuation beyond initial 12 months
- Initial authorization: 2025-07-01 through 2026-06-30
- Diagnosis: Type 2 diabetes mellitus on insulin glargine
- Device data: manufacturer's adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent
- Training: completed 2025-07-10
- Prescriber visit: 2026-06-11, follow-up plan documented
- Other devices: none

Policy requirements:
For initial approval: A and B must be met.
- A1: Type 1 DM
- A2: Type 2 DM treated with any insulin regimen
- A3: Type 2 DM not treated with insulin, with hypoglycemic event
- A4: Gestational DM requiring insulin
- B1: Training completed or scheduled
- B2: Prescriber visit within preceding 6 months with ongoing follow-up plan at least every 6 months

For CONTINUATION after initial 12 months: requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1).

Exclusions:
- X1: Concurrent auth of second personal CGM system - NOT PRESENT (other devices: none)
- X2: Professional CGM billed same date - not mentioned, presumably not present

Now let's check if the continuation criteria are met:
The request is for continuation beyond initial 12 months.
Criterion R1 requires evidence of device use on at least 70 percent of days over the preceding 90 days.

The device data shows 43 of 90 days = 47.8 percent.
47.8% < 70%, so R1 is NOT met.

Since this is a continuation request and R1 is not met, this should be a DENIAL.

Wait, let me double check. Is there any other requirement?
The policy says "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

Since R1 is not met (43/90 days = 47.8% < 70%), the continuation should be denied.

But let me also check if A and B are still relevant for continuation. The policy says "APPROVE when A and B are met" at the top. Then it has a separate section for continuation. The question is whether A and B must still be met for continuation, or just R1.

Reading carefully:
"APPROVE when A and B are met." - This seems to be the general approval criteria.
"CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

Typically, for a continuation, both the base criteria (A and B) and the continuation criterion (R1) would need to be met, unless the policy implies otherwise. However, the policy structures it as:
- APPROVE when A and B are met.
- CONTINUATION after the initial 12 months requires ... (criterion R1).

I think for continuation, the member must still meet A and B (since those are the approve criteria) AND R1. But let me look at what the request provides:
- Diagnosis: Type 2 DM on insulin glargine → meets A2
- Training: completed 2025-07-10 → meets B1
- Prescriber visit: 2026-06-11, follow-up plan documented → meets B2
- No exclusions apply

So A2, B1, B2 are met. But R1 is not met.

For a denial, I should list only the identifiers that were not met or exclusions that applied.
The criteria not met: R1.

Wait, but do I also need to list A2, B1, B2 as met for an approval? No, because this is a denial. For a denial, list only the identifiers that were not met or the exclusions that applied.

So criteria should be ["R1"].

Decision: "deny"
Rationale: something about not meeting the continuation usage threshold.

Let me verify the calculation: 43/90 = 0.4777... = 47.78%, which rounds to 47.8%. This is definitely below 70%.

Actually, looking at the policy again: Is the "APPROVE when A and B are met" section only for initial authorization, and the continuation section adds an additional requirement? The way it's structured:
"APPROVE when A and B are met." appears at the top.
"CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

For continuation requests, both would apply. The prior auth request is explicitly for "continuation beyond the initial 12 months."

Even if A and B are met, R1 is not. So the decision is deny.

One more check: Is there any ambiguity about whether the initial criteria must still be met? Even if I assume they must, they are met, so the only failing criterion is R1. If they don't need to be met, R1 still fails. Either way, deny based on R1.

Wait, I should make sure about the date range for the 90 days. The report is for 2026-04-01 through 2026-06-29. Let me count the days:
April: 30 days
May: 31 days
June 1-29: 29 days
Total: 30+31+29 = 90 days. Yes, exactly 90 days.

And the request date? Not explicitly stated, but the initial auth goes through 2026-06-30, and the data ends 2026-06-29. This is a request for continuation beyond 2026-06-30. The 90-day lookback period is appropriate.

So device use is 47.8%, which is less than 70%. Denial.

One more check: Are there any missing documentation items that would cause a pend instead? The policy says pend where "otherwise approvable but the record lacks" specific documentation. Since the request is not otherwise approvable due to failure of R1, it should be denied, not pended. Pend is only for when the only issue is missing documentation that the policy says to pend for. Here, the adherence data is actually provided, and it shows non-compliance with R1. So deny.

Also, the policy's documentation pend items are:
E1: insulin regimen for A2 - record states insulin glargine, so present.
E2: glucose value and date for A3 - not applicable since A2 is met.
E3: date of prescriber visit for B2 - provided as 2026-06-11.

So no documentation is missing anyway.

Decision: deny
Criteria: ["R1"]
Rationale: The member's device adherence of 47.8 percent over the preceding 90 days does not meet the 70 percent continuation threshold. Wait, let me count words. "The member did not use the device on at least 70 percent of days over the preceding 90 days, as required for continuation." That's 21 words. Good.

Or shorter: "Device use of 47.8 percent over the preceding 90 days fails to meet the 70 percent continuation requirement." That's 16 words. Good.

