Parityhealth-plan operations benchmark
Prior authorisation · PA-008 · core

Revision for weight regain

Vignette written for Parity against synthetic policy MP-208. A prior procedure excludes unless the revision is for a surgical complication; weight regain is not one.

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-208 — BARIATRIC SURGERY (SLEEVE GASTRECTOMY OR ROUX-EN-Y)
Effective 2026-01-01. Applies to commercial group products where the member's
plan includes the bariatric surgery benefit.

APPROVE when A, B, C, and D are all met and no exclusion applies.

A. BENEFIT — the member's plan includes the bariatric surgery benefit. If the
   plan excludes bariatric surgery, deny as a benefit exclusion (A0) and do not
   evaluate clinical criteria.

B. BODY MASS INDEX — one of:
   B1. BMI of 40.0 or greater.
   B2. BMI of 35.0 to 39.9 with at least one of: type 2 diabetes, obstructive
       sleep apnoea confirmed on a sleep study, hypertension requiring two or
       more agents, or non-alcoholic steatohepatitis confirmed on biopsy.

C. SUPERVISED WEIGHT MANAGEMENT — participation in a structured weight
   management programme for at least 3 consecutive months within the 24 months
   preceding the request, with monthly documented contacts. Weight loss during
   the programme is not required and the absence of weight loss is not a basis
   for denial.

D. EVALUATIONS — all of:
   D1. Psychological evaluation within the last 12 months clearing the member
       for surgery.
   D2. Nutritional evaluation within the last 12 months.
   D3. Documentation that the member is 18 years of age or older.

EXCLUSIONS — deny if any apply:
   X1. Active, untreated substance use disorder within the last 12 months.
   X2. Pregnancy, current or planned within 18 months of surgery.
   X3. A prior bariatric procedure, unless the request is a revision documented
       as medically necessary for a surgical complication.

DOCUMENTATION — pend rather than deny where the request otherwise meets criteria
but the record lacks:
   E1. Dated contacts evidencing the 3 months of criterion C.
   E2. The psychological evaluation report for D1.
   E3. A height and weight from within the last 90 days from which BMI is
       calculated.
Prompt
AUTHORISATION REQUEST

Member: 46-year-old. Plan includes the bariatric surgery benefit.
Requested service: Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass.
Height and weight 2026-07-08: 172 cm, 122.0 kg. BMI 41.2.
Surgical history: Laparoscopic sleeve gastrectomy 2021-09-30. Nadir weight
88 kg in 2022. Progressive regain since 2023. The operative and follow-up notes
document no leak, no stricture, no obstruction, and no other surgical
complication. The stated indication for conversion is "inadequate long-term
weight loss".
Weight management: Programme 2026-02 through 2026-06, monthly contacts
documented.
Psychological evaluation 2026-06-15: cleared.
Nutritional evaluation 2026-06-18: completed.
Substance use: None. Not pregnant.
Gold answer and grader
json{
  "kind": "decision",
  "label": "deny",
  "citations": [
    "X3"
  ]
}

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 · Anthropic9.1s · 96 out | 4.1s · 143 out | 5.2s · 152 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member had a prior sleeve gastrectomy; the requested conversion is for inadequate weight loss, not a documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Exclusion X3 applies: prior bariatric procedure, revision not for a surgical complication (inadequate weight loss is not a complication).

json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member had a prior sleeve gastrectomy; the requested conversion is for inadequate weight loss, not a documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Prior bariatric procedure (sleeve 2021), and the request is a conversion for inadequate weight loss, not a documented surgical complication. X3 applies — deny.

json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member had a prior sleeve gastrectomy; the requested conversion is for inadequate weight loss with no surgical complication documented, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Gemini 3.7 Flash · Google4.1s · 467 out | 4.8s · 536 out | 6.2s · 608 out
Attempt 1
Reasoning · 397 tokens
**Analyzing Bariatric Request**

I'm currently processing a request for bariatric surgery, specifically a conversion from a sleeve gastrectomy to a Roux-en-Y gastric bypass. My focus is on aligning this request with Medical Policy MP-208, ensuring all member criteria, including plan benefits, are met.

**Reviewing Surgical Necessity**

I've determined that this bariatric surgery request, a conversion from a sleeve to bypass, falls under exclusion X3. The provided documentation indicates no surgical complication from the prior procedure, meaning the revision isn't medically necessary according to policy.

json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The request is denied under exclusion X3 because the member had a prior bariatric procedure and the revision is not documented as medically necessary for a surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 466 tokens
**Analyzing Policy MP-208**

I'm currently focused on evaluating a prior authorization request for bariatric surgery revision/conversion against Policy MP-208. My initial steps involved reviewing the policy's criteria and the specifics of the request to determine eligibility.

**Denying Request MP-208**

I've determined that exclusion X3 of Policy MP-208 applies. The member's history includes a prior bariatric procedure, and the current request for revision is not documented as medically necessary due to a surgical complication. The stated indication is inadequate long-term weight loss, which triggers this exclusion.

json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The request is denied under exclusion X3 because the member has a prior bariatric procedure and the revision is not documented as medically necessary for a surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 538 tokens
**Analyzing Prior Authorization**

I'm currently evaluating a prior authorization request. It's for a 46-year-old patient requesting conversion of a sleeve gastrectomy to a Roux-en-Y, and the plan covers bariatric surgery. I'm referencing Medical Policy MP-208 to guide this assessment.

**Denying Prior Authorization**

I've completed my review of the conversion request. Based on exclusion X3, which cites prior bariatric procedures without documented complications, and the absence of such documentation for this sleeve gastrectomy, I've made the decision to deny.

json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The request is denied under exclusion X3 because the member has a prior bariatric procedure and the revision is for weight regain rather than a documented surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GPT-5.5 · OpenAI2.8s · 144 out | 2.4s · 154 out | 2.2s · 164 out
Attempt 1
json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The member has a prior sleeve gastrectomy, and the requested conversion is for inadequate long-term weight loss rather than a documented surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The member had a prior sleeve gastrectomy, and the requested conversion is for inadequate long-term weight loss without a documented surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The member has a prior bariatric procedure, and the requested conversion is for inadequate long-term weight loss rather than a documented medically necessary revision for a surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GPT-5.6 Sol · OpenAI1.5s · 59 out | 1.5s · 58 out | 1.5s · 58 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "A prior sleeve gastrectomy is documented, and the requested revision is for inadequate long-term weight loss rather than a medically necessary surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "A prior bariatric procedure is documented, and the requested revision is for inadequate long-term weight loss rather than a medically necessary surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "A prior bariatric procedure is documented, and the requested revision is for inadequate long-term weight loss rather than a medically necessary surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Grok 4.6 · xAI13.6s · 829 out | 12.1s · 732 out | 14.7s · 952 out
Attempt 1
Reasoning · 782 tokens
The user wants me to apply the medical policy to this authorization request and output JSON.
{
  "decision": "APPROVE",
  "reasoning": "All criteria A, B, C, and D are met. The request is for conversion of sleeve gastrectomy to Roux-en-Y gastric bypass due to inadequate long-term weight loss, which qualifies as a medically necessary revision. No exclusions apply.
json{"decision":"deny","criteria":["X3"],"rationale":"Prior sleeve gastrectomy is documented. Conversion is for inadequate weight loss, not a surgical complication, so exclusion X3 applies."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 677 tokens
The user wants me to apply the medical policy for bariatric surgery to this authorization request and output JSON only.
{
  "decision": "DENY",
  "reason": "Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass is not medically necessary when the indication is inadequate long-term weight loss without documented surgical complications. The policy requires evidence of a surgical complication for revision procedures.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior sleeve gastrectomy exists and conversion is for inadequate weight loss, not a documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 897 tokens
The user wants me to apply the medical policy for bariatric surgery to this authorization request and output JSON only.
{
  "decision": "DENY",
  "reason": "Prior sleeve gastrectomy without documented surgical complication requiring revision. Conversion is not medically necessary for inadequate weight loss.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior sleeve gastrectomy exists and conversion is for inadequate weight loss, not a documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Grok 4.5 · xAI8.4s · 533 out | 8.8s · 482 out | 7.8s · 389 out
Attempt 1
Reasoning · 485 tokens
The task is about prior authorization for bariatric surgery based on medical policy MP-208.
The policy explicitly excludes conversions of prior bariatric procedures unless medically necessary for a surgical complication. The request is for conversion due to inadequate weight loss, not a complication. Therefore, the decision is deny.
json{"decision":"deny","criteria":["X3"],"rationale":"Prior sleeve gastrectomy exists; conversion is for inadequate weight loss only, with no documented surgical complication, so exclusion X3 applies."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 435 tokens
The task is about prior authorization for bariatric surgery under MP-208.
json{"decision":"deny","criteria":["X3"],"rationale":"Prior sleeve gastrectomy with conversion requested for inadequate weight loss only; no surgical complication is documented, so exclusion X3 applies."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 342 tokens
The task is about prior authorization for bariatric surgery under MP-208.
json{"decision":"deny","criteria":["X3"],"rationale":"Prior sleeve gastrectomy with conversion requested for inadequate weight loss only; no surgical complication is documented, so exclusion X3 applies."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Gemini 3.1 Pro · Google9.4s · 800 out | 10.8s · 941 out | 6.2s · 455 out
Attempt 1
Reasoning · 733 tokens
**My Thought Process on the Prior Authorization Request for Bariatric Surgery**

Alright, let's break down this prior authorization request for bariatric surgery, referencing Medical Policy MP-208. My primary goal here is to determine if the member's request meets all the necessary criteria for approval, or if any exclusions apply.

First, I'm looking at the member's demographic and general information. They are 46 years old, which satisfies criterion D3. Their plan explicitly includes a bariatric surgery benefit, so that's a check on criterion A.

Next, I need to assess the specifics of the requested procedure and the member's history. The request is for a conversion from a sleeve gastrectomy to a Roux-en-Y gastric bypass. To evaluate this, I'm considering their current height and weight: 172 cm and 122.0 kg as of July 8, 2026. This gives me a BMI of 41.2, which meets criterion B1.

Now, this is where it gets interesting: the member's surgical history. They previously underwent a laparoscopic sleeve gastrectomy in September 2021. This immediately triggers my attention regarding exclusion X3, which deals with prior bariatric procedures. The stated indication for this conversion is "inadequate long-term weight loss." Crucially, the follow-up documentation confirms there have been no surgical complications such as leaks, strictures, or obstructions.

I'm also reviewing the member's recent weight management efforts and evaluations. They've had documented monthly contacts for five months, from February to June 2026, fulfilling criterion C. Their psychological evaluation was completed in June 2026 and they were cleared (criterion D1), and their nutritional evaluation was also completed in June 2026 (criterion D2).

Regarding other potential exclusions, there's no mention of substance use (so X1 is not triggered) and the member is not pregnant (so X2 is not triggered).

The critical point for me is the application of exclusion X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." The member *did* have a prior bariatric procedure, and while this request *is* for a revision, the documentation clearly states the reason is "inadequate long-term weight loss." Since there are no documented surgical complications—no leak, no stricture, nothing to indicate a complication from the original surgery—the exception to the exclusion does not apply. Therefore, exclusion X3 is clearly applicable here.

Because exclusion X3 applies, the decision must be to "deny" the request.

When documenting a denial, the policy requires me to list *only* the criteria that were not met or the exclusions that applied. I should *not* list the criteria that were met. In this case, the only applicable exclusion is X3.

My rationale needs to be concise and directly address the reason for denial. I'll state that the request is a revision of a prior bariatric procedure, and the indication is inadequate weight loss, not a surgical complication, which aligns with the exclusion.

A quick check confirms my reasoning. Height and weight are recent enough to be considered current, and even if there were minor documentation gaps, the denial based on X3 is definitive and doesn't require further pending. All other criteria were met, but the exclusion overrides them.

So, to summarize the final output for the system:
- Decision: "deny"
- Criteria: ["X3"]
- Rationale: "The member has a history of a prior bariatric procedure and the revision is not for a surgical complication."

I'm also considering a slightly more detailed rationale for clarity: "The request is denied because the member had a prior bariatric procedure and the revision is for inadequate weight loss rather than a surgical complication." This is clear, accurate, and addresses the core issue.

json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The request is denied because the member had a prior bariatric procedure and the revision is for inadequate weight loss rather than a documented surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 872 tokens
**My Thought Process on the Bariatric Surgery Prior Authorization Request**

Here's how I arrived at my decision for this prior authorization request for bariatric surgery, focusing solely on Medical Policy MP-208.

First, my primary objective is to assess whether the request meets the criteria outlined in MP-208 and then to determine the appropriate action: approve, deny, pend, or if it's not applicable. I also need to identify the specific criteria or exclusions that support my decision and provide a concise rationale.

I began by thoroughly analyzing the details of the request. I noted the member's age (46), confirming that their plan benefits do indeed cover bariatric surgery. I also looked at their physical metrics: a height of 172 cm and a weight of 122.0 kg, resulting in a BMI of 41.2 as of July 8, 2026. This BMI clearly meets one of the core criteria (Meets B1).

Crucially, I examined the member's surgical history. They had a prior bariatric procedure in 2021 – a sleeve gastrectomy. The current request is for a conversion to Roux-en-Y gastric bypass, with the stated reason being "inadequate long-term weight loss." I then reviewed the supporting documentation regarding the previous surgery. The notes explicitly state "no leak, no stricture, no obstruction, and no other surgical complication." This is a very important detail.

Next, I confirmed that the member met the requirements for ongoing weight management support, with documented monthly contacts between February and June 2026 (Meets C). I also verified that the necessary evaluations were completed: a psychological evaluation clearing them (Meets D1), and a nutritional evaluation (Meets D2). Their age (46) also meets the age-related criteria (Meets D3). Furthermore, I checked for any substance use issues (none reported, so X1 is passed) and pregnancy status (not pregnant, so X2 is passed).

Now, I had to evaluate the request against the policy's *exclusions*. This is where the critical piece of information regarding the prior surgery comes into play. Medical Policy MP-208, specifically exclusion X3, states that a prior bariatric procedure is an exclusion, *unless* the request is for a revision documented as medically necessary for a *surgical complication*.

Looking back at the documentation, the member *does* have a prior bariatric procedure. The request *is* for a revision. However, the documented reason for the revision is "inadequate long-term weight loss," and the operative and follow-up notes clearly state there were *no* surgical complications. This means exclusion X3 directly applies.

Because a policy exclusion has been met, the decision is definitively a `deny`. There's no need to consider other criteria that were met, as the exclusion overrides them.

For the `criteria` field, I only list the identifier of the exclusion that was met, which is `["X3"]`.

Finally, for the `rationale`, I need to succinctly explain why the denial was issued, staying under 40 words. My rationale is: "The request is denied because the member has had a prior bariatric procedure and the revision is for inadequate weight loss, not a documented surgical complication." This accurately reflects the application of exclusion X3 based on the provided information.