Wait, I need to check if there's any trick here. The policy says "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

Is the request within the initial 12 months? Initial authorization 2025-07-01 through 2026-06-30. The request is for continuation beyond the initial 12 months. So yes, it's a continuation request and R1 applies.

The request was presumably submitted before or around 2026-06-30. The device data provided covers the 90 days preceding 2026-06-29. Since the initial auth ends 2026-06-30, this is exactly the right timeframe for evaluating continuation.

Everything checks out. Deny due to R1.

Final JSON:
```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Device use of 47.8 percent over the preceding 90 days fails to meet the 70 percent continuation requirement."
}
```

Wait, one more check on the scoring rules: "For a denial, list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met."
So only R1. Good.

"For an approval, list every criterion identifier the record had to satisfy, at the most specific level the policy provides — the branch you relied on, not the letter above it."
Not applicable here.

"Identifiers are written exactly as the policy writes them: A1, B2, X3, R1, E2, and so on. A lettered requirement with no numbered alternatives is cited by its letter alone."
R1 is written as R1 in the policy. Good.

I think that's solid.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Device use of 47.8 percent over the preceding 90 days fails to meet the 70 percent continuation requirement."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 1,786 tokens
 The user wants me to evaluate a prior authorization request for a continuous glucose monitor (CGM) based on Medical Policy MP-402.

Let me parse the request details:
- Member: 59-year-old
- Requested item: personal real-time continuous glucose monitor, continuation beyond initial 12 months
- Initial authorization: 2025-07-01 through 2026-06-30
- Diagnosis: Type 2 diabetes mellitus on insulin glargine
- Device data: manufacturer's adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent
- Training: completed 2025-07-10
- Prescriber visit: 2026-06-11, follow-up plan documented
- Other devices: none

Policy requirements:
APPROVE when A and B are met.

A. DIAGNOSIS:
- A1: Type 1 diabetes mellitus
- A2: Type 2 diabetes mellitus treated with any insulin regimen
- A3: Type 2 diabetes mellitus not treated with insulin, with documented history of at least one level 2 hypoglycaemic event (glucose below 54 mg/dL) in preceding 12 months
- A4: Gestational diabetes requiring insulin

B. MANAGEMENT:
- B1: Member or caregiver has been trained on device use, or training is scheduled
- B2: Member has had an in-person or telehealth visit with prescriber within preceding 6 months, and prescriber attests to plan for ongoing follow-up at least every 6 months

CONTINUATION after initial 12 months requires evidence of device use on at least 70 percent of days over preceding 90 days (criterion R1).

EXCLUSIONS:
- X1: Concurrent authorization of a second personal CGM system (not applicable, other devices: none)
- X2: Professional CGM billed on same date of service (not mentioned, presumably not applicable)

DOCUMENTATION - pend where otherwise approvable but the record lacks:
- E1: The insulin regimen relied on for A2 (but here we have insulin glargine, so it's documented)
- E2: The glucose value and date relied on for A3 (not applicable since A2 is met)
- E3: The date of the prescriber visit relied on for B2 (we have date 2026-06-11)

Now, this is a CONTINUATION request beyond the initial 12 months. The policy says continuation requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1).

The device data shows 43 of 90 days = 47.8 percent. This is less than 70 percent.

So R1 is NOT met. 

But wait - is this a denial or something else? The policy says "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

If R1 is not met, then does that mean deny? Let me check the policy structure again.

"APPROVE when A and B are met."

Then separately: "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

And EXCLUSIONS: X1, X2.

For a continuation request, R1 appears to be an additional requirement. The record affirmatively shows 47.8% which is below the 70% threshold. This is a denial because the requirement is affirmatively not met.

Wait, the policy says "CONTINUATION after the initial 12 months requires evidence of device use..." So to approve a continuation, R1 must be met. The data shows it is not met.

But I need to be careful. The initial authorization was 2025-07-01 through 2026-06-30. The request is for continuation beyond the initial 12 months. The device data covers 2026-04-01 through 2026-06-29 (90 days). This is the preceding 90 days from the end of the initial auth period? Or from the request date? The request seems to be around the end of June 2026. The data covers the preceding 90 days.

Actually, the data shows only 43 of 90 days. This is affirmatively below 70%. So criterion R1 is not met.

Are A and B still required? The policy says "APPROVE when A and B are met" and then separately gives continuation requirements. For a continuation, presumably A and B still need to be met (they are), AND R1 needs to be met (it is not).

For a denial, I should list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met.

So criteria should be ["R1"]. 

Rationale: Under 40 words. Something like "Device use was 47.8 percent over the preceding 90 days, below the 70 percent required for continuation."

Wait, the request is specifically for "continuation beyond the initial 12 months." The policy explicitly states: "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

This is a hard requirement. The record shows 47.8%. This is an affirmative failure. Decision: deny.

Let me verify:
- A2 is met (Type 2 diabetes on insulin glargine)
- B1 is met (training completed)
- B2 is met (visit 2026-06-11 with follow-up plan)
- X1 not applicable
- X2 not applicable
- R1: NOT met (47.8% < 70%)

Yes, deny.

Criteria: ["R1"]
Rationale: "The manufacturer's adherence report shows 47.8 percent device use over the preceding 90 days, which does not meet the 70 percent continuation threshold." 

Let me count words: The (1) manufacturer's (2) adherence (3) report (4) shows (5) 47.8 (6) percent (7) device (8) use (9) over (10) the (11) preceding (12) 90 (13) days, (14) which (15) does (16) not (17) meet (18) the (19) 70 (20) percent (21) continuation (22) threshold. (23)

Under 40 words. Good.

One thing to double-check: Is continuation subject to A and B? The policy structure:
"APPROVE when A and B are met."
Then "CONTINUATION after the initial 12 months requires ... (criterion R1)."

The first line seems like the general approval condition. The continuation adds R1. Since this is a continuation request, all conditions (A, B, R1) must be met. Since R1 fails, we deny. For denial, list only unmet criteria.

The policy says "For a denial, list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met."

So just ["R1"].

Is there any possibility of pend? No, because the record provides the adherence report. It's just that the report shows insufficient use. That's an affirmative contradiction of the requirement, not missing documentation.

Decision: deny.

Wait, I should also consider if the period 2026-04-01 through 2026-06-29 is exactly 90 days. Let me count: April has 30 days, May 31, June 29. 30+31+29 = 90 days exact. So it's a 90-day period. Good.

Also, the initial auth end date is 2026-06-30. The report goes through 2026-06-29. That's the preceding 90 days. Good.

Final check of JSON format:
- decision: "deny"
- criteria: ["R1"]
- rationale: "The manufacturer's adherence report shows 47.8 percent device use over the preceding 90 days, which does not meet the 70 percent continuation threshold."

Exactly one fenced JSON block.

```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "The manufacturer's adherence report shows 47.8 percent device use over the preceding 90 days, which does not meet the 70 percent continuation threshold."
}
```

Looks good. 
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "The manufacturer's adherence report shows 47.8 percent device use over the preceding 90 days, which does not meet the 70 percent continuation threshold."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100DeepSeek V4 Pro · DeepSeek5.5s · 317 out | 15.4s · 553 out | 8.3s · 297 out
Attempt 1
Reasoning · 261 tokens
We are given an authorization request for a continuation of a CGM device. The policy is MP-402. The request is for continuation beyond the initial 12 months. The initial authorization was from 2025-07-01 through 2026-06-30, so the initial 12 months ends 2026-06-30. The request is for continuation after that. So the criteria to check include the continuation requirement: criterion R1: evidence of device use on at least 70 percent of days over the preceding 90 days.

The adherence report shows sensor data present on 43 of 90 days, 47.8 percent. That does not meet the 70% threshold. So criterion R1 is not met. Therefore, the request should be denied based on R1. No other criteria need be evaluated, because this is a continuation and R1 is mandatory. So decision: deny. Criteria: ["R1"]. Rationale: a brief sentence under 40 words.

Let's construct the rationale: "The device adherence report shows 47.8% usage over the preceding 90 days, falling below the required 70% for continuation (criterion R1)." That's 22 words. Ensure no other criteria are listed; only the one that failed.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Device usage over the preceding 90 days was 47.8%, below the required 70% threshold for continuation."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 492 tokens
We are asked to apply the medical policy MP-402 to this continuation request. The policy says:

CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1).

The request is for continuation beyond the initial 12 months (initial auth 2025-07-01 to 2026-06-30). The request is presumably for a period after that. The adherence report shows 43 of 90 days, 47.8 percent. That is less than 70 percent. So criterion R1 is not met. Thus, this is a denial based on R1.

But we must also check if the initial criteria for approval (A and B) must be re-evaluated on continuation? The policy says: CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1). It doesn't explicitly say that A and B are re-checked for continuation. Typically, continuation criteria are that the initial criteria are still met plus the continuation-specific criteria. But the policy only lists R1 as the continuation requirement. Possibly we assume that the diagnosis and management criteria are still met, but they are not specifically required again? However, the policy says "APPROVE when A and B are met" for the initial, and then "CONTINUATION ... requires ... R1." This implies that for continuation, you must meet R1 and likely the underlying conditions are still present. But the request indicates diagnosis is Type 2 diabetes on insulin, which satisfies A2, and the training and prescriber visit meet B1 and B2 (B1: trained, B2: visit within 6 months on 2026-06-11). So if R1 were met, it would be approvable, but R1 is not met.

Thus, denial because the device use percentage is below 70%. The criterion R1 is not met. So decision: deny, criteria: ["R1"], rationale: The adherence report shows 47.8% use over 90 days, below the required 70%.

But we should also check exclusions: none apply. And documentation: the record doesn't lack anything for R1; the report is provided. So no pend. Deny.

Thus output JSON.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Adherence report shows device use on 43 of 90 days (47.8%), which is below the 70% threshold required for continuation."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 243 tokens
We are asked to determine the decision for a continuation request for a CGM beyond the initial 12 months. Policy MP-402 says: "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." The request is for continuation. The device data shows sensor data present on 43 of 90 days, which is 47.8%, not 70%. So criterion R1 is not met. Therefore, denial based on R1. The criteria for initial approval (A and B) are presumably still needed, but the policy specifically states for continuation: "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." So for continuation, R1 is an additional requirement. The request fails R1. So decision: deny. Criteria: ["R1"]. Rationale: brief justification.