Everything is consistent and straightforward based on the policy.

json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The request is denied because the member has had a prior bariatric procedure and the requested revision is for inadequate weight loss rather than a documented surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 392 tokens
**My Thought Process on This Bariatric Surgery Request**

Alright, let's break down this member's request for bariatric surgery. My initial scan shows a BMI of 41.2, which certainly ticks the box for a Class 1 obese patient (B1 met). They're asking for a conversion of a sleeve gastrectomy to a Roux-en-Y gastric bypass.

Now, I need to look at the surgical history. Ah, they had a laparoscopic sleeve gastrectomy back in 2021. The stated reason for this conversion is "inadequate long-term weight loss" and there's no mention of any surgical complications like leaks, strictures, or obstructions.

This is where a major red flag goes up for me: Exclusion X3. This exclusion clearly states that a prior bariatric procedure is not covered *unless* the request is a revision documented as medically necessary for a *surgical complication*.

Since this revision is purely for inadequate weight loss and there's no documented surgical complication from the previous sleeve, Exclusion X3 definitively applies. Therefore, this request should be denied based on that exclusion.

Just to be thorough, I'll quickly review the other criteria. The plan *does* include bariatric surgery benefits (A met). Their BMI is 41.2 (B1 met). They've completed the required supervised weight management for 5 months with monthly contacts (C met). The psychological evaluation cleared them (D1 met), nutritional evaluation is complete (D2 met), and they are 46 years old (D3 met).

I also checked other exclusions. No active SUD (X1 not met), and they're not pregnant (X2 not met). So, the only applicable exclusion is X3.

The decision is clear: Deny. The criteria for denial are ["X3"]. The rationale is that the member had a prior bariatric procedure, and this request is a revision for weight regain, not for a documented surgical complication. This is not a benefit exclusion (A0) because the plan itself does cover bariatric surgery, but this specific *circumstance* falls under an exclusion.

json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The member had a prior bariatric procedure and the requested revision is for inadequate weight loss rather than a documented surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Claude Opus 5 · Anthropic2.9s · 176 out | 2.7s · 140 out | 2.2s · 134 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior sleeve gastrectomy in 2021 with conversion sought for inadequate weight loss; notes affirmatively document no leak, stricture, obstruction, or other surgical complication, so the revision exception under X3 does not apply."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member had a prior sleeve gastrectomy in 2021 and this conversion is for inadequate weight loss, not a documented surgical complication; notes affirmatively exclude leak, stricture, or obstruction."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior sleeve gastrectomy in 2021 with conversion sought for inadequate weight loss; notes affirmatively document no surgical complication, so the revision exception does not apply."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Gemini 3 Flash · Google28.0s · 4,301 out | 22.8s · 3,014 out | 27.9s · 3,979 out
Attempt 1
Reasoning · 4,227 tokens
**My Thought Process on the Bariatric Surgery Policy (MP-208)**

Alright, let's break down this case for bariatric surgery, MP-208. My first step is always to check the fundamental requirements and then any exclusions.

First, I see the member is 46 years old. Policy requirement D3 states the member must be 18+, so that's met right away.

Next, I confirm the plan itself covers bariatric surgery. Requirement A is met here because the member's plan *includes* this benefit. If it didn't, it would be a simple denial based on benefit exclusion (A0), but that's not the case here.

Now, for the clinical criteria:
*   **BMI (Requirement B1):** The member's BMI is 41.2 (calculated from 172 cm and 122 kg on 2026-07-08). The policy requires a BMI of 40.0 or greater for this procedure, so B1 is met.
*   **Supervised Weight Management (Requirement C):** The documentation shows a program from February 2026 to June 2026 with monthly contacts. The policy requires 3 consecutive months, and this clearly exceeds that. Requirement C is met.
*   **Psychological Evaluation (D1):** The evaluation was on 2026-06-15 and cleared the member. This is within the required 12-month timeframe. D1 is met.
*   **Nutritional Evaluation (D2):** This was done on 2026-06-18, also within the required 12 months. D2 is met.
*   **Age (D3):** As noted earlier, the member is 46, meeting the 18+ requirement. D3 is met.

So far, all the clinical criteria appear to be met. However, the crucial part is always checking the exclusions.

*   **Exclusion X1:** Checked for substance use disorder – none documented. Met.
*   **Exclusion X2:** Checked for pregnancy – not pregnant. Met.
*   **Exclusion X3:** This is the critical one. It states: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

Here's where it gets specific. The member *did* have a prior bariatric procedure – a laparoscopic sleeve gastrectomy on 2021-09-30. The current request is for a *conversion* to Roux-en-Y. The *indication* provided is "inadequate long-term weight loss."

Now, the policy is very clear about the exception to X3: the revision must be "documented as medically necessary for a *surgical complication*." I meticulously reviewed the notes, and they explicitly state: "no leak, no stricture, no obstruction, and no other surgical complication."

Since the stated reason for the conversion is "inadequate long-term weight loss" and *not* a documented surgical complication like a leak, stricture, or obstruction, exclusion X3 directly applies. The absence of surgical complications means the exception to X3 is not met.

Therefore, my decision is to **deny** the request. The sole criterion that led to this denial is **X3**.

My rationale is that the member has a history of prior bariatric surgery, and the current request for conversion is not for a documented surgical complication, which is excluded under policy criterion X3. I need to ensure the rationale is concise and under 40 words.

Let me rephrase the rationale to be precise and fit the constraints: "The member has had a prior bariatric procedure. The request for conversion is due to inadequate long-term weight loss and lacks documentation of a surgical complication, which is an exclusion under criterion X3." That's 33 words, clear and direct.

Finally, I need to format this into the required JSON structure. The decision is "deny", the criteria is ["X3"], and the rationale is the sentence I just crafted.

json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The member has had a prior bariatric procedure, and the request for revision lacks documentation of a surgical complication, which is a required exception to the exclusion under criterion X3."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 2,942 tokens
**Review of Bariatric Surgery Request (MP-208)**

My thought process here is to meticulously go through the policy criteria for MP-208, which covers bariatric surgery, and apply it to the specific member's case. I'm treating this as a clinical review where every detail matters.

First, I confirm the basic eligibility.
*   **Benefit:** The plan *does* include a bariatric surgery benefit, so I can proceed with further checks. This means I don't immediately deny based on benefit exclusion (like an A0 scenario). (Criterion A: Met)

Next, I check the medical necessity criteria.
*   **BMI:** The member's BMI is 41.2 (calculated from 172 cm and 122 kg), which is well above the threshold of 40.0. (Criterion B1: Met)
*   **Weight Management:** The member participated in a supervised weight management program from February 2026 to June 2026, documenting monthly contacts. This is 5 months of documented, consistent engagement. (Criterion C: Met)
*   **Evaluations:**
    *   **Psychological:** A psychological evaluation was completed on 2026-06-15, within the required 12-month window, and resulted in a clearance. (Criterion D1: Met)
    *   **Nutritional:** A nutritional evaluation was completed on 2026-06-18, also within the 12-month window. (Criterion D2: Met)
    *   **Age:** The member is 46 years old, meeting the requirement of being 18 years or older. (Criterion D3: Met)

Now, I move to the exclusions, as these can override otherwise met criteria.
*   **Exclusion X1 (Substance Use):** There's no indication of substance use.
*   **Exclusion X2 (Pregnancy):** There's no indication of pregnancy.
*   **Exclusion X3 (Prior Bariatric Procedure):** This is where I need to be very careful. The member *has* had a prior bariatric procedure: a laparoscopic sleeve gastrectomy on 2021-09-30. The policy states an exclusion for a prior procedure *unless* the request is a revision *documented as medically necessary for a surgical complication*.

This is the critical point. The request is for a conversion from sleeve to Roux-en-Y. I need to scrutinize the documentation regarding complications.
*   The clinical record explicitly states: "The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication."
*   The stated reason for conversion is "inadequate long-term weight loss."

My understanding, based on standard medical policy interpretation and the explicit wording here, is that "inadequate long-term weight loss" is *not* a surgical complication. The policy's exception hinges on a *surgical* complication (mechanical failure, etc.), and the record specifically denies any such complication. Therefore, X3 applies.

I also double-check the additional documentation requirements (E1, E2, E3) to ensure nothing else would lead to a "pend" instead of a denial.
*   E1 (Contacts for C): Covered by the 5 months of documented monthly contacts. (Met)
*   E2 (Psych Eval Report for D1): The "cleared" status implies the report or its conclusion is in the record. (Met)
*   E3 (Height/Weight within 90 days): The height and weight were documented on 2026-07-08, which is current and within the timeframe relative to the other evaluations. (Met)

Since all the *approval* criteria (A, B1, C, D1, D2, D3) are met, but Exclusion X3 clearly applies because the revision is *not* for a documented surgical complication, my decision must be a denial.

The decision is to **deny**.
The specific criterion leading to denial is **X3**.
The rationale needs to be concise and directly address why X3 applies: The member had a prior bariatric procedure, and the request for conversion is not for a documented surgical complication, which is an exclusion under the policy. The clinical record explicitly notes no complications were present, and the stated indication is inadequate weight loss.

I then refine this into the final JSON output, ensuring the rationale is clear, accurate, and within reasonable word count. I specifically look for any nuances that might redefine "inadequate weight loss" as a complication within this context, but the explicit denial of "any other surgical complication" alongside the stated indication of "inadequate weight loss" seals it. My final rationale focuses on the lack of a documented surgical complication as the trigger for X3.

```json
{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The member has a history of prior bariatric surgery. This request for conversion is excluded because it is not for a documented surgical complication, as the clinical record explicitly notes no complications were present."
}
```

json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The member has a history of prior bariatric surgery. The request for conversion is excluded under X3 because it is not documented as medically necessary for a surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 3,903 tokens
**Bariatric Surgery Policy Review - MP-208**

As I review this request for bariatric surgery, my primary focus is the policy MP-208 and its criteria for approval. I need to ensure that all conditions, specifically A, B, C, and D are met, and crucially, that no exclusions apply.

First, I check **Criterion A: Benefit Included**. The information confirms that the member's plan indeed includes the bariatric surgery benefit, so this criterion is satisfied.

Next, I move to **Criterion B: BMI**. The member's recorded BMI is 41.2. The policy requires a BMI of 40.0 or greater for this tier (B1), which this member clearly meets.

Then, **Criterion C: Supervised Weight Management**. The policy requires three consecutive months of supervised weight management with monthly contacts within the last 24 months. The record shows documentation from February 2026 to June 2026, with monthly contacts confirmed. This covers a five-month period, well exceeding the three-month requirement, so C is met.

**Criterion D: Evaluations**. This criterion has several sub-points:
*   **D1: Psychological Evaluation:** The member had a psychological evaluation on June 15, 2026, within the last 12 months, and was cleared for surgery. This is met.
*   **D2: Nutritional Evaluation:** A nutritional evaluation was completed on June 18, 2026, also within the last 12 months. This is met.
*   **D3: Member Age:** The member is 46 years old, which satisfies the requirement of being 18 years of age or older. This is met.

So far, all the core approval criteria (A, B, C, D) appear to be met. However, the critical step is to examine the **Exclusions**.

I review each exclusion:
*   **X1: Active substance use?** The record indicates no active substance use. This exclusion does not apply.
*   **X2: Pregnancy?** The member is not pregnant. This exclusion does not apply.
*   **X3: Prior bariatric procedure?** This is where I encounter a significant issue. The member has a documented prior bariatric procedure: a Laparoscopic sleeve gastrectomy on September 30, 2021. The policy states that a prior bariatric procedure is an exclusion *unless* the request is for a revision documented as medically necessary for a surgical complication.

Now I must carefully assess the documentation regarding the *reason* for this current request, which is a "Conversion of sleeve gastrectomy to Roux-en-Y". The record explicitly states, "no leak, no stricture, no obstruction, and no other surgical complication." The indication given is "inadequate long-term weight loss."

This is the crux of the matter. Exclusion X3 applies because there *is* a prior bariatric procedure. The exception to X3 requires a *surgical complication*. The documentation clearly states there are *no* surgical complications; the issue is inadequate weight loss, which does not meet the exception. Therefore, exclusion X3 is applicable.

Since an exclusion applies, the request cannot be approved, and I must deny it. My decision is to deny based on this exclusion.

For the criteria, I am instructed to list only the identifiers that were not met or the exclusions that applied. In this case, it is **X3**, the exclusion for a prior bariatric procedure without a documented surgical complication.

My rationale needs to be concise and clearly state the reason for denial based on the policy and the provided documentation. It should reflect that while other criteria were met, the prior surgery with no documented complication triggers the exclusion.

Therefore, my final determination is to deny the request, citing X3 as the sole reason, because the member has a history of bariatric surgery, and the current request for conversion is not due to a documented surgical complication as required by the policy to override this exclusion.

```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The request is denied under exclusion X3 because the member has had a prior bariatric procedure. The policy only permits revisions for documented surgical complications, and the record states no surgical complications were found."
}
```

json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The request is denied under exclusion X3 because the member has had a prior bariatric procedure. Revisions are only covered for documented surgical complications, which are explicitly absent in this record."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Kimi K3 · Moonshot22.5s · 415 out | 19.6s · 438 out | 20.9s · 834 out
Attempt 1
Reasoning · 333 tokens
The policy MP-208 applies to bariatric surgery (sleeve gastrectomy or Roux-en-Y). The request is conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. The policy governs this.

A: Benefit — plan includes bariatric surgery benefit. Met.

B: BMI — 41.2 ≥ 40, B1 met.

C: Supervised weight management — programme 2026-02 through 2026-06, monthly contacts documented, 3 consecutive months within 24 months preceding the request. Met (5 months).

D1: Psych eval 2026-06-15, cleared, within 12 months. Met.
D2: Nutritional eval 2026-06-18, within 12 months. Met.
D3: 46 years old, ≥18. Met.

Exclusions:
X1: No substance use. Not applicable.
X2: Not pregnant, no planned pregnancy mentioned. Not applicable.
X3: Prior bariatric procedure — yes, sleeve gastrectomy 2021-09-30. "unless the request is a revision documented as medically necessary for a surgical complication." The request is a conversion (a revision), but there is NO surgical complication documented — notes explicitly document no leak, no stricture, no obstruction, no other surgical complication. Indication is inadequate long-term weight loss, which is not a surgical complication. So X3 applies → deny.

So decision: deny. Criteria: X3 only (for denial, list only identifiers not met or exclusions that applied).

Rationale: under 40 words.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member had a prior sleeve gastrectomy, and the conversion is requested for inadequate weight loss, not a documented surgical complication (notes explicitly confirm no leak, stricture, or obstruction), so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 347 tokens
Let me apply the policy.

A. Benefit — plan includes bariatric surgery benefit. Met.

B. BMI — 41.2 ≥ 40, B1 met. Height/weight dated 2026-07-08, within 90 days (request presumably current; effective date 2026-01-01; the record says 2026-07-08 — no request date given, but assume current). E3 not an issue.

C. Supervised weight management — programme 2026-02 through 2026-06 (that's 5 months... February, March, April, May, June — 5 months), monthly contacts documented, within 24 months preceding request. At least 3 consecutive months — yes. Met.

D. Evaluations — D1 psych eval 2026-06-15, within 12 months, cleared. D2 nutritional 2026-06-18. D3 age 46 ≥ 18. Met.

Exclusions:
X1 — none. X2 — not pregnant, no mention of planned pregnancy. X3 — prior bariatric procedure: sleeve gastrectomy 2021. The request is a revision (conversion to Roux-en-Y). X3 applies unless the request is a revision documented as medically necessary for a surgical complication. Here, the notes explicitly document no leak, no stricture, no obstruction, no other surgical complication. The stated indication is "inadequate long-term weight loss". So the exception does not apply. X3 applies → deny.

Decision: deny. Criteria: X3 only (criteria met are not listed).

Rationale: under 40 words, one or two sentences.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member had a prior sleeve gastrectomy, and the requested conversion is not a revision for a documented surgical complication; notes affirm no leak, stricture, obstruction, or other complication, with weight regain as the sole indication. Exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 743 tokens
Let me work through this policy carefully.

The request: Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. This is a revision/conversion of a prior bariatric procedure.

Policy MP-208: APPROVE when A, B, C, D all met and no exclusion applies.

A. BENEFIT — plan includes bariatric surgery benefit. Yes, stated. Met.

B. BMI — B1: BMI ≥ 40.0. BMI is 41.2. Met (B1). Also height/weight from 2026-07-08, within 90 days presumably.

C. Supervised weight management — programme 2026-02 through 2026-06, monthly contacts documented. That's 5 months, at least 3 consecutive months within 24 months preceding request. Met.

D. Evaluations — D1 psych eval 2026-06-15 cleared (within 12 months). D2 nutritional eval 2026-06-18 (within 12 months). D3 member is 46, ≥18. Met.

Exclusions:
X1. Substance use disorder — none. Not applicable.
X2. Pregnancy — not pregnant, nothing about planned. Not applicable.
X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.

The member had a prior sleeve gastrectomy (2021). The request is a conversion to Roux-en-Y — i.e., a revision. But the notes document no leak, no stricture, no obstruction, no other surgical complication. The stated indication is "inadequate long-term weight loss." So the exception to X3 does not apply — the revision is NOT documented as medically necessary for a surgical complication. Therefore X3 applies → deny.

Decision: deny.
Criteria: X3 only (for denial, list only identifiers not met or exclusions that applied).

Rationale: Prior sleeve gastrectomy with no documented surgical complication; conversion sought for inadequate weight loss, so exclusion X3 applies. Under 40 words.

Rationale draft: "Member had a prior sleeve gastrectomy, and the requested conversion is not documented as medically necessary for a surgical complication — notes affirm no leak, stricture, or obstruction; indication is inadequate weight loss. Exclusion X3 applies."

Word count: Let me count: "Member had a prior sleeve gastrectomy, and the requested conversion is not documented as medically necessary for a surgical complication; the record affirms no leak, stricture, or obstruction, and the stated indication is inadequate weight loss. Exclusion X3 applies." That's about 41 words. Trim.

"Prior sleeve gastrectomy with no documented surgical complication (no leak, stricture, or obstruction); conversion is sought for inadequate weight loss, so the X3 exception does not apply and the exclusion bars approval." Count: Prior(1) sleeve(2) gastrectomy(3) with(4) no(5) documented(6) surgical(7) complication(8) no(9) leak(10) stricture(11) or(12) obstruction(13) conversion(14) is(15) sought(16) for(17) inadequate(18) weight(19) loss(20) so(21) the(22) X3(23) exception(24) does(25) not(26) apply(27) and(28) the(29) exclusion(30) bars(31) approval(32). ~32 words. Good.

Criteria: ["X3"].

Output JSON only.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior sleeve gastrectomy with no documented surgical complication (no leak, stricture, or obstruction); conversion is sought for inadequate weight loss, so the X3 exception for a medically necessary revision does not apply and the exclusion requires denial."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Gemini 2.5 Pro · Google20.0s · 1,796 out | 18.3s · 1,712 out | 23.0s · 1,998 out
Attempt 1
Reasoning · 1,723 tokens
Here are my thoughts and the subsequent analysis of this prior authorization request for bariatric surgery, as I, acting as a health plan analyst, would process it. My task is to apply Medical Policy MP-208 to the member's case and determine coverage, delivering the outcome as a structured JSON object.

First, I need to thoroughly understand the core components of the request and the governing policy.

**The Medical Policy (MP-208 - Bariatric Surgery):**
This policy outlines the criteria for approving bariatric surgeries, specifically mentioning sleeve gastrectomy and Roux-en-Y. Crucially, it states that all approval criteria (A, B, C, and D) must be met, and *no* exclusions can apply. The current request is for a conversion from a sleeve gastrectomy to a Roux-en-Y gastric bypass.

**Analyzing the Request Against the Policy:**

*   **Criterion A: BENEFIT:** The policy requires that the member's health plan includes coverage for bariatric surgery. The provided request explicitly states, "Plan includes the bariatric surgery benefit."
    *   *My conclusion:* Criterion A is satisfied.

*   **Criterion B: BODY MASS INDEX (BMI):** This has two sub-criteria:
    *   B1: A BMI of 40.0 or greater.
    *   B2: A BMI between 35.0 and 39.9, *if* accompanied by specific comorbidities (Type 2 Diabetes Mellitus, Obstructive Sleep Apnea, Hypertension, Non-alcoholic Steatohepatitis).
    The request provides the member's height and weight from 2026-07-08: 172 cm and 122.0 kg. Calculating this gives a BMI of 41.2.
    *   *My conclusion:* Criterion B1 is met, as 41.2 is greater than 40.0.

*   **Criterion C: SUPERVISED WEIGHT MANAGEMENT:** The policy mandates a structured weight management program for at least three consecutive months within the 24 months preceding the request, with documented monthly contacts. The request indicates: "Programme 2026-02 through 2026-06, monthly contacts documented." This period (February, March, April, May, June 2026) clearly spans more than three consecutive months and confirms monthly documentation.
    *   *My conclusion:* Criterion C is satisfied.

*   **Criterion D: EVALUATIONS:** This criterion requires several specific evaluations:
    *   D1: A psychological evaluation within the last 12 months, with clearance for surgery. The request notes: "2026-06-15: cleared." Assuming the request date is around July 2026, this falls within the 12-month window.
    *   D2: A nutritional evaluation within the last 12 months. The request states: "2026-06-18: completed." This also falls within the 12-month window.
    *   D3: The member must be 18 years or older. The request specifies the member is "46-year-old."
    *   *My conclusion:* All components of Criterion D (D1, D2, and D3) are met.

At this point, I've confirmed that the member meets criteria A, B, C, and D. However, the policy's exclusions are equally critical. I must now meticulously examine them.

**Analyzing the Request Against the Exclusions:**

*   **Exclusion X1: Active, untreated substance use disorder (SUD) within the last 12 months.** The request states: "Substance use: None."
    *   *My conclusion:* Exclusion X1 does not apply.

*   **Exclusion X2: Pregnancy (current or planned within 18 months).** The request states: "Not pregnant."
    *   *My conclusion:* Exclusion X2 does not apply.

*   **Exclusion X3: A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.**
    *   The request clearly states the member had a "Laparoscopic sleeve gastrectomy 2021-09-30." This is a prior bariatric procedure.
    *   Now, I must evaluate the "unless" clause: "unless the request is a revision documented as medically necessary for a surgical complication."
    *   The request's stated indication for the conversion is "inadequate long-term weight loss."
    *   Crucially, the operative and follow-up notes are cited as documenting "no leak, no stricture, no obstruction, and no other surgical complication."
    *   *My conclusion:* "Inadequate long-term weight loss" is *not* a surgical complication. Since the record explicitly confirms the absence of any surgical complications and the stated reason for the revision is not a complication, the exception to exclusion X3 is *not* met. Therefore, Exclusion X3 *does* apply.

**Determining the Final Decision:**
Because a policy exclusion (X3) has been met, the prior authorization request must be denied. The fact that the member otherwise meets all approval criteria is overridden by the applicable exclusion.

I also briefly considered potential "pend" criteria to ensure a denial is the most appropriate path. Pend criteria are typically for situations where the member *otherwise meets all criteria*, but supporting documentation is missing. In this case, a definitive exclusion is met, making it a clear denial, not a pend. For example, even if the psychological evaluation report was missing, the denial would still stand based on exclusion X3.

**Structuring the Output (JSON):**

Based on this thorough analysis, I will construct the JSON output with the required keys: `decision`, `criteria`, and `rationale`.

*   `decision`: Since exclusion X3 applies, the decision is "deny".
*   `criteria`: For a denial, this field should list the specific criteria *not* met or the exclusions that applied. In this instance, it's exclusion X3.
*   `rationale`: This needs to concisely explain *why* the denial was issued, referencing the policy and the member's case details.

Therefore, my final structured output will reflect this denial due to the exclusion for prior bariatric surgery not being for a documented surgical complication.

```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member has a history of a prior bariatric procedure. The policy only allows for a revision surgery in the case of a documented surgical complication, which is not present in this case."
}
```
json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The member has a history of bariatric surgery. The policy excludes a subsequent procedure unless it is for a documented surgical complication, which is not the indication for this request."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 1,637 tokens
Okay, I've reviewed the request for bariatric surgery. My role here is to act as a health plan analyst, and I need to apply our medical policy, MP-208, to this specific member's case. The ultimate goal is to determine if this prior authorization request for a bariatric surgery revision should be approved or denied, and to document my reasoning clearly in a JSON format with specific keys: `decision`, `criteria`, and `rationale`.

First, I'll break down the member's information and the request itself. The member is 46 years old and thankfully, their plan *does* include a bariatric surgery benefit, which is a good start. They're requesting a conversion from a sleeve gastrectomy (which they had in 2021) to a Roux-en-Y gastric bypass. The stated reason for this conversion is "inadequate long-term weight loss." It's important to note that the record explicitly confirms there were *no* surgical complications from their previous sleeve gastrectomy.

For weight management, they've participated in a structured program for five consecutive months, from February to June of 2026, with monthly documented contacts. This certainly meets the duration requirement. Psychologically, they were evaluated on June 15, 2026, and cleared for surgery. Similarly, a nutritional evaluation was completed on June 18, 2026. They have no reported substance use issues and are not currently pregnant. Their height is 172 cm and their weight on July 8, 2026, was 122.0 kg, resulting in a BMI of 41.2.

Now, I'll systematically go through each criterion of Policy MP-208 for bariatric surgery:

**Criterion A: Benefit**
The policy states the member's plan must include the bariatric surgery benefit. The request confirms this. **Criterion A is met.**

**Criterion B: Body Mass Index (BMI)**
This criterion requires either a BMI of 40.0 or greater, or a BMI between 35.0 and 39.9 with documented comorbidities. The member's BMI is 41.2. **Criterion B1 is met.**

**Criterion C: Supervised Weight Management**
The policy requires at least three consecutive months of participation in a structured weight management program with monthly documented contacts within the 24 months prior to the request. The member's program ran for five consecutive months with documented monthly contacts, which clearly exceeds the minimum requirement and falls within the timeframe. **Criterion C is met.**

**Criterion D: Evaluations**
This criterion requires several specific evaluations within the last 12 months:
*   **D1: Psychological Evaluation:** The member had a psychological evaluation on June 15, 2026, which cleared them for surgery. This is well within the 12-month window. **D1 is met.**
*   **D2: Nutritional Evaluation:** A nutritional evaluation was completed on June 18, 2026. This is also within the last 12 months. **D2 is met.**
*   **D3: Age:** The member must be 18 years of age or older. The member is 46. **D3 is met.**
**All parts of Criterion D are met.**

Now for the **Exclusions**. This is where I need to be particularly careful, as an exclusion will lead to a denial.
*   **X1: Substance Use Disorder:** The policy excludes coverage for active, untreated substance use disorder within the last 12 months. The request states "None." **Exclusion X1 does not apply.**
*   **X2: Pregnancy:** Coverage is denied for current or planned pregnancy within 18 months of surgery. The request states "Not pregnant." **Exclusion X2 does not apply.**
*   **X3: Prior Bariatric Procedure:** This is a critical one. The policy states to deny if there has been a prior bariatric procedure, *unless* the request is a revision documented as medically necessary for a *surgical complication*.
    *   The member *did* have a prior bariatric procedure: a laparoscopic sleeve gastrectomy in 2021.
    *   This request *is* for a revision (conversion).
    *   Now, the key question: is it "documented as medically necessary for a surgical complication"? The stated reason is "inadequate long-term weight loss." Crucially, the record explicitly states there are *no* surgical complications from the prior surgery (no leak, no stricture, no obstruction, etc.). "Inadequate weight loss" is not a surgical complication. Therefore, the exception to this exclusion is *not* met.
    *   **Exclusion X3 applies.**

**Documentation:** I also briefly checked for any outstanding documentation requirements, but there are none that would change the outcome, especially since the case is heading for a denial based on an exclusion.

**Decision:**
Based on the review, particularly the application of Exclusion X3, the decision must be to `deny`.

**Criteria:**
The specific criterion that led to the denial is `X3` (the exclusion for a prior bariatric procedure without a documented surgical complication).

**Rationale:**
My rationale needs to be concise and directly address why the denial occurred. The policy specifically excludes a second bariatric procedure unless it's to correct a documented surgical complication. This request is for a conversion due to inadequate weight loss, which the policy does not classify as a surgical complication, and the member's prior surgery had no documented complications.

Therefore, the final output in JSON format will reflect this analysis.

```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The policy excludes a second bariatric procedure unless it is to correct a surgical complication. The request is for conversion due to inadequate weight loss, which is not a surgical complication."
}
```
json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The policy excludes coverage for a second bariatric procedure unless it is for a documented surgical complication. The stated reason for conversion is inadequate weight loss, which is not a surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 1,924 tokens
Here are my thoughts as I've processed this prior authorization request for bariatric surgery:

Alright, so my task here is to act as a health plan analyst. I've got a prior authorization request for bariatric surgery, and I need to meticulously review it against our established medical policy, specifically MP-208. The output needs to be a precise JSON object with three keys: `decision`, `criteria`, and `rationale`.

First, I'll break down the request and then meticulously apply the policy, MP-208, to the member's specific situation.

**Policy Overview: MP-208 - BARIATRIC SURGERY (SLEEVE GASTRECTOMY OR ROUX-EN-Y)**

*   **Effective Date:** The policy is effective 2026-01-01. The request is for services in 2026, so this policy is indeed applicable.
*   **Service:** The policy covers bariatric surgery, including Sleeve Gastrectomy or Roux-en-Y. The request is for a *conversion* from a sleeve gastrectomy to a Roux-en-Y gastric bypass. This type of revisionary procedure falls under the scope of this policy.
*   **Approval Criteria:** To approve, the member must meet criteria A, B, C, and D *in addition to* having no applicable exclusions.

Now, let's dive into the member's information and see how it stacks up against each criterion.