No other exclusions apply. The member has a diagnosis (A2 likely) and management criteria appear met, but continuation is denied because adherence is below 70%. So deny.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Device adherence over the preceding 90 days was 47.8%, below the required 70% for continuation."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GPT-5.6 Luna · OpenAI2.5s · 125 out | 2.2s · 121 out | 1.5s · 132 out
Attempt 1
json{"decision":"deny","criteria":["R1"],"rationale":"Continuation requires device use on at least 70 percent of days over the preceding 90 days. The adherence report shows sensor data on 43 of 90 days, or 47.8 percent."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{"decision":"deny","criteria":["R1"],"rationale":"Continuation requires device use on at least 70 percent of days over the preceding 90 days. The report shows use on 43 of 90 days, or 47.8 percent."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{"decision":"deny","criteria":["R1"],"rationale":"Continuation requires device use on at least 70 percent of days during the preceding 90 days. The report shows sensor data on 43 of 90 days, or 47.8 percent."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100DeepSeek V4 Flash · DeepSeek6.0s · 428 out | 25.6s · 803 out | 43.0s · 1,109 out
Attempt 1
Reasoning · 371 tokens
We need answer JSON only. Need apply policy MP-402. Need determine decision. Request continuation beyond initial 12 months. Initial auth 2025-07-01 through 2026-06-30. Continuation after initial 12 months requires evidence device use at least 70% of days over preceding 90 days (R1). Device data shows 43/90 = 47.8%, below 70. So denial due R1 not met. Need criteria list only identifiers not met/exclusions. R1. Also maybe A/B? For continuation, policy APPROVE when A and B met, plus continuation requires R1. But request is continuation. The record has diagnosis Type 2 diabetes on insulin glargine (A2? "any insulin regimen" yes, glargine insulin), training completed (B1), prescriber visit within preceding 6 months (2026-06-11 vs current? Probably date is 2026? Effective 2026-01-01. Initial auth through 2026-06-30. The visit is within 6 months of request? Request date maybe around after 2026-06-30? Need not matter). Device use criterion fails. Decision deny. Criteria list only R1. Rationale one/two sentences under 40 words. Mention 47.8% below 70%. Ensure JSON exact.

Need no extra keys. Output with decision, criteria, rationale.

Check if "not_applicable" no. "pend" no. Deny.

Need cite only R1. "R1" as array string. Rationale: "Device use was 47.8% (43/90 days), below the required 70% for continuation, so criterion R1 is not met." Under 40 words. Good.

Final.
json{"decision":"deny","criteria":["R1"],"rationale":"Device use was 47.8% (43 of 90 days), below the required 70% for continuation, so criterion R1 is not met."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 732 tokens
We need answer JSON. Need evaluate policy. Need determine approve/deny/pend? Requested item: continuation beyond initial 12 months. Initial authorization 2025-07-01 through 2026-06-30. Current? likely request continuation after that. Need criteria: A diagnosis? Type 2 DM on insulin glargine. Is insulin glargine any insulin regimen? yes. A2? Type 2 treated with any insulin regimen. So A met. B management: B1 trained on device use? Training completed 2025-07-10, so yes. B2 visit with prescriber within preceding 6 months? Prescriber visit 2026-06-11, and follow-up plan documented. Need date? If current date? Not provided. But initial auth through 2026-06-30, visit 2026-06-11 within 6 months of? likely yes if request after 2026-06-30? Preceding 6 months from request maybe? We don't know. But likely B2 met. Continuation after initial 12 months requires evidence of device use on at least 70% of days over preceding 90 days. Device data: 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8%. That is less than 70%. So R1 not met. Need decision? Policy says CONTINUATION after initial 12 months requires evidence of device use >=70%. If not met, deny. Need also exclusions? X1 concurrent second system? no. X2 professional CGM billed same date? no. Documentation pend? Maybe if lacks documentation? But here device data shows insufficient. So deny due to R1? Also maybe A/B must be met? A met, B met. But R1 is condition for continuation. Since requested continuation beyond initial 12 months, must meet R1. It fails. So decision deny. Criteria? For denial, list identifiers that were not met or exclusions applied. We should list R1? Also maybe B? No B met. A met. So deny with "R1" (criterion not met). Need include rationale under 40 words. Need JSON.

Need ensure "criteria" array strings. For deny, list only identifiers not met. R1. Maybe also A? no. So ["R1"]. Rationale: "Continuation requires sensor data on at least 70% of preceding 90 days; report shows 43/90 days (47.8%), so R1 not met." That's under 40 words. Need no extra.

But let's consider if there is also "A" diagnosis? Type 2 DM treated with insulin glargine. Is "any insulin regimen" includes basal insulin only? likely yes. So A2. But continuation maybe also requires A and B? The policy says APPROVE when A and B are met. CONTINUATION after initial 12 months requires evidence R1. Does that mean continuation approval requires A, B, and R1? The document: "APPROVE when A and B are met." Then "CONTINUATION after the initial 12 months requires evidence of device use..." So yes continuation additional requirement. So R1 is required. Deny due R1.