**Member Information:**

*   **Age:** 46 years old.
*   **Plan Benefit:** The member's plan *does* include the bariatric surgery benefit. This is a crucial starting point.
*   **Request:** The request is for a conversion of a previous sleeve gastrectomy to a Roux-en-Y gastric bypass.
*   **Measurements:** Height: 172 cm, Weight: 122.0 kg, measured on 2026-07-08.
*   **BMI:** Calculating this from the height and weight, I get a BMI of 41.2. This is a significant value.
*   **Surgical History:** The member had a sleeve gastrectomy back on 2021-09-30. This is a key piece of information regarding exclusions.
*   **Reason for Conversion:** The stated reason for this conversion is "inadequate long-term weight loss." It's explicitly noted that there are *no surgical complications*. This distinction is critical.
*   **Weight Management:** The member participated in a structured weight management program from February 2026 to June 2026, with monthly documented contacts.
*   **Psychological Evaluation:** A psychological evaluation was completed on 2026-06-15 and the member was cleared for surgery.
*   **Nutritional Evaluation:** A nutritional evaluation was completed on 2026-06-18.
*   **Substance Use:** No substance use is reported.
*   **Pregnancy Status:** The member is not pregnant.

**Applying the Policy Criteria Step-by-Step:**

Let's go through each of the required approval criteria (A, B, C, D).

**A. BENEFIT:**
*   **Policy Requirement:** "the member's plan includes the bariatric surgery benefit."
*   **Member Record:** The record clearly states, "Plan includes the bariatric surgery benefit."
*   **Result:** Criterion A is met.

**B. BODY MASS INDEX (BMI):**
*   **Policy Requirement:**
    *   B1. BMI of 40.0 or greater.
    *   B2. BMI of 35.0 to 39.9 with at least one comorbidity.
*   **Member Record:** The member's BMI is 41.2, calculated from recent measurements (2026-07-08).
*   **Result:** Criterion B1 is met, as the BMI is significantly above 40.0.

**C. SUPERVISED WEIGHT MANAGEMENT:**
*   **Policy Requirement:** "participation in a structured weight management programme for at least 3 consecutive months within the 24 months preceding the request, with monthly documented contacts."
*   **Member Record:** The member engaged in a program from February 2026 through June 2026 with monthly documented contacts. This spans 5 consecutive months, well within the required 24-month window.
*   **Result:** Criterion C is met.

**D. EVALUATIONS:**
This criterion has three sub-parts that all need to be met.

*   **D1. Psychological evaluation within the last 12 months clearing the member for surgery.**
    *   **Member Record:** A psychological evaluation was completed on 2026-06-15 and the member was cleared. This is within the last 12 months.
    *   **Result:** D1 is met.
*   **D2. Nutritional evaluation within the last 12 months.**
    *   **Member Record:** The nutritional evaluation was completed on 2026-06-18, also within the last 12 months.
    *   **Result:** D2 is met.
*   **D3. Documentation that the member is 18 years of age or older.**
    *   **Member Record:** The member is 46 years old.
    *   **Result:** D3 is met.
*   **Overall Result for D:** All sub-criteria for D are met.

So far, the member meets all the necessary approval criteria (A, B, C, and D). However, this is not the end of the review; I must also check for any exclusions.

**EXCLUSIONS:**

The policy explicitly states that even if all approval criteria are met, the request will be denied if any of the exclusions apply.

*   **X1. Active, untreated substance use disorder within the last 12 months.**
    *   **Member Record:** The record states, "Substance use: None."
    *   **Result:** Exclusion X1 does not apply.
*   **X2. Pregnancy, current or planned within 18 months of surgery.**
    *   **Member Record:** The member is "Not pregnant."
    *   **Result:** Exclusion X2 does not apply.
*   **X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.**
    *   **Member Record:** The member's surgical history includes a laparoscopic sleeve gastrectomy on 2021-09-30. This means there *is* a prior bariatric procedure.
    *   Now, I need to check the exception: "unless the request is a revision documented as medically necessary for a surgical complication."
    *   The member's record states the reason for conversion is "inadequate long-term weight loss," and importantly, it explicitly notes "no surgical complication." The operative and follow-up notes confirm no leak, stricture, obstruction, or other surgical complication.
    *   "Inadequate long-term weight loss" is a clinical outcome, but it is *not* considered a surgical complication by the policy's definition for this exclusion.
    *   **Result:** Exclusion X3 *applies* because there is a prior bariatric procedure, and the revision is *not* documented as medically necessary for a surgical complication.

**Decision Logic Formulation:**

Based on my review:
*   Criteria A, B, C, and D are all met.
*   However, Exclusion X3 applies.

The policy clearly states: "APPROVE when A, B, C, and D are all met and **no exclusion applies**." Conversely, it also states: "**deny** if any apply."

Therefore, the presence of Exclusion X3, which is not overcome by the exception, mandates a denial.

**Determining the Criteria for Denial:**

The instructions specify: "For a denial, list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met." In this case, the denial is due to an exclusion. The applicable exclusion is X3.

**Rationale Construction:**

The rationale needs to be concise, under 40 words, and clearly explain *why* the denial is occurring, referencing the cited criterion.

I'll craft a rationale that highlights the prior surgery and the absence of a surgical complication as the basis for denial under X3.

*   Initial thought: "The member has a prior bariatric surgery, which is an exclusion. Revision is covered only for surgical complications, and this request is for inadequate weight loss, which is not a complication." (31 words)
*   Refinement for clarity: "The request is for a revision of a prior bariatric procedure. The policy excludes this unless for a documented surgical complication. The stated reason, inadequate weight loss, is not a surgical complication." (31 words) This sounds accurate and directly addresses the policy's stipulations.

**Final JSON Assembly:**

Putting it all together into the required JSON format:

*   `decision`: "deny"
*   `criteria`: ["X3"]
*   `rationale`: "The request is for a revision of a prior bariatric procedure. The policy excludes this unless for a documented surgical complication. The stated reason, inadequate weight loss, is not a surgical complication."

This seems to be a complete and accurate assessment according to the policy and the member's presented information.

```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The request is for a revision of a prior bariatric procedure. The policy excludes this unless for a documented surgical complication. The stated reason, inadequate weight loss, is not a surgical complication."
}
```
json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The request is for revision of a prior bariatric surgery. The policy excludes this unless for a documented surgical complication, and the stated reason of inadequate weight loss does not qualify."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GLM-5.2 · Z.ai13.8s · 1,147 out | 9.6s · 945 out | 3.7s · 267 out
Attempt 1
Reasoning · 1,066 tokens
Let me carefully analyze this prior authorization request against the medical policy MP-208.

First, let me check each criterion:

**A. Benefit** - The member's plan includes the bariatric surgery benefit. ✓ A is met.

**B. Body Mass Index** - BMI is 41.2, which is ≥ 40.0. So B1 is met. ✓

**C. Supervised Weight Management** - Programme 2026-02 through 2026-06, monthly contacts documented. Let me count: February, March, April, May, June = 5 months of monthly contacts, all within the 24 months preceding the request (the request appears to be around July 2026). 5 consecutive months ≥ 3 consecutive months. ✓ C is met.

**D. Evaluations**:
- D1: Psychological evaluation 2026-06-15, cleared. Within the last 12 months. ✓
- D2: Nutritional evaluation 2026-06-18, completed. Within the last 12 months. ✓
- D3: Member is 46 years old, so ≥ 18. ✓

All of D is met. ✓

**Exclusions**:
- X1: Active, untreated substance use disorder within the last 12 months. The record says "Substance use: None." Not applicable. ✓
- X2: Pregnancy, current or planned within 18 months of surgery. "Not pregnant." Not applicable. ✓
- X3: A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.

This is the key issue. The member had a laparoscopic sleeve gastrectomy on 2021-09-30. This is a prior bariatric procedure. The requested service is a conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. The operative and follow-up notes document NO leak, NO stricture, NO obstruction, and NO other surgical complication. The stated indication for conversion is "inadequate long-term weight loss."

So X3 applies because:
1. There is a prior bariatric procedure (sleeve gastrectomy in 2021)
2. The request is NOT a revision documented as medically necessary for a surgical complication — the notes explicitly document no surgical complications, and the indication is "inadequate long-term weight loss" which is not a surgical complication.

Therefore, X3 exclusion applies, and the request should be denied.

Let me re-read X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

The member had a prior bariatric procedure (sleeve gastrectomy). The request is a conversion to RYGB. The notes document no surgical complication (no leak, no stricture, no obstruction, no other surgical complication). The indication is "inadequate long-term weight loss" — which is not a surgical complication.

So the exception to X3 does NOT apply because:
- The request is not documented as medically necessary for a surgical complication
- There are no surgical complications documented
- The indication is weight loss inadequacy, not a complication

Therefore, X3 applies, and the decision is DENY.

The criteria to cite for a denial: only the identifiers that were not met or the exclusions that applied. So I cite X3.

Let me double-check the rationale. The prior bariatric procedure (sleeve gastrectomy) triggers exclusion X3. The exception requires the revision to be documented as medically necessary for a surgical complication, but the operative and follow-up notes explicitly document no surgical complication, and the indication is inadequate weight loss, not a surgical complication.

Decision: deny
Criteria: ["X3"]
Rationale: The member has a prior bariatric procedure (sleeve gastrectomy 2021). Exclusion X3 applies because the conversion is not documented as medically necessary for a surgical complication — the notes confirm no complication and the indication is inadequate weight loss.

Let me make sure the rationale is under 40 words. Let me count: "The member has a prior bariatric procedure (sleeve gastrectomy 2021). Exclusion X3 applies because the conversion is not documented as medically necessary for a surgical complication — the notes confirm no complication and the indication is inadequate weight loss." That's about 37 words. Good.

Wait, let me reconsider. Is the conversion itself a "revision" under X3? X3 says "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." 

The request is a conversion from sleeve to RYGB. Is a conversion a "revision"? In bariatric surgery terminology, a conversion is a type of revision. But the key is whether it's "documented as medically necessary for a surgical complication." The notes explicitly state no surgical complication, and the indication is "inadequate long-term weight loss." So even if we consider the conversion a revision, it's not documented as medically necessary for a surgical complication. The exclusion X3 applies.

So the decision is deny, citing X3.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Exclusion X3 applies: the member had a prior bariatric procedure (sleeve gastrectomy 2021) and the conversion is not documented as medically necessary for a surgical complication — notes confirm no complication and the indication is inadequate weight loss."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 877 tokens
Let me analyze this case carefully.

**Requested service**: Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass.

**Policy applicability**: The policy governs "Bariatric Surgery (Sleeve Gastrectomy or Roux-en-Y)". The requested service is a conversion to Roux-en-Y gastric bypass, which is one of the procedures the policy covers. So the policy governs this request.

**Criterion A - Benefit**: The member's plan includes the bariatric surgery benefit. ✓ Met.

**Criterion B - BMI**: BMI 41.2, which is ≥ 40.0. B1 is met. ✓

**Criterion C - Supervised Weight Management**: Programme 2026-02 through 2026-06, monthly contacts documented. That's 5 consecutive months (Feb, Mar, Apr, May, Jun) within the 24 months preceding the request (request is presumably around July 2026). ✓ Met.

**Criterion D - Evaluations**:
- D1: Psychological evaluation 2026-06-15, cleared. Within 12 months. ✓
- D2: Nutritional evaluation 2026-06-18, completed. Within 12 months. ✓
- D3: Member is 46 years old. ✓

**Exclusions**:
- X1: Active, untreated substance use disorder within the last 12 months. "Substance use: None." ✓ Not applicable.
- X2: Pregnancy. "Not pregnant." ✓ Not applicable.
- X3: A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.

This is the critical exclusion. The member had a laparoscopic sleeve gastrectomy on 2021-09-30. This is a prior bariatric procedure. The request is for conversion to Roux-en-Y. The policy says X3 applies (deny) unless the request is a revision documented as medically necessary for a surgical complication.

The record states: "The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication. The stated indication for conversion is 'inadequate long-term weight loss'."

So the conversion is NOT documented as medically necessary for a surgical complication. The indication is "inadequate long-term weight loss" - this is a weight-loss indication, not a surgical complication. And the notes explicitly document NO surgical complications.

Therefore X3 applies: there is a prior bariatric procedure, and the request is not a revision documented as medically necessary for a surgical complication.

**Decision**: Deny based on X3.

Wait, let me reconsider. The conversion from sleeve to RYGB is essentially a revision of a prior bariatric procedure. But the exception in X3 requires that it be "documented as medically necessary for a surgical complication." The record explicitly states there are no surgical complications - no leak, no stricture, no obstruction, and no other surgical complication. The indication is "inadequate long-term weight loss," which is not a surgical complication.

So X3 applies because:
1. There is a prior bariatric procedure (sleeve gastrectomy 2021).
2. The request is NOT documented as medically necessary for a surgical complication (no complications documented; indication is weight loss).

Therefore, deny under X3.

The criteria for the decision: X3 (the exclusion that applied).

**Decision**: deny
**Criteria**: ["X3"]
**Rationale**: The member has a prior bariatric procedure (sleeve gastrectomy 2021), and the conversion is not documented as medically necessary for a surgical complication — the indication is inadequate weight loss with no complications documented. X3 applies.

Let me keep the rationale under 40 words.

"The member has a prior bariatric procedure. X3 permits a revision only when documented as medically necessary for a surgical complication; here no complication is documented and the indication is inadequate weight loss."

That's about 35 words. Good.

Let me count: "The member has a prior bariatric procedure. X3 permits a revision only when documented as medically necessary for a surgical complication; here no complication is documented and the indication is inadequate weight loss." - 34 words. Good.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member has a prior bariatric procedure. X3 permits a revision only when documented as medically necessary for a surgical complication; here no complication is documented and the indication is inadequate weight loss."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 201 tokens
Let me analyze this case against the policy.

The member has a prior bariatric procedure (sleeve gastrectomy 2021-09-30) and is requesting conversion to Roux-en-Y gastric bypass. This triggers exclusion X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

The record states: "The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication. The stated indication for conversion is 'inadequate long-term weight loss'."

So X3 applies because there is a prior bariatric procedure and the request is not a revision documented as medically necessary for a surgical complication - the indication is inadequate weight loss, not a surgical complication.

Decision: deny

Criteria: X3

Rationale: The member has a prior bariatric procedure, and the conversion is for inadequate weight loss, not a surgical complication, so exclusion X3 applies.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member has a prior bariatric procedure (sleeve gastrectomy). The conversion is for inadequate weight loss, not a documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Claude Opus 4.8 · Anthropic2.0s · 96 out | 2.0s · 95 out | 2.1s · 100 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member had a prior sleeve gastrectomy, and this revision is for inadequate weight loss with no documented surgical complication, so the X3 revision exception does not apply."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member had a prior sleeve gastrectomy, and this conversion is for inadequate weight loss, not a documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior sleeve gastrectomy exists; the conversion is for inadequate weight loss/regain, not a documented surgical complication, so the revision exception to X3 does not apply."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Claude Sonnet 5 · Anthropic3.5s · 173 out | 2.6s · 190 out | 3.3s · 194 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member has a prior bariatric procedure and the conversion is requested for inadequate weight loss, not a documented surgical complication, so the revision exception does not apply."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member had a prior bariatric procedure and the requested revision is for inadequate weight loss, not a documented surgical complication, so X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member has a prior sleeve gastrectomy and the requested conversion is for inadequate weight loss/regain, not a documented surgical complication, so the revision exclusion applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Claude Sonnet 4.6 · Anthropic2.5s · 89 out | 2.4s · 84 out | 2.5s · 86 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member had a prior bariatric procedure (sleeve gastrectomy 2021-09-30). The request is for conversion, but the record documents no surgical complication; the sole indication is inadequate weight loss, not a complication requiring revision."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member had a prior bariatric procedure (sleeve gastrectomy 2021-09-30), and the requested conversion is indicated for inadequate weight loss, not a documented surgical complication; exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member had a prior bariatric procedure (sleeve gastrectomy 2021-09-30), and the conversion request is not documented as medically necessary for a surgical complication; the stated indication is inadequate long-term weight loss."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Qwen3.7 Max · Alibaba18.9s · 1,136 out | 9.8s · 686 out | 9.4s · 787 out
Attempt 1
Reasoning · 1,066 tokens
The user wants me to evaluate a prior authorization request for bariatric surgery (conversion of sleeve gastrectomy to Roux-en-Y gastric bypass) based on the provided medical policy MP-208.

Let's break down the policy criteria and the provided clinical record.

**Policy Criteria:**
APPROVE when A, B, C, and D are all met and no exclusion applies.

A. BENEFIT
- Plan includes bariatric surgery benefit.
- Record: "Plan includes the bariatric surgery benefit." -> Met.

B. BODY MASS INDEX
- B1. BMI >= 40.0
- B2. BMI 35.0-39.9 with comorbidities.
- Record: Height 172 cm, weight 122.0 kg. BMI 41.2. Date 2026-07-08. -> Met (B1).

C. SUPERVISED WEIGHT MANAGEMENT
- 3 consecutive months within 24 months preceding request, monthly documented contacts.
- Record: Programme 2026-02 through 2026-06, monthly contacts documented. -> Met.

D. EVALUATIONS
- D1. Psych eval within 12 months clearing member. Record: Psych eval 2026-06-15 cleared. -> Met.
- D2. Nutritional eval within 12 months. Record: Nutritional eval 2026-06-18 completed. -> Met.
- D3. Age >= 18. Record: 46-year-old. -> Met.

**EXCLUSIONS:**
- X1. Active, untreated SUD. Record: None.
- X2. Pregnancy. Record: Not pregnant.
- X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.
  - Record: "Surgical history: Laparoscopic sleeve gastrectomy 2021-09-30." -> Prior bariatric procedure.
  - "The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication. The stated indication for conversion is 'inadequate long-term weight loss'."
  - This means it is NOT documented as medically necessary for a surgical complication.
  - Therefore, Exclusion X3 applies.

**Decision:**
Deny, because Exclusion X3 applies.

**Criteria to list:**
For a denial, list only the identifiers that were not met or the exclusions that applied.
So, list "X3".

**Rationale:**
One or two sentences, under 40 words.
"The member has a prior bariatric procedure (sleeve gastrectomy) and the request for conversion is for inadequate weight loss, not for a documented surgical complication, triggering exclusion X3." 
Let's double check the wording.
"X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."
The record explicitly states: "no leak, no stricture, no obstruction, and no other surgical complication. The stated indication for conversion is 'inadequate long-term weight loss'."
This perfectly matches X3.

Let's check the JSON format:
```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member has a prior bariatric procedure and the conversion is for inadequate weight loss rather than a documented surgical complication, which triggers exclusion X3."
}
```

Word count of rationale:
"The (1) member (2) has (3) a (4) prior (5) bariatric (6) procedure (7) and (8) the (9) conversion (10) is (11) for (12) inadequate (13) weight (14) loss (15) rather (16) than (17) a (18) documented (19) surgical (20) complication, (21) which (22) triggers (23) exclusion (24) X3. (25)" -> 25 words. Under 40 words.

Check all keys: "decision", "criteria", "rationale".
Decision: "deny"
Criteria: ["X3"]
Rationale: "The member has a prior bariatric procedure and the conversion is for inadequate weight loss rather than a documented surgical complication, triggering exclusion X3." (24 words).

Everything looks correct.
No other exclusions apply.
All other criteria (A, B1, C, D1, D2, D3) are met, but X3 mandates a denial.
For a denial, list ONLY the identifiers that were not met or exclusions that applied. So just ["X3"].
Done.
**End of thought process**
json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The member has a prior bariatric procedure and the conversion is for inadequate weight loss rather than a documented surgical complication, triggering exclusion X3."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 616 tokens
The request is for conversion of sleeve gastrectomy to Roux-en-Y gastric bypass.
Member: 46-year-old. Plan includes bariatric surgery benefit (A met).
Requested service: Conversion of sleeve gastrectomy to Roux-en-Y.
Height/weight: BMI 41.2 (B1 met).
Surgical history: Laparoscopic sleeve gastrectomy 2021-09-30.
Indication: "inadequate long-term weight loss". No leak, no stricture, no obstruction, no other surgical complication.
Weight management: 2026-02 through 2026-06 (5 months, C met).
Psych eval: cleared (D1 met).
Nutritional eval: completed (D2 met).
Age: 46 (D3 met).
Substance use: None (X1 not met).
Pregnancy: Not pregnant (X2 not met).
Prior bariatric procedure: Yes, sleeve gastrectomy in 2021.
Exclusion X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."
The request is a conversion due to inadequate long-term weight loss, and notes document *no* surgical complication.
Therefore, X3 applies.
Decision: deny.
Criteria: X3.
Rationale: The member has a prior bariatric procedure and the request is for conversion due to weight regain, not a surgical complication, triggering exclusion X3.
Wait, let me double check X3.
X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.
The notes document no surgical complication. So X3 applies.
Decision: deny
Criteria: ["X3"]
Rationale: The member had a prior sleeve gastrectomy and the conversion is for inadequate weight loss without a documented surgical complication, which meets exclusion X3.
Word count of rationale: 24 words. Under 40 words.

Let's review the required JSON keys:
"decision": "deny"
"criteria": ["X3"]
"rationale": "The member had a prior sleeve gastrectomy and the conversion is for inadequate weight loss without a documented surgical complication, meeting exclusion X3."

Check if any other criteria are not met.
A: Met.
B: Met (BMI 41.2).
C: Met (Feb-Jun is 5 months, >3 months).
D: Met.
Exclusions: X3 applies.

Everything looks correct.
Decision: deny
Criteria: ["X3"]
Rationale: The request is for conversion of a prior bariatric procedure due to weight regain, without documentation of a surgical complication, triggering exclusion X3.
Word count: 24 words.
Perfect.
json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The request is for conversion of a prior bariatric procedure due to weight regain, without documentation of a surgical complication, triggering exclusion X3."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 720 tokens
Let me analyze this authorization request against the medical policy MP-208.

**Member details:**
- 46 years old
- Plan includes bariatric surgery benefit
- Requested service: Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass
- Height/weight 2026-07-08: 172 cm, 122.0 kg, BMI 41.2
- Surgical history: Laparoscopic sleeve gastrectomy 2021-09-30
- Nadir weight 88 kg in 2022, progressive regain since 2023
- Operative and follow-up notes: no leak, no stricture, no obstruction, no other surgical complication
- Indication for conversion: "inadequate long-term weight loss"
- Weight management: Programme 2026-02 through 2026-06, monthly contacts documented
- Psychological evaluation 2026-06-15: cleared
- Nutritional evaluation 2026-06-18: completed
- Substance use: None
- Not pregnant

**Policy Analysis:**

**A. BENEFIT** — Plan includes bariatric surgery benefit. ✓ Met.

**B. BMI** — BMI 41.2, which is ≥ 40.0. ✓ B1 met.

**C. SUPERVISED WEIGHT MANAGEMENT** — Programme 2026-02 through 2026-06. That's February, March, April, May, June — 5 months. At least 3 consecutive months within 24 months preceding request. Monthly contacts documented. ✓ Met.

**D. EVALUATIONS:**
- D1: Psychological evaluation 2026-06-15, cleared. Within last 12 months. ✓
- D2: Nutritional evaluation 2026-06-18, completed. Within last 12 months. ✓
- D3: Member is 46 years old, so ≥ 18. ✓

**EXCLUSIONS:**
- X1: Active, untreated substance use disorder — None. ✓ Not applicable.
- X2: Pregnancy — Not pregnant. ✓ Not applicable.
- X3: A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.

The member had a prior sleeve gastrectomy in 2021. The current request is a conversion to Roux-en-Y. This is a prior bariatric procedure. The exclusion X3 says deny if there's a prior bariatric procedure UNLESS the request is a revision documented as medically necessary for a surgical complication.

The operative and follow-up notes document NO leak, NO stricture, NO obstruction, and NO other surgical complication. The stated indication is "inadequate long-term weight loss" — not a surgical complication.

So X3 applies: there is a prior bariatric procedure, and the request is NOT documented as medically necessary for a surgical complication. Therefore, this is a DENIAL under X3.

**Decision:** deny
**Criteria:** X3
**Rationale:** The member had a prior sleeve gastrectomy and the conversion is requested for inadequate weight loss, not a surgical complication, triggering exclusion X3.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member had a prior sleeve gastrectomy and the conversion is requested for inadequate long-term weight loss, not a documented surgical complication, triggering exclusion X3."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GLM-5.3 · Z.ai8.6s · 757 out | 6.7s · 1,241 out | 4.5s · 897 out
Attempt 1
Reasoning · 669 tokens
Let me work through this case.

Member: 46 years old, plan includes bariatric surgery benefit (A met, not A0).

Requested service: Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. This is a bariatric surgery — the policy governs sleeve gastrectomy or Roux-en-Y, so it applies. Not not_applicable.

B. BMI 41.2 (from 2026-07-08 height/weight) — B1 met (BMI ≥ 40).

C. Supervised weight management: programme 2026-02 through 2026-06, monthly contacts documented. That's 5 months (Feb, Mar, Apr, May, Jun) — at least 3 consecutive months within 24 months preceding request. Dates: request presumably around July 2026. 2026-06 is within 24 months. C met. Wait — "within the 24 months preceding the request" — the programme 2026-02 to 2026-06 is recent, fine.

D1. Psych eval 2026-06-15, cleared — within last 12 months. Met.
D2. Nutritional eval 2026-06-18 — met.
D3. Age 46 — met.

Exclusions:
X1. Active untreated SUD within last 12 months — none. Not applicable.
X2. Pregnancy — not pregnant. Not applicable.
X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication. The member had a prior sleeve gastrectomy (2021-09-30). The request is a conversion (revision), BUT the operative and follow-up notes document NO surgical complication (no leak, stricture, obstruction, or other). The stated indication is "inadequate long-term weight loss" — not a surgical complication. So X3 applies: prior bariatric procedure without documented medically necessary revision for surgical complication.

Therefore: DENY under X3.

Decision: "deny"
Criteria: ["X3"]
Rationale: Prior bariatric procedure (sleeve 2021-09-30) with conversion requested for inadequate weight loss, not a documented surgical complication; exclusion X3 applies.

The rationale should be one or two sentences under 40 words.

For denial, list only identifiers not met or exclusions that applied. Only X3.

Rationale: "Member has a prior bariatric procedure (sleeve gastrectomy 2021-09-30) and the conversion is sought for inadequate weight loss, with no surgical complication documented; exclusion X3 applies." That's about 27 words. Good.

Check: does the benefit criterion A0 matter? Plan includes benefit, so no.

Double check B: BMI 41.2 — from height/weight within last 90 days (2026-07-08). Also E3 documentation exists. But since we're denying on X3, criteria list only X3.

Also verify the BMI calculation: 122 kg / (1.72 m)^2 = 122 / 2.9584 = 41.24. Yes, 41.2. B1 met regardless.

The key deciding factor is X3. Decision: deny. Criteria: ["X3"].
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member has a prior bariatric procedure (sleeve gastrectomy 2021-09-30), and the conversion is sought for inadequate long-term weight loss with no surgical complication documented, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 1,101 tokens
Let me work through this case.

The request: Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. Prior bariatric procedure (sleeve gastrectomy 2021-09-30). The record documents no surgical complication (no leak, no stricture, no obstruction). The stated indication is "inadequate long-term weight loss" — not a surgical complication.

Exclusion X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

Here, there IS a prior bariatric procedure, and the record affirmatively documents the absence of surgical complications. The indication is inadequate weight loss, which is not a surgical complication. So X3 applies — denial.

Note also criterion C: "Weight loss during the programme is not required and the absence of weight loss is not a basis for denial" — that's not a factor here.

Benefit A: plan includes bariatric surgery benefit — met. B: BMI 41.2 ≥ 40.0, so B1 met. C: programme 2026-02 through 2026-06, monthly contacts — met (5 months, within 24 months preceding request, consecutive). D1 psych eval within last 12 months — cleared 2026-06-15 — met. D2 nutritional eval 2026-06-18 — met. D3 age 46 — met. X1: no substance use — not applicable. X2: not pregnant — not applicable.

But X3 applies affirmatively: prior bariatric procedure (sleeve gastrectomy) and the request is not documented as medically necessary for a surgical complication — in fact the record affirmatively documents no surgical complications.

So decision: deny. Criteria: X3 only (list only the identifiers that were not met or the exclusions that applied — so only X3).

Wait — but X3 says "unless the request is a revision documented as medically necessary for a surgical complication." The record says no complications, indication is inadequate weight loss. So the exception does not apply; X3 exclusion applies. Deny with criteria ["X3"].

Should I consider whether conversion for inadequate weight loss could be considered under some other branch? The policy as written doesn't provide an alternative. The policy governs sleeve gastrectomy or Roux-en-Y; this is a conversion to Roux-en-Y, which is a revision of a prior bariatric procedure. X3 applies.

Decision: "deny". Criteria: ["X3"]. Rationale: one or two sentences, under 40 words.

Rationale: "The member has a prior bariatric procedure (sleeve gastrectomy 2021-09-30), and the record affirmatively documents no surgical complication; the stated indication is inadequate weight loss, which does not fall under the X3 exception. All other criteria are met."

That's a bit long; let me count words and trim to under 40 words.

"Exclusion X3 applies: the member has a prior bariatric procedure, and the record documents no surgical complication — the indication is inadequate weight loss, not a complication. All clinical criteria are otherwise met."

Count: Exclusion(1) X3(2) applies(3) the(4) member(5) has(6) a(7) prior(8) bariatric(9) procedure(10) and(11) the(12) record(13) documents(14) no(15) surgical(16) complication(17) the(18) indication(19) is(20) inadequate(21) weight(22) loss(23) not(24) a(25) complication(26) All(27) clinical(28) criteria(29) are(30) otherwise(31) met(32). 32 words — good.

Note the height/weight: 2026-07-08, request... BMI 41.2. Height 172 cm, 122 kg — BMI = 122/(1.72^2) = 122/2.9584 = 41.1. Hmm, 41.1 vs stated 41.2. Actually 1.72^2 = 2.9584. 122/2.9584 = 41.100... Let me compute: 2.9584 × 41 = 121.2944. 122 − 121.2944 = 0.7056. 0.7056/2.9584 ≈ 0.2377. So BMI ≈ 41.24. OK, 41.2. Fine.