Need also maybe "EXCLUSIONS" X1/X2 not relevant. "DOCUMENTATION pend" maybe if record lacks info. But we have data. No pend.

Need final with JSON only.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of the preceding 90 days; the report shows 43 of 90 days (47.8%), so R1 is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 1,045 tokens
We need to apply policy. Request: continuation beyond initial 12 months. Policy has APPROVE when A and B are met. But for continuation after initial 12 months, requires evidence of device use on at least 70% of days over preceding 90 days (criterion R1). The policy also has A and B for initial approval? Actually the policy says "APPROVE when A and B are met." Then "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)." So for continuation, we need to check R1. Also possibly A and B? The policy structure: APPROVE when A and B are met. Then continuation requirement. Typically for continuation, we need to show ongoing use. But the policy states "CONTINUATION after the initial 12 months requires evidence of device use on at least 70%..." So for this request, which is a continuation beyond initial 12 months, we need to check R1. Also we need to verify that the initial criteria were met? The request is for continuation, so we assume the initial was approved. But the policy says APPROVE when A and B are met. However, for continuation, it specifically adds R1. So to approve continuation, we need A, B, and R1? Or just R1? The phrasing: "APPROVE when A and B are met." Then "CONTINUATION after the initial 12 months requires evidence of device use on at least 70%..." That suggests that for continuation, in addition to A and B, we need R1. But the policy might be that continuation is a separate criterion. Let's read carefully: The policy gives criteria for approval (A and B) and then a specific condition for continuation. Since the request is for continuation, we need to check if the patient meets the continuation requirement. Also we need to check if the patient still meets A and B? The request includes diagnosis, treatment, training, prescriber visit. Let's assess.

Patient: 59-year-old. Diagnosis: Type 2 diabetes mellitus on insulin glargine. That matches A2? A2: Type 2 diabetes mellitus treated with any insulin regimen. Insulin glargine is an insulin, so A2 is met.

B: Management: B1: member or caregiver has been trained on device use, or training is scheduled. The request says "Training: completed 2025-07-10." So B1 met (training completed). B2: member has had an in-person or telehealth visit with the prescriber within the preceding 6 months, and the prescriber attests to a plan for ongoing follow-up at least every 6 months. The request says "Prescriber visit: 2026-06-11, follow-up plan documented." The current date? We don't know the exact date of the request, but presumably it's after initial 12 months? Initial authorization 2025-07-01 through 2026-06-30. So the continuation would be after 2026-06-30. The prescriber visit is 2026-06-11, which is within the preceding 6 months from when? If the request is made around now (maybe 2026-07-01 or later), 2026-06-11 is within 6 months. Also the follow-up plan is documented. So B2 met. So A and B are met.

Now R1: Continuation requires evidence of device use on at least 70% of days over the preceding 90 days. The device data: "the manufacturer's adherence report for 2026-04-01 through 2026-06-29 shows sensor data present on 43 of 90 days, 47.8 percent." So 43/90 = 47.8%, which is less than 70%. So R1 is NOT met. Therefore, the continuation should be denied because R1 is not met.

We also need to check exclusions? Exclusions are X1 and X2. Not relevant.

Documentation: E1, E2, E3 are documentation requirements for pend. But we have a denial because R1 not met.

Thus decision is "deny" because criterion R1 is not met. The criteria array should include the criterion that failed, which is R1. Also maybe we need to include that A and B are met but R1 not. The instructions: For denial, list only the identifiers that were not met. So we list R1.

So answer: decision "deny", criteria ["R1"], rationale: "Continuation requires at least 70% device use over preceding 90 days; report shows 47.8% (43/90), so not met."

We should be concise.

Check: The policy says "APPROVE when A and B are met." For continuation, we need R1 as well. Since R1 not met, deny.

Thus JSON.
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires at least 70% device use over preceding 90 days; report shows 47.8% (43/90), so not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Claude Haiku 4.5 · Anthropic27.4s · 2,222 out | 46.7s · 4,806 out | 38.3s · 4,169 out
Attempt 1
Reasoning · 2,159 tokens
Let me work through this authorization request step by step.

The request is for CONTINUATION of a personal real-time CGM beyond the initial 12 months. The initial authorization was 2025-07-01 through 2026-06-30.

Current date is 2026-09-01, so this is indeed a continuation request (beyond the initial 12 months).

First, let me identify what needs to be checked:

1. For an INITIAL authorization, we need A and B to be met.
2. For CONTINUATION, the policy states: "CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

Since this is a continuation request, the applicable requirement is R1: device use on at least 70% of days over the preceding 90 days.

The device data shows:
- Period: 2026-04-01 through 2026-06-29
- Sensor data present on 43 of 90 days
- Adherence: 47.8%

R1 requires: at least 70% device use over preceding 90 days
The member had: 47.8% device use

47.8% is NOT at least 70%.

This is a clear failure to meet the continuation requirement R1.

Wait, let me re-read the policy structure. The policy says:

"APPROVE when A and B are met."