Date check: is the height/weight within 90 days? The request date isn't given explicitly, but the psych eval 2026-06-15 and programme through 2026-06, height/weight 2026-07-08 — presumably recent. Anyway, the exclusion decides the case, so no need.

E3 documentation is present (height and weight 2026-07-08). E1 dated contacts documented. E2 psych report present. No pend items.

So final answer:

```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Exclusion X3 applies: the member has a prior bariatric procedure, and the record documents no surgical complication — the indication is inadequate weight loss, not a complication. All other criteria are met."
}
```

That rationale is under 40 words. Good.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Exclusion X3 applies: the member has a prior bariatric procedure (sleeve gastrectomy 2021-09-30) and the record affirmatively documents no surgical complication; the stated indication is inadequate weight loss. All other criteria are otherwise met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 813 tokens
Let me work through this case against MP-208.

Request: conversion of sleeve gastrectomy to Roux-en-Y gastric bypass.

A. Benefit — plan includes the bariatric surgery benefit. Met.

B. BMI — 41.2, so B1 (BMI ≥ 40.0). Met.

C. Supervised weight management — programme 2026-02 through 2026-06, monthly contacts documented. That's February, March, April, May, June — 5 months, within 24 months preceding request, monthly documented contacts. Met.

D. Evaluations:
- D1. Psychological evaluation 2026-06-15, cleared. Within last 12 months. Met.
- D2. Nutritional evaluation 2026-06-18. Met.
- D3. 46 years old — 18 or older. Met.

Exclusions:
- X1. Active untreated SUD — none. Not applicable.
- X2. Pregnancy — not pregnant, none planned. Not applicable.
- X3. Prior bariatric procedure — YES. Laparoscopic sleeve gastrectomy 2021-09-30. The exception: "unless the request is a revision documented as medically necessary for a surgical complication." The record affirmatively documents NO leak, no stricture, no obstruction, no other surgical complication. The stated indication is "inadequate long-term weight loss" — which is not a surgical complication.

So X3 applies. The prior bariatric procedure exclusion applies because the revision is not documented as medically necessary for a surgical complication — the record affirmatively contradicts the exception (it documents absence of complications).

Decision: deny.

Criteria: for a denial, list only the identifiers that were not met or the exclusions that applied. So the criterion is X3.

Rationale: one or two sentences under 40 words. Something like: "X3 applies: the member has a prior bariatric procedure (sleeve gastrectomy 2021-09-30) and the record documents no surgical complication; the stated indication, inadequate weight loss, does not meet the revision exception."

Let me count words: "X3 applies: the member has a prior bariatric procedure, and the operative and follow-up notes document no surgical complication; the stated indication, inadequate long-term weight loss, falls outside the revision exception." That's about 33 words. Good.

Decision: "deny". Criteria: ["X3"].

The record affirmatively contradicts the exception — this is a denial, not a pend. The documentation section (E1-E3) doesn't come into play because the exclusion defeats the request; also the record has all the documentation anyway (dated contacts, psych report, height/weight within 90 days — 2026-07-08 height/weight, request presumably around then).

So final answer:

```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "X3 applies: a prior bariatric procedure exists and the record documents no leak, stricture, obstruction, or other surgical complication; the indication given, inadequate long-term weight loss, does not meet the revision exception."
}
```

Word count of rationale: "X3(1) applies:(2) a(3) prior(4) bariatric(5) procedure(6) exists(7) and(8) the(9) record(10) documents(11) no(12) leak,(13) stricture,(14) obstruction,(15) or(16) other(17) surgical(18) complication;(19) the(20) indication(21) given,(22) inadequate(23) long-term(24) weight(25) loss,(26) does(27) not(28) meet(29) the(30) revision(31) exception.(32)" — 32 words. Under 40. Good.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "X3 applies: the member has a prior bariatric procedure (sleeve gastrectomy 2021-09-30), and the record affirmatively documents no surgical complication; the stated indication, inadequate long-term weight loss, does not meet the revision exception."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Qwen3.8 Max · Alibaba18.5s · 715 out | 7.3s · 300 out | 24.4s · 1,008 out
Attempt 1
Reasoning · 643 tokens
We need answer in JSON only. Need analyze policy. User request: authorization for conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. Policy bariatric surgery sleeve or Roux-en-Y. Need decide approve/deny/pend/not_applicable. Criteria identifiers.

Facts:
Member 46. Plan includes bariatric surgery benefit -> A met.
Height weight 2026-07-08 BMI 41.2 -> B1 met. Also within last 90 days? Request likely date? Not given but height weight 2026-07-08. We don't know request date. But probably okay? Need evaluate.
C: weight management programme 2026-02 through 2026-06, monthly contacts documented. At least 3 consecutive months within 24 months preceding request. Yes if request around 2026-07? It's documented. E1 satisfied.
D1 psych 2026-06-15 cleared within 12 months. D2 nutrition 2026-06-18. D3 age 46 >=18.
Exclusions:
X1 none.
X2 not pregnant.
X3 prior bariatric procedure, unless request is revision documented as medically necessary for a surgical complication.
Here prior sleeve. Conversion to Roux-en-Y is a prior bariatric procedure? The request is conversion/revision. Policy exclusion X3: prior bariatric procedure, unless request is a revision documented as medically necessary for a surgical complication. The record documents no complication; indication inadequate long-term weight loss. Therefore X3 applies -> deny. Need criteria only exclusions applied: ["X3"]? For denial list only identifiers not met or exclusions applied. Do not list criteria met. Since X3 applies, cite X3. Maybe also A0? No plan includes benefit. Not benefit exclusion. Decision deny. Rationale under 40 words: Prior bariatric surgery with conversion requested for inadequate weight loss, not a documented surgical complication; exclusion X3 applies. Need ensure under 40 words. Count: Prior1 bariatric2 surgery3 with4 conversion5 requested6 for7 inadequate8 weight9 loss10, not11 a12 documented13 surgical14 complication15; exclusion16 X3 17 applies18. Good.

Need consider if conversion from sleeve to Roux-en-Y is governed by policy? It says bariatric surgery (sleeve gastrectomy or Roux-en-Y). Requested service conversion of sleeve to Roux-en-Y. Yes. Could X3's revision exception allow revision for complication only; inadequate weight loss not complication. Deny.

Potential nuance: Does B criterion need BMI at request? Yes BMI 41.2. But denial due X3. Criteria for denial only X3. Do we need list B? No. Only exclusions applied.

Output fenced JSON only. Ensure no extra.
json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The member has a prior bariatric procedure and requests conversion for inadequate long-term weight loss, not a documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 230 tokens
We need answer JSON only. Need analyze policy. Request conversion sleeve to Roux-en-Y. Policy covers sleeve gastrectomy or Roux-en-Y? Title bariatric surgery (sleeve gastrectomy or Roux-en-Y). Requested service conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. Prior bariatric procedure sleeve 2021. Exclusion X3: prior bariatric procedure, unless request is a revision documented as medically necessary for a surgical complication. Here prior sleeve, conversion due inadequate long-term weight loss; notes no leak, stricture, obstruction, no other surgical complication. So X3 applies because prior bariatric procedure and not documented medically necessary for surgical complication. Deny. Criteria: only identifiers not met/exclusions applied: X3. Maybe A? For denial list only identifiers not met or exclusions applied. Do not list met. So criteria ["X3"]. Rationale under 40 words: Prior bariatric sleeve; conversion requested for inadequate weight loss without documented surgical complication, so exclusion X3 applies. Need ensure decision deny. JSON fenced only.
json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "The member has a prior bariatric procedure and requests conversion for inadequate weight loss, with no documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 929 tokens
We need answer in JSON only. Need analyze policy.

We have authorization request: conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. Policy covers bariatric surgery (sleeve or Roux-en-Y). Need apply as written.

Member 46, plan includes benefit. Height/weight 2026-07-08 BMI 41.2. Prior sleeve 2021. Requested conversion. Indication inadequate long-term weight loss. No complications documented. Weight management programme 2026-02 through 2026-06 monthly contacts documented. Need within 24 months preceding request and at least 3 consecutive months. Dates? Request likely current? Not specified request date. But given height/weight 2026-07-08 and evals June. Assume request around 2026-07. Programme Feb-June 5 months, within 24 months. OK.

Psych eval 2026-06-15 cleared within 12 mo. Nutritional 2026-06-18 within 12. Age >=18 documented.

Exclusions: X3 prior bariatric procedure, unless request is a revision documented as medically necessary for a surgical complication. Here prior sleeve. Conversion due inadequate weight loss, no complication. So exclusion X3 applies. Deny. Need criteria: only identifiers not met or exclusions applied. For denial list only identifiers not met or exclusions that applied. Here X3. Could also maybe A? Benefit met. B? B1 met. C met. D met? But denial only exclusions. So criteria ["X3"]. Rationale under 40 words: Prior bariatric surgery exclusion applies because conversion is not documented as medically necessary revision for surgical complication; indication is inadequate weight loss. Need maybe mention no leak/stricture etc. Under 40 words.

Check if policy documentation E3 height/weight within last 90 days. Height/weight 2026-07-08; request date not given. If request date unknown, could need pend? But request presumably at or after 2026-07-08? We can't assume? The record includes height and weight date. If request date not provided, could be silent on within last 90 days? But policy says pend where record lacks height and weight from within last 90 days from which BMI calculated. We have date, but not request date to compare. However likely request date implicit current / authorization request includes data. In tasks, use provided date as current. If insufficient? Need decide. Since exclusion clearly applies, no need pend? The policy says pend rather than deny where request otherwise meets criteria but record lacks... But if exclusion applies, deny regardless? It says EXCLUSIONS — deny if any apply. Documentation pend where request otherwise meets criteria but record lacks. Exclusion X3 applies. So deny.

Need ensure decision "deny". JSON only.

Double-check criterion identifiers: A is benefit, B has B1/B2, C, D has D1-D3, exclusions X1-X3, documentation E1-E3. For denial, list only identifiers not met or exclusions applied. X3. Do we need cite A0? No, benefit included. Not A0. Maybe conversion from sleeve to Roux-en-Y is bariatric surgery and prior bariatric procedure. X3. 

Potential nuance: Is conversion of sleeve to Roux-en-Y a bariatric procedure governed by policy? Yes. Prior bariatric procedure exclusion unless revision for complication. Inadequate weight loss is not surgical complication. Thus deny.

Rationale word count: "Prior bariatric procedure exclusion applies: the member had sleeve gastrectomy and the conversion is not documented as medically necessary for a surgical complication; stated indication is inadequate long-term weight loss." Count: Prior1 bariatric2 procedure3 exclusion4 applies5 the6 member7 had8 sleeve9 gastrectomy10 and11 the12 conversion13 is14 not15 documented16 as17 medically18 necessary19 for20 a21 surgical22 complication23 stated24 indication25 is26 inadequate27 long-term28 weight29 loss30. Good.

Need output fenced JSON. Ensure no extra.
json{
  "decision": "deny",
  "criteria": [
    "X3"
  ],
  "rationale": "Prior bariatric procedure exclusion applies: the member had sleeve gastrectomy and the conversion is not documented as medically necessary for a surgical complication; stated indication is inadequate long-term weight loss."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GPT-5.6 Terra · OpenAI1.4s · 78 out | 1.2s · 56 out | 1.5s · 83 out
Attempt 1
json{"decision":"deny","criteria":["X3"],"rationale":"The member has a prior sleeve gastrectomy, and the requested conversion is for inadequate long-term weight loss rather than a medically necessary revision for a documented surgical complication."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{"decision":"deny","criteria":["X3"],"rationale":"The member has a prior sleeve gastrectomy, and the requested conversion is for inadequate long-term weight loss rather than a medically necessary revision for a documented surgical complication."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{"decision":"deny","criteria":["X3"],"rationale":"The member has a prior sleeve gastrectomy, and the requested conversion is for inadequate long-term weight loss rather than a medically necessary revision for a documented surgical complication."}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GLM-5.3 Flash · Z.ai12.6s · 620 out | 28.9s · 847 out | 12.9s · 433 out
Attempt 1
Reasoning · 587 tokens
Let me work through this case.

Policy MP-208, bariatric surgery. Request: conversion of sleeve gastrectomy to Roux-en-Y gastric bypass.

A. Benefit — plan includes the bariatric surgery benefit. Met.

B. BMI — height/weight 2026-07-08, BMI 41.2 ≥ 40.0, so B1 met. (Also height/weight within last 90 days — 2026-07-08; the request is presumably current, so E3 satisfied.)

C. Supervised weight management — programme 2026-02 through 2026-06, that's 5 months (Feb, Mar, Apr, May, Jun), monthly contacts documented, within 24 months preceding request. Met.

D. Evaluations — D1 psych eval 2026-06-15 cleared, within 12 months. D2 nutritional eval 2026-06-18. D3 member is 46 years old. All met.

Exclusions:
X1 — no substance use. Not applicable.
X2 — not pregnant. Not applicable.
X3 — prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.

Surgical history: sleeve gastrectomy 2021-09-30. The stated indication for conversion is "inadequate long-term weight loss". The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication.

So X3 applies: prior bariatric procedure, and the request is NOT a revision documented as medically necessary for a surgical complication — the indication is inadequate weight loss, and notes explicitly document no complication. So X3 exclusion applies → deny.

Per instructions: for a denial, list only the identifiers that were not met or the exclusions that applied. So criteria = ["X3"].

Decision: deny.

Rationale: under 40 words. Something like: "Prior sleeve gastrectomy triggers exclusion X3; conversion is indicated for inadequate weight loss, not a documented surgical complication, so the revision exception does not apply."

Word count: let me count. "Prior sleeve gastrectomy triggers exclusion X3; the conversion is indicated for inadequate weight loss, not a documented surgical complication, so the revision exception does not apply." ~27 words. Fine.

Note: even though B, C, D are met, the exclusion defeats it. The instructions say for denial list only the identifiers not met or exclusions that applied — X3 only. Don't list B1 etc.

Output: single fenced JSON block, keys decision, criteria, rationale.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Exclusion X3 applies: the member has a prior bariatric procedure (sleeve 2021-09-30), and the conversion is requested for inadequate long-term weight loss with notes documenting no surgical complication, so the revision exception is not met."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 775 tokens
Let me work through this case against MP-208.

A. Benefit — plan includes bariatric surgery benefit. Met.

B. BMI — 41.2, which is ≥ 40.0. B1 met. (B2 not needed.)

C. Supervised weight management — programme 2026-02 through 2026-06, monthly contacts documented. That's 5 months (Feb, Mar, Apr, May, Jun), ≥ 3 consecutive months, within 24 months preceding the request (request presumably 2026-07 or so; height/weight 2026-07-08). Met.

D. Evaluations:
D1. Psychological evaluation 2026-06-15 cleared — within 12 months. Met.
D2. Nutritional evaluation 2026-06-18 — within 12 months. Met.
D3. Documentation that member is 18 or older — member is 46-year-old. Met.

Exclusions:
X1. Substance use: none. Not applicable.
X2. Not pregnant. Not applicable.
X3. Prior bariatric procedure — yes, sleeve gastrectomy 2021-09-30. The exclusion says "unless the request is a revision documented as medically necessary for a surgical complication." The request is a conversion of sleeve to RYGB. The indication is "inadequate long-term weight loss" — and notes document no leak, no stricture, no obstruction, no other surgical complication. So the exception is not satisfied. X3 applies.

Per the exclusion logic: prior bariatric procedure is present, and the request is not a revision documented as medically necessary for a surgical complication. "Inadequate weight loss" / weight regain is not a surgical complication per this policy — the exception is specifically for surgical complications (leak, stricture, obstruction, etc.), and the record affirmatively documents none.

So the decision: deny, on X3.

Criteria array: for a denial, list only the identifiers that were not met or the exclusions that applied. So just ["X3"].

Wait — should I consider whether conversion for weight regain might be a "revision"? The policy says "a prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." The request is a conversion (revision of the sleeve), but the documented medical necessity must be for a surgical complication. Here the indication is inadequate long-term weight loss, and the record explicitly documents no surgical complications. So the exception fails, and X3 applies → deny.

Rationale: under 40 words. Something like: "Prior sleeve gastrectomy triggers exclusion X3; the exception requires a revision for a surgical complication, but the record documents no complication and cites inadequate long-term weight loss, which does not qualify."

Count words: "Prior sleeve gastrectomy triggers exclusion X3; the exception requires a revision documented as medically necessary for a surgical complication, but the record documents none and cites inadequate long-term weight loss." ~30 words. Fine.

Decision: deny.
Criteria: ["X3"].

One consideration: could this be a pend? The documentation section says pend where request "otherwise meets criteria but the record lacks" E1/E2/E3. Record has E1 (monthly contacts documented), E2 (psych report — cleared, dated), E3 (height/weight within 90 days). So no pend. The exclusion affirmatively applies → deny. Correct.

Also note: the decision should be deny, not approve. A is met, B1 met, C met, D met, but X3 exclusion applies. Policy says "APPROVE when A, B, C, and D are all met and no exclusion applies." Exclusion applies → deny.

Output JSON only.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The prior sleeve gastrectomy triggers exclusion X3; its exception requires the revision be documented as medically necessary for a surgical complication, but the record documents no complication and the stated indication is inadequate long-term weight loss."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 353 tokens
Let me work through this prior authorisation task against MP-208.

Member: 46-year-old. Plan includes bariatric surgery benefit → A met.

Requested service: Conversion of sleeve gastrectomy to Roux-en-Y. Surgical history: prior sleeve gastrectomy 2021-09-30. That triggers exclusion X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

The notes document no leak, no stricture, no obstruction, no other surgical complication. The stated indication is "inadequate long-term weight loss" — not a surgical complication. So the exception to X3 is not satisfied. X3 applies → deny.

BMI: 122.0 kg / (1.72 m)^2 = 122 / 2.9584 = 41.24... ≥ 40, so B1 would be met. But for a denial, we list only the identifiers not met or exclusions that applied. So criteria array should be ["X3"].

Decision: deny.

Rationale: X3 exclusion applies — prior bariatric procedure (sleeve 2021) and the conversion is for inadequate weight loss, not a documented surgical complication.

Rationale under 40 words: "Prior bariatric procedure (sleeve gastrectomy 2021) triggers X3; the requested conversion is indicated for inadequate weight loss, not a documented surgical complication, so the X3 exception does not apply."

Count words: roughly 30. Fine.

Criteria: ["X3"] only.

Do I evaluate B, C, D? For denial, list only identifiers not met or exclusions that applied. So just X3.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member's 2021 sleeve gastrectomy is a prior bariatric procedure, triggering exclusion X3. The stated indication is inadequate long-term weight loss, and the record affirmatively documents no surgical complication, so the revision exception does not apply."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Hunyuan 4 · Tencent92.4s · 5,366 out | 133.5s · 8,262 out | 120.3s · 7,167 out
Attempt 1
Reasoning · 5,296 tokens
We need to apply MP-208 to an authorization request. Let's parse the policy and case.

Policy MP-208 Bariatric Surgery (Sleeve Gastrectomy or Roux-en-Y). Effective 2026-01-01. Applies to commercial group products where member's plan includes bariatric surgery benefit.

Decision: Approve when A, B, C, D all met and no exclusion.

A. Benefit: plan includes bariatric surgery benefit. Request says Plan includes the bariatric surgery benefit. So A met.

B. BMI: one of:
B1 BMI >= 40.0. B2 BMI 35-39.9 with comorbidities. Here BMI = 41.2 (height weight within last 90 days? Let's check documentation E3: height and weight from within last 90 days from which BMI calculated. The height/weight date: 2026-07-08. Need request date? Not explicitly given. But the request presumably current around or after 2026-07-08. The weight is 2026-07-08. The service request likely around same time? Let's check if within last 90 days from request. We don't know request date, but height/weight 2026-07-08. The psychological eval 2026-06-15 and nutritional 2026-06-18, weight management Feb-Jun 2026. If the request is being reviewed, maybe on/after 2026-07-08. Since it's the most recent data, likely within 90 days. Actually, we must check documentation requirements. The policy says pend where request otherwise meets criteria but record lacks E1, E2, or E3. E3: A height and weight from within the last 90 days from which BMI is calculated. We have height and weight 2026-07-08; BMI 41.2. Is that within last 90 days? We don't know request date. But typical: the request would be after 2026-07-08 or same day. Since they supplied it, assume within 90 days. The case does not state request date but presumably the authorization request is current. So E3 is satisfied? Wait, E3 is a documentation item; if missing, pend. Here it is present (height/weight dated 2026-07-08, BMI calculated). Need to know if request date? The authorisation request probably doesn't specify date. In these tasks, often the request is evaluated as of the date of submission, which is implicit as the latest date? Actually, we aren't given a request date. The height and weight is 2026-07-08. The psychological eval 2026-06-15, nutritional 2026-06-18. Weight management programme 2026-02 through 2026-06. If request is after 2026-07-08, 90 days from 2026-07-08 would be 2026-10-06; we are within if request before Oct 6 2026. Not given. But we can assume it's the most recent data and satisfies E3. Actually if request submission date is missing, we can't say it's not within 90 days; it's present. Documentation E3 requires a height and weight from within last 90 days. If the request date is unknown, maybe we treat the provided date as of request? Usually the authorization request is as of the date of the request. Since no request date is supplied, the dates given are the clinical dates. The height/weight is the latest date (2026-07-08). Assume it is within 90 days of request, so not missing. So B1 is met (41.2 >= 40.0). Also need to check whether B2? B1 is met. Cite B1, not B2.

C. Supervised weight management: participation in structured weight management programme for at least 3 consecutive months within the 24 months preceding request, with monthly documented contacts. Here: Programme 2026-02 through 2026-06, monthly contacts documented. That is Feb, Mar, Apr, May, Jun = 5 months consecutive, monthly contacts documented. Within 24 months preceding request (request presumably 2026). So C met. Need to cite C. Is there a numbered alternative? No, C is a lettered requirement with no numbered alternatives? Wait C is just "C. SUPERVISED WEIGHT MANAGEMENT — participation...". There's no C1/C2. So cite "C". (And A, B1, D1, D2, D3, etc.)

D. Evaluations — all of:
D1 Psychological evaluation within last 12 months clearing member for surgery. Here Psychological evaluation 2026-06-15: cleared. Within last 12 months of request (assuming request around July 2026; yes). So D1 met. Also documentation item E2 is the psychological evaluation report for D1. We have the evaluation report dated 2026-06-15 cleared. So E2 not missing. D1 met.
D2 Nutritional evaluation within last 12 months. Here Nutritional evaluation 2026-06-18: completed. Within last 12 months. Met. Cite D2.
D3 Documentation member is 18 years or older. Member is 46-year-old. Met. Cite D3.

Exclusions:
X1 Active, untreated substance use disorder within last 12 months. Substance use: None. So no X1.
X2 Pregnancy, current or planned within 18 months. Not pregnant. No mention of planned? It says "Not pregnant." It doesn't say not planning pregnancy. Wait: "Substance use: None. Not pregnant." Does that address planned pregnancy? "Not pregnant" addresses current pregnancy. X2 says "Pregnancy, current or planned within 18 months of surgery." The record says "Not pregnant." It does NOT say she does not plan pregnancy within 18 months. Is that a documentation gap? But X2 is an exclusion, not a documentation item. The policy says "DOCUMENTATION — pend rather than deny where the request otherwise meets criteria but the record lacks: E1, E2, E3." X2 is not listed as a documentation pend item. If the record is silent on something the policy's documentation section says to pend for -> that's only E1, E2, E3. For exclusions, if an exclusion applies, deny. If the record is silent on an exclusion, what do we do? 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." The policy lists documentation items E1, E2, E3. X2 is not a documentation item; it's an exclusion. The record says "Not pregnant." It does not mention planned pregnancy. Does the policy require documentation that there is no planned pregnancy? The exclusion is "Pregnancy, current or planned within 18 months of surgery." The record states "Not pregnant." Is that sufficient to say no current pregnancy. For planned pregnancy, the record is silent. But is silence on an exclusion a pend? The task says: "pend the record is silent on something the policy's documentation section says to pend for". The documentation section only says E1, E2, E3. So planned pregnancy is not a documentation item. We must determine if the exclusion applies. The exclusion applies if there is pregnancy, current or planned. The record says "Not pregnant." Does "Not pregnant" mean no current pregnancy. It doesn't say "not planning pregnancy". However, the statement "Not pregnant" might be interpreted in context as addressing pregnancy status: current and perhaps planned? Usually in clinical record, "Not pregnant" is a statement about current pregnancy status, not future plans. But the request is for bariatric surgery; typically they ask about pregnancy. The policy says "Pregnancy, current or planned within 18 months of surgery." If the record simply says "Not pregnant," it does not affirmatively document that she does not plan pregnancy. Is that a failure of a requirement? Let's read 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." Exclusions are requirements? "EXCLUSIONS — deny if any apply". If it's not addressed, does the exclusion apply? No, an exclusion applies only if the condition exists. Absence of documentation of no planned pregnancy is not the same as planned pregnancy. But we must see if the policy requires documentation of no planned pregnancy. The policy's Documentation section lists only E1, E2, E3 as pend items. It does not list "documentation of no planned pregnancy". Therefore, silence on planned pregnancy is not a pend item. And since it's not affirmatively met/contradicted? Wait, to apply exclusion X2, the record must show pregnancy current or planned. The record shows "Not pregnant." That affirmatively addresses current pregnancy (negative). It does not address planned. Since the exclusion is "pregnancy, current or planned", if planned is not documented, the exclusion does not apply (it's not present). The member is not currently pregnant. The absence of a statement about future plans is not an affirmative finding of planned pregnancy. So X2 does not apply. We don't deny, and it's not a pend because it's not a listed documentation item. So we ignore.

X3 A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.

This is the critical part.

The member had Laparoscopic sleeve gastrectomy 2021-09-30. That is a prior bariatric procedure. The requested service is "Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass." This is a conversion/revision? Let's read X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

Interpretation: If the member has a prior bariatric procedure, deny (X3) UNLESS the request is a revision (i.e., the current request is a revision of the prior procedure) AND it is documented as medically necessary for a surgical complication.

Here: prior sleeve gastrectomy. The request is conversion of sleeve to Roux-en-Y. Is that a revision? Yes, conversion is a revision of the prior bariatric procedure (it's a reoperative bariatric surgery). But is it documented as medically necessary for a surgical complication? The record says: "The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication. The stated indication for conversion is 'inadequate long-term weight loss'." So the indication is inadequate weight loss, NOT a surgical complication. The notes specifically document NO surgical complication. Therefore, the request is a revision (since converting a prior sleeve to bypass is a revision/conversion), but it is NOT documented as medically necessary for a surgical complication. It's for inadequate long-term weight loss. Thus, the exception to X3 does NOT apply. Therefore, X3 exclusion applies: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." Since there is a prior bariatric procedure and the request is not documented as medically necessary for a surgical complication (it's for inadequate weight loss, and there are no complications), X3 applies and we must DENY.

Wait, but is conversion of sleeve to Roux-en-Y a "revision" as contemplated? The policy title is "BARIATRIC SURGERY (SLEEVE GASTRECTOMY OR ROUX-EN-Y)". The request is conversion of sleeve to Roux-en-Y. The policy covers sleeve gastrectomy or Roux-en-Y. A conversion from sleeve to Roux-en-Y is a Roux-en-Y procedure? The requested service is "Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass." That is a bariatric surgery (Roux-en-Y) but it's a conversion/revision of a prior sleeve. X3 says: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

Let's parse: "A prior bariatric procedure" -> exclude (deny). "unless the request is a revision documented as medically necessary for a surgical complication." So if the request is a revision (of the prior procedure) and it's documented as medically necessary for a surgical complication, then it's not excluded. If the request is a revision but NOT for a surgical complication (e.g., for inadequate weight loss), then it is still excluded? The "unless" clause requires both revision AND medically necessary for surgical complication. Here it's a revision? Yes, converting sleeve to bypass is revising the prior sleeve. But it is not for a surgical complication; it's for inadequate weight loss. Therefore the unless clause fails, so the exclusion X3 applies. Deny.

Let's double-check: Could "revision" mean a procedure to correct a complication, and a conversion for weight loss is not considered a "revision" under the policy? Actually, the phrase: "unless the request is a revision documented as medically necessary for a surgical complication." If the request is a conversion for inadequate weight loss, is it a "revision"? In bariatric surgery, conversion of sleeve to bypass is often called a revisional bariatric procedure. The record says "The stated indication for conversion is 'inadequate long-term weight loss'." The notes document no surgical complication. So even if it is a revision, it is not documented as medically necessary for a surgical complication. So the exception is not met. Therefore X3 exclusion applies. Decision: deny.

Now, for a denial, list only the identifiers that were not met or the exclusions that applied. Do not list criteria that were met. So we list "X3". Should we also list anything else? Let's verify all other criteria and documentation.

A: Benefit included. Met. (not listed in denial)
B: BMI 41.2 -> B1 met.
C: Programme Feb-Jun with monthly contacts -> C met. Wait, "within the 24 months preceding the request". If request is in 2026 (say July 2026), Feb-Jun 2026 is within 24 months. Yes.
D1: Psychological eval 2026-06-15 cleared. Met.
D2: Nutritional eval 2026-06-18 completed. Met.
D3: 46 years old. Met.
Documentation: E1: dated contacts evidencing 3 months of C. We have programme 2026-02 through 2026-06, monthly contacts documented. That's 5 months, dated contacts. So E1 satisfied.
E2: psychological evaluation report for D1. We have it. Satisfied.
E3: height and weight within last 90 days. Height and weight 2026-07-08, BMI calculated. Assuming request around then, satisfied. Even if request date unknown, it's the latest and not missing. So no pend.
Exclusions: X1 no substance use. X2 not pregnant (current). No planned pregnancy mentioned, but not a pend item and exclusion doesn't apply because no pregnancy current; planned not documented so exclusion not triggered. X3 applies because prior bariatric procedure (sleeve in 2021) and revision not for surgical complication. So deny.