And then separately:

"CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

So for continuation, R1 is the requirement.

The member has 47.8% device use, which does not meet the 70% threshold.

This should be a DENY.

For a denial, I list only the criteria that were not met or the exclusions that applied.
The unmet criterion is R1 — 47.8% adherence falls well short of the 70% threshold needed for continuation.

Checking the timeline once more: initial authorization ran 2025-07-01 to 2026-06-30, current date is 2026-09-01, and the device data window (2026-04-01 to 2026-06-29) reasonably approximates the preceding 90 days relative to the request.

01. Regardless of the exact date range, the provided data is the most recent available and shows 47.8% adherence, well below the 70% threshold.

This is a clear DENY under R1 — device adherence over the preceding 90 days (47.8%) doesn't meet the required 70% threshold for continuation.

Checking whether other criteria in the policy structure might also apply to this continuation request.

- A and B govern initial approval, not continuation
- X1/X2 are exclusions — neither applies (no concurrent authorization, no professional CGM overlap)
- E1-E3 are pending documentation items — not relevant since R1 is a measurable fact, not a documentation gap

So only R1 applies here as the substantive requirement.

Decision: deny, Criteria: ["R1"], Rationale: Member's device adherence over the preceding 90 days (47.8%) falls short of the required 70% threshold — concise at roughly 15 words.

Rechecking the instructions: a requirement the record affirmatively contradicts is a denial, not a pend — pends only apply to unaddressed documentation items. The record explicitly shows 47.8% adherence, directly contradicting R1's 70% threshold, so this is unambiguously a DENY.

R1 isn't listed under documentation requirements — it's a substantive continuation criterion. The policy language ("device use on at least 70 percent of days over the preceding 90 days") is clearly not met by the evidence provided.

This raises a question of scope: does continuation also require re-verifying A and B, or only R1? The policy states continuation "requires evidence of device use on at least 70 percent of days" as its own standalone condition — it doesn't reference A and B for continuation requests. So evaluation should focus solely on R1 for this determination.

With R1 failing (47.8% versus the 70% threshold), DENY stands as the decision.

Finalizing: decision "deny", criteria ["R1"], rationale citing the 47.8% adherence falling short of the 70% threshold needed for continuation.

the preceding 90 days is 47.8%, below the 70% threshold required for continuation under R1.

```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Device adherence over the preceding 90 days (47.8%) falls below the 70% threshold required for continuation."
}
```

json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Device adherence over the preceding 90 days (47.8%) falls below the 70% threshold required for continuation."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 4,742 tokens
Let me work through this systematically.

The request is for CONTINUATION of a personal CGM beyond the initial 12 months. The initial authorization was 2026-07-01 through 2026-06-30, so the continuation request would be for after 2026-06-30.

Today's date is 2026-09-02, so we are now in the continuation period (after 2026-06-30).

For continuation, the policy states:
"CONTINUATION after the initial 12 months requires evidence of device use on at least 70 percent of days over the preceding 90 days (criterion R1)."

Let me check the device data:
- Period: 2026-04-01 through 2026-06-29 (90 days)
- Sensor data present on 43 of 90 days
- Adherence: 43/90 = 47.8 percent

The requirement is 70 percent of days. The member only has 47.8 percent adherence.

47.8% < 70% — this is AFFIRMATIVELY NOT MET.

This is not a documentation issue (which would be a pend). This is an affirmative failure to meet a requirement.

Therefore:
- Decision: DENY
- Criteria: R1 (the only criterion that applies to continuation)
- Rationale: Device use over the preceding 90 days (47.8%) falls below the required 70% threshold for continuation.

Wait, let me double-check the dates and calculation.

Initial authorization: 2025-07-01 through 2026-06-30 (12 months)
Current date: 2026-09-02
Device data period: 2026-04-01 through 2026-06-29

The "preceding 90 days" from when? The policy says "evidence of device use on at least 70 percent of days over the preceding 90 days" for continuation after the initial 12 months.
This aligns with the end of the initial authorization (2026-06-30), so the device data window given essentially matches the relevant assessment period.

43/90 = 47.8% falls well short of the 70% threshold, confirming a clear denial based on R1.

Checking that no other continuation criteria apply—the policy lists only R1 for continuation, so no need to evaluate other requirements.

Decision: deny, criteria ["R1"], rationale citing 47.8% adherence versus the 70% threshold (kept under 40 words).

Confirming timeline: initial authorization ran 2025-07-01 to 2026-06-30 (exactly 12 months). The continuation request applies to the period after that, and the 90-day usage data (2026-04-01 to 2026-06-29) serves as the preceding 90 days for this evaluation.

Usage: 43/90 = 47.8%, below the 70% requirement — fails R1.

Now checking whether continuation also demands re-verification of diagnosis (A) and management (B), or solely R1. The policy text states continuation "requires evidence of device use on at least 70 percent of days... (criterion R1)" — phrased as the sole requirement, not a re-check of A/B.

Decision: DENY, criteria [R1], with a concise rationale under 20 words citing the 47.8% adherence rate against the 70% threshold.

use on at least 70 percent of days over the preceding 90 days (criterion R1)." That's the only continuation requirement stated—nothing about re-verifying A or B.

So for this request, R1 is the operative criterion. The member's usage logs show only 41 percent adherence, well below the 70 percent threshold, so R1 fails and the request should be DENIED.

Since only unmet criteria get listed in a denial, R1 is the sole identifier to cite here.

I check for applicable exclusions:
- X1 (concurrent second personal CGM) — not applicable, request states no other devices.
- X2 (professional CGM billed same date) — not mentioned, not applicable.

So the denial rests solely on failing R1.

Decision: deny
Criteria: ["R1"]
Rationale: 90-day adherence of 41 percent falls well short of the 70 percent threshold required for continuation.

I want to double-check the timing of the 90-day window used for R1. The device data spans 2026-04-01 through 2026-06-29 — 90 days, but ending right at the initial authorization's expiration (2026-06-30), not near the current request date of 2026-09-02. If "preceding 90 days" means the 90 days immediately before the request/review date, this dataset wouldn't even be the correct window — it would be stale by over two months.

Still, the most sensible reading ties the 90-day lookback to the end of the initial authorization period, since that's what continuation eligibility is assessed against. That makes 2026-04-01 to 2026-06-30 the right window, matching the provided data almost exactly.

Adherence: 43/90 = 47.8%, well under the 70% threshold.

Result: DENY, criteria ["R1"].

I should also verify there's no other factor at play beyond this adherence shortfall.

90 days." If evaluated today (2026-09-02), the preceding 90 days would run roughly 2026-06-04 to 2026-09-02 — but the device data only covers 2026-04-01 to 2026-06-29, well before that window.

More likely, "preceding 90 days" refers to the period before the initial authorization's end date (2026-06-30), which aligns with the provided data (2026-04-01 to 2026-06-29). This matches what's actually submitted for review.

Given the request is explicitly for continuation past the initial 12 months, and the data set aligns with the end of that period, I'll treat the provided device data as the relevant evaluation window. Under R1, the member fails clearly: 47.8% adherence vs. 70% required.

Decision: deny
Criteria: ["R1"]
Rationale: Device adherence over the preceding 90 days (47.8%) falls short of the required 70% threshold for continuation.

Let me double check the request details once more — initial authorization was 2025-07, and I want to confirm the continuation timeline logic holds up.

l. Confirming: denial requires listing criteria not met, which is R1 here - device adherence fell short of the 70% threshold.

Finalizing: decision "deny", criteria ["R1"], rationale citing 47.8% adherence versus the required 70%, kept concise.

Checking the policy systematically confirms this: continuation requires R1 (70% usage over 90 days), which fails at 47.8%. Exclusions X1 (second CGM) and X2 (professional CGM same-day billing) don't apply here since neither scenario is mentioned. Documentation pend logic only applies when otherwise approving, which isn't the case.

The pend criteria E1-E3 also don't apply—they concern initial authorization requirements A2/A3/B2, not continuation review under R1.

So the decision is straightforward: deny, since R1 isn't satisfied.

Decision: deny
Criteria: ["R1"]
Rationale: 43/90 = 47.8% adherence, below the 70% threshold—"Device adherence measured at 47.8% over the preceding 90 days falls short of the required 70% threshold." Concise, accurate, well within the word limit.

Double-checking the source: report explicitly states "sensor data present on 43 of 90 days, 47.8 percent," confirming the figure is correct.

43/90 = 0.4778 regardless of rounding precision, well below the 70% threshold. No ambiguity here—the denial stands on solid math.

**Decision: deny, Criteria: R1**

```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Device adherence measured at 47.8% over the preceding 90 days falls short of the required 70% threshold."
}
```

json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Device adherence measured at 47.8% over the preceding 90 days falls short of the required 70% threshold."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 4,106 tokens
Let me analyze this prior authorization request against MP-402.

The request is for CONTINUATION of a personal real-time continuous glucose monitor (beyond the initial 12 months). The initial authorization was 2026-07-01 through 2026-06-30.

Wait, let me reread. The initial authorization was 2025-07-01 through 2026-06-30. So the initial period ends on 2026-06-30, and today is 2026-09-02, so we are now in the continuation period.

For CONTINUATION after the initial 12 months, the policy requires:
- R1: Evidence of device use on at least 70 percent of days over the preceding 90 days.

The device data shows: sensor data present on 43 of 90 days = 47.8 percent.

This is LESS than 70 percent. So criterion R1 is NOT met.

This is an affirmative failure of a requirement for continuation. This should be a DENIAL.

Let me verify the criteria:
- R1 requires at least 70% device use over preceding 90 days
- The member has 47.8% device use (43 of 90 days)
- This does not meet R1

The decision should be "deny" because R1 is not met.

The criteria to cite should be only "R1" since that's the only criterion that was not met.

The rationale: The member used the device on only 47.8% of days in the preceding 90 days, falling short of the required 70% threshold for continuation.

Let me double-check the policy structure:
- For initial approval: A and B must be met
- For continuation (after 12 months): R1 must be met
- Exclusions X1, X2 apply to both

This is a continuation request. The initial authorization already occurred (2025-07-01 to 2026-06-30). Now the member needs continuation.
 
But checking dates more closely — the 90-day window referenced by R1 should align with today's date, roughly 2026-06-04 to 2026-09-02, yet the supplied device data spans 2026-04-01 to 2026-06-29, which doesn't match that window. The initial authorization period itself only covers 12 months, from July 2025 to June 2026.

Since today's date is past 2026-06-30, we've moved into the continuation phase, so R1 must apply here. The data ending 2026-06-29 falls roughly 65 days before today rather than the expected 90-day mark, so I need to work with the compliance data actually provided rather than assuming a different window.

Regardless, treating 2026-04-01 through 2026-06-29 as the relevant window, usage was 47.8%, well below the 70% threshold.

Decision: DENY
Criteria: ["R1"]
Rationale: Member used device on 43 of 90 days (47.8%), below the 70% adherence threshold required for continuation.

Checking other criteria for completeness: Type 2 diabetes on insulin glargine satisfies A2, training completed 2025-07-10 satisfies B1, prescriber visit 2026-06-11 with follow-up plan satisfies B2, and there's no concurrent CGM or professional CGM overlap (X1/X2 not applicable). Everything else checks out for initial approval, but this is a continuation request, and R1 alone fails.

Rationale needs to stay under 40 words: "Member achieved 47.8% device use over 90 days, below the 70% threshold required for continuation." That's concise.

But I should double-check the date interpretation. Initial authorization ran 2025-07-01 through 2026-06-30, a full 12 months. Continuation requirements apply to any authorization starting after 2026-06-30. Today's date of 2026-09-02 falls after that, so the "preceding 90 days" window would actually be 2026-06-04 through 2026-09-02 — not matching the 2026-04-01 through 2026-06-29 data I have, which only overlaps partially with this window.

Counting days: April (30) + May (31) + June (29) = 90 days total, confirming the provided window is exactly 90 days, just not the most recent one.

Two readings emerge: either the provided report is the intended "preceding 90 days" for evaluation, or the policy strictly wants the 90 days ending today, making the given data outdated. Since I'm instructed to work only from what's given in the prompt, and the report explicitly states "sensor data present on 43 of 90 days" for that window, I'll treat this as the relevant period to apply.

Checking the documentation-pending list, R1 isn't among criteria that trigger a pend (only E1, E2, E3 for initial approval apply there) — so regardless of the date-window question, insufficient R1 evidence leads straight to denial rather than a request for more info.

43/90 = 47.8%, below the 70% threshold, so R1 fails.

Decision: DENY, Criteria: ["R1"], Rationale: "Device use was 47.8% over the evaluated 90-day period, below the 70% minimum required for continuation." (~18 words, fits length constraint)

Double-checking: the report does count as evidence of device use

ld(13) for(14) continuation(15). 15 words works well and stays specific.

Confirming policy structure once more: continuation past 12 months hinges solely on R1 (70% device use over prior 90 days). Actual usage is 43/90 = 47.8%, well under threshold, so R1 fails.

Decision: DENY, criteria ["R1"], rationale: "Member used device on 43 of 90 days (47.8%), below the 70% threshold for continuation."

But I should verify the 90-day window itself. Initial authorization ran 2025-07-01 to 2026-06-30. Today is 2026-09-02, well past that, so continuation rules apply. "Preceding 90 days" should count back from today, landing around 2026-06-04 to 2026-09-02 — not the provided data window of 2026-04-01 to 2026-06-29. That means only ~26 days of overlap exist between the given data and the actual relevant window, raising a question about whether the dataset truly represents the correct evaluation period.

That said, this is the only adherence data provided, and instructions bar clarifying questions and require me to work only with what's in the prompt. The pend option only applies to silence on documentation items (E1-E3), not R1. Since R1 isn't a documentation-section item, and the record isn't silent — it explicitly states 43 of 90 days — I have no basis to pend. I'll treat this dataset as the relevant adherence data submitted for R1 evaluation.

43/90 = 47.8%, well under the 70% threshold, so R1 fails.

Checking exclusions: X1 doesn't apply (no other devices), X2 doesn't apply (not mentioned). Neither changes the outcome.

Final:
```json
{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Member used device on 43 of 90 days (47.8%), below the 70% threshold for continuation."
}
```

json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Member used device on 43 of 90 days (47.8%), below the 70% threshold for continuation."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100DeepSeek V3.2 · DeepSeek2.9s · 65 out | 3.6s · 62 out | 2.2s · 62 out
Attempt 1
json{
    "decision": "deny",
    "criteria": ["R1"],
    "rationale": "The continuation criterion requires evidence of device use on at least 70% of days in the preceding 90-day period; the reported use is only 47.8%."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["R1"],
  "rationale": "Continuation requires device use on at least 70% of days over the preceding 90 days. The submitted report shows 47.8% usage."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
    "decision": "deny",
    "criteria": ["R1"],
    "rationale": "Continuation requires device use on at least 70% of days over the preceding 90 days; the reported adherence is only 47.8%."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "R1"
  ],
  "gotCitations": [
    "R1"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}