Thus decision = "deny". criteria = ["X3"].

Rationale: one or two sentences, under 40 words. Must explain: Prior sleeve gastrectomy is a prior bariatric procedure; conversion is requested for inadequate weight loss, not a surgical complication, and no complication is documented, so exclusion X3 applies. Need to be under 40 words.

Let's draft: "Member had a prior sleeve gastrectomy. Conversion to Roux-en-Y is requested for inadequate weight loss, not a surgical complication, and notes document no complication; exclusion X3 applies." Count words: Member(1) had(2) a(3) prior(4) sleeve(5) gastrectomy(6). Conversion(7) to(8) Roux-en-Y(9) is(10) requested(11) for(12) inadequate(13) weight(14) loss(15), not(16) a(17) surgical(18) complication(19), and(20) notes(21) document(22) no(23) complication(24); exclusion(25) X3(26) applies(27). That's 27 words. Under 40. Good.

Wait, check if we should mention that the request is a revision but not for complication? The rationale: "Prior sleeve gastrectomy; conversion is requested for inadequate long-term weight loss, not a surgical complication, and no surgical complication is documented, so the X3 exclusion applies." Word count: Prior1 sleeve2 gastrectomy3 conversion4 is5 requested6 for7 inadequate8 long-term9 weight10 loss11 not12 a13 surgical14 complication15 and16 no17 surgical18 complication19 is20 documented21 so22 the23 X324 exclusion25 applies26. 26 words. Good.

But wait, do we need to consider A0? A0 is benefit exclusion. Plan includes benefit, so not A0.

Let's double-check B: BMI 41.2. Wait, height 172 cm, weight 122.0 kg. BMI = weight(kg)/height(m)^2 = 122 / (1.72^2) = 122 / 2.9584 = 41.24. Rounded to 41.2. Yes. B1: BMI >= 40.0. B1 met.

Check C: "participation in a structured weight management programme for at least 3 consecutive months within the 24 months preceding the request, with monthly documented contacts." Programme 2026-02 through 2026-06, monthly contacts documented. That's 5 consecutive months (Feb, Mar, Apr, May, Jun). All within 24 months preceding request (if request is mid-2026). Met.

D: D3 age 46 >=18. Met.

X3 wording: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." Let's ensure the logic: X3 is an exclusion: "deny if any apply: X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." This means: If there is a prior bariatric procedure, then deny UNLESS (request is a revision AND documented as medically necessary for a surgical complication). Since the prior procedure exists, we look at the unless. Is the request a revision? Yes, conversion of sleeve to Roux-en-Y is a revision of the prior sleeve. Is it documented as medically necessary for a surgical complication? No. It's for inadequate weight loss, and notes document no leak, stricture, obstruction, or other surgical complication. Therefore the unless condition is not met. Thus X3 exclusion applies. Deny.

Should we list X3 only? Yes. For a denial, list only the identifiers that were not met or the exclusions that applied. X3 is the exclusion that applied. No criterion was unmet (A, B1, C, D1, D2, D3 were all met). Documentation E1-E3 were present, so no pend. So criteria array is ["X3"].

Wait, one nuance: The policy says: "APPROVE when A, B, C, and D are all met and no exclusion applies." If an exclusion applies, we deny, regardless of A-D being met. The criteria to list for denial are "only the identifiers that were not met or the exclusions that applied." So X3 is an exclusion that applied. Correct.

Another nuance: Is the request itself a "revision"? The term "revision" might be interpreted as a procedure that revises the prior one. The record says "Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass." That is a conversion/revision. It is not a primary Roux-en-Y. But X3 says "unless the request is a revision documented as medically necessary for a surgical complication." The request is a revision (conversion), but not for complication. So exclusion applies. If someone argued that the request is not a "revision" but a "conversion" and thus not falling under the "unless" clause at all? Actually, if it's not a revision, then it's still a prior bariatric procedure, so exclusion applies (since the unless requires it to be a revision). Either way X3 applies. So no ambiguity in outcome: deny.

Could there be a pend for E3? Let's verify dates. Request date is not given. The authorization request includes "Height and weight 2026-07-08". The psychological eval 2026-06-15, nutritional 2026-06-18. If the request is being reviewed, the "request" date is presumably when it was submitted, maybe after 2026-07-08. The latest date is 2026-07-08. It's the date of height/weight. There's no later date. So the request must have been submitted on or after 2026-07-08 (or maybe the height/weight is the same day). The 90-day window: from request date back 90 days. If request date is, say, 2026-07-08, then height/weight is within 0 days, so within 90 days. If request date is 2026-08-01, still within 90 days (24 days). So E3 is satisfied. No pend.

Check E1: Weight management programme 2026-02 through 2026-06, monthly contacts documented. Does it say "dated contacts"? It says "monthly contacts documented." That implies dated contacts. The programme dates are given, and monthly contacts documented. So E1 satisfied. (E1 is "Dated contacts evidencing the 3 months of criterion C." The programme ran Feb-Jun with monthly contacts documented; that's at least 3 months, and contacts are documented. It doesn't explicitly say each contact has a date, but "monthly contacts documented" in the context of a programme 2026-02 through 2026-06 means there are contacts each month, which are dated by month. So satisfied.)

Check E2: Psychological evaluation 2026-06-15: cleared. That is the report. So E2 satisfied.

Thus no p
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior sleeve gastrectomy; conversion is requested for inadequate long-term weight loss, not a surgical complication, and no surgical complication is documented, so the X3 exclusion applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 8,184 tokens
We need apply MP-208 to authorization request. Need output JSON with decision, criteria, rationale.

Let's parse policy.

MP-208 effective 2026. Applies to commercial group products where member's plan includes bariatric surgery benefit.

APPROVE when A, B, C, D all met and no exclusion.

A. Benefit: plan includes bariatric surgery benefit. Request says plan includes benefit. So A met (A? It says A. BENEFIT — the member's plan includes the bariatric surgery benefit. If plan excludes bariatric surgery, deny as A0 and do not evaluate clinical criteria. Here it includes. So A is not a criterion? They require A, B, C, D all met. For approval, list every criterion identifier record had to satisfy, at most specific level. Since A is requirement: A? It's lettered A, no numbered alternatives. It is satisfied. Do we cite A? The instruction: "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." So A has no numbered alternatives and is a requirement. It says A. BENEFIT — the member's plan includes the bariatric surgery benefit. If plan excludes... deny as A0. Since plan includes, no A0. Should criterion identifier be "A"? It is a letter requirement. Yes. But wait: The policy says "APPROVE when A, B, C, and D are all met and no exclusion applies." So decision approve requires A, B, C, D all met. Since A is a requirement and is met, we should list A? Let's check if A is in criteria for approval. Yes, list every criterion identifier the record had to satisfy, at most specific level. A has no numbered alternatives, so cite by letter alone: "A". But is A a criterion identifier? The policy writes "A. BENEFIT...". It says identifiers are written exactly as policy writes them: A1, B2, X3, R1, E2, and so on. A lettered requirement with no numbered alternatives is cited by its letter alone. So A is a valid identifier. Since it's met, we include it for approval. However, need be careful: The policy says "If the plan excludes bariatric surgery, deny as a benefit exclusion (A0) and do not evaluate clinical criteria." A0 is a specific identifier for exclusion denial. Here plan includes, so A0 not used. For approval, since A is met, include A? Let's examine examples? The task family: For approval list every criterion identifier record had to satisfy, at most specific level. E.g., for B, we must cite B1 or B2 depending on BMI branch. For D, D1, D2, D3? They are numbered alternatives? D. EVALUATIONS — all of: D1, D2, D3. So D has numbered items, and all must be met. For approval, we must list each specific identifier the record had to satisfy. Since D requires all of D1, D2, D3, each is a specific identifier. Similarly B has B1 or B2; choose B1 or B2. C is just C (no numbered alternatives? C. SUPERVISED WEIGHT MANAGEMENT — participation in a structured weight management programme for at least 3 consecutive months within the 24 months preceding the request, with monthly documented contacts. It has no numbered alternatives; identifier is C. Include C if met. A is A. Exclusions: none apply, so don't list X? For approval, we list criteria satisfied; if no exclusion applies, we don't list X identifiers because they were not applied. The instruction: "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." It does not say list exclusions considered and not applied. Only criteria that decided the case? Wait, key is "criteria" array of strings — the criterion identifiers that decided the case. For approval, list every criterion identifier the record had to satisfy. For denial, list only identifiers not met or exclusions. For pend, list only documentation identifiers missing. For not_applicable, empty array. So for approval, list criteria the record had to satisfy: A, branch of B, C, D1, D2, D3. Wait, are D1, D2, D3 branches? D letter has numbered alternatives? It says "D. EVALUATIONS — all of: D1. Psychological evaluation... D2. Nutritional evaluation... D3. Documentation that member is 18 years or older." So D1, D2, D3 are specific requirements; all must be met, so list D1, D2, D3. Do we also list D? It says "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." So for D, since there are numbered specific requirements, we should list D1, D2, D3, not D. Similarly B has B1/B2 alternatives; we list B1 or B2, not B. For C, there are no numbered alternatives under C? Let's verify: C. SUPERVISED WEIGHT MANAGEMENT — participation ... for at least 3 consecutive months within 24 months preceding request, with monthly documented contacts. Weight loss during programme is not required and absence of weight loss is not basis for denial. There is no C1/C2. So identifier is C alone. For A, identifier A alone. So approval criteria array would be ["A", "B1", "C", "D1", "D2", "D3"] if B1 applies, or B2 if BMI 35-39.9. Let's compute BMI.

Height 172 cm = 1.72 m. Weight 122.0 kg. BMI = weight(kg) / (height(m))^2 = 122 / (1.72^2). 1.72^2 = 2.9584. 122 / 2.9584 = let's compute: 2.9584 * 41 = 121.2944. 2.9584*41.2 = 121.2944 + 0.59168 = 121.88608. 41.22: +0.059168 = 121.945248. 41.24: +0.059168 = 122.004416. So BMI = about 41.2? The request states BMI 41.2. Indeed 122 / 2.9584 ≈ 41.24, rounded to one decimal 41.2. Policy B1: BMI of 40.0 or greater. 41.2 >= 40.0. So B1 met. No need comorbidity. So branch B1.

C. Supervised weight management: Programme 2026-02 through 2026-06, monthly contacts documented. Need at least 3 consecutive months within the 24 months preceding request. Request date? The authorization request doesn't state the request date explicitly. We have height and weight 2026-07-08. Psychological eval 2026-06-15, nutritional 2026-06-18. Weight programme 2026-02 through 2026-06, monthly contacts documented. The request service is conversion. The request presumably is around 2026-07? The height/weight date is 2026-07-08. The policy says E3: height and weight from within last 90 days from which BMI is calculated. 2026-07-08 is presumably recent relative to request date; if request is after that? They didn't give request date. But the record includes a weight from 2026-07-08; is that within last 90 days? We need assume request date is around or after 2026-07-08? Actually the authorization request is the submitted record. It doesn't list a request date. The E3 documentation item says pend if record lacks height and weight from within last 90 days from which BMI is calculated. The record provides height and weight 2026-07-08 and BMI 41.2. We must evaluate if this satisfies E3. The policy says documentation: pend rather than deny where request otherwise meets criteria but record lacks E3. Since the record has a height and weight from 2026-07-08, we need know if that's within last 90 days of the request. The request presumably occurs at same time as submission; the height/weight is dated 2026-07-08. If no request date, but the record is the authorization request, the height/weight dated 2026-07-08 is part of the request. Typically the request is on or after that date? The policy effective 2026-01-01. The programme was 2026-02 through 2026-06 (5 months). The psychological eval 2026-06-15, nutritional 2026-06-18. Height/weight 2026-07-08. The latest date in record is 2026-07-08. It is reasonable the request is dated on or after 2026-07-08? Wait, if the height/weight is dated 2026-07-08, and it's submitted with the request, the request date must be on or after 2026-07-08 (or same day) because you can't submit a request including a document dated after submission. Actually you can include a document dated before submission. So request date >= 2026-07-08. If the height/weight is within 90 days preceding the request, since it's dated 2026-07-08 and request date is on/after, the difference is 0 or more days. If request date is, say, 2026-07-08 itself, it's 0 days, within 90. If request submitted later, still within 90 as long as before ~2026-10-06. Since no request date is given, but the record includes a height/weight from 2026-07-08, we might treat as satisfying E3 because it's the most recent vital and presumably within 90 days. But the policy documentation section says E3: "A height and weight from within the last 90 days from which BMI is calculated." The record has height and weight 2026-07-08 and BMI 41.2. Does it satisfy E3? Yes, it has a height and weight from within last 90 days (assuming request on/after that date, the measurement is within 90 days). There's no indication it's older than 90 days. The request says "Height and weight 2026-07-08: ... BMI 41.2." The policy requires height and weight from within last 90 days from which BMI is calculated. The record gives a dated height/weight and a BMI. So E3 is satisfied, not missing. No pend for E3.

E1: "Dated contacts evidencing the 3 months of criterion C." The record says Programme 2026-02 through 2026-06, monthly contacts documented. Does it say dated contacts? It says "monthly contacts documented". It doesn't explicitly say they are dated? E1 says "Dated contacts evidencing the 3 months of criterion C." The record says programme 2026-02 through 2026-06, monthly contacts documented. It implies contacts in each month from Feb to June (5 months). It says monthly contacts documented, but does it say they are dated? The programme had a date range and monthly contacts; presumably the contacts are documented with dates. But we must check if the record lacks dated contacts. The record states: "Weight management: Programme 2026-02 through 2026-06, monthly contacts documented." It does not list individual dated contacts, but says monthly contacts documented. The documentation item E1 is "Dated contacts evidencing the 3 months of criterion C." Does "monthly contacts documented" with a programme date range satisfy the need for dated contacts? The policy C requires participation for at least 3 consecutive months within 24 months preceding request, with monthly documented contacts. E1 says pend if record lacks dated contacts evidencing the 3 months of criterion C. If the record simply says "monthly contacts documented" but does not provide the dates of those contacts, is that silent on dated contacts? 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." So we need parse: The record says programme from 2026-02 through 2026-06, monthly contacts documented. That is a statement that there were monthly contacts documented. Does it evidence dated contacts? The dates of the programme are given (2026-02 through 2026-06), and monthly contacts within that period. Usually that implies each month Feb, Mar, Apr, May, Jun had a contact. The contacts are documented (so there is documentation of them), but are they "dated contacts"? The programme range gives dates; maybe the documentation of contacts includes dates. The phrase "monthly contacts documented" meets C (monthly documented contacts). E1 is a documentation item: "Dated contacts evidencing the 3 months of criterion C." If the record does not include the actual dated contacts (e.g., a log with dates), but only says monthly contacts documented, is that lacking dated contacts? Let's examine exact wording: "Weight management: Programme 2026-02 through 2026-06, monthly contacts documented." It says "monthly contacts documented" not "dated contacts documented". The policy C requires "monthly documented contacts". E1 requires "Dated contacts evidencing the 3 months of criterion C." In the documentation section, it says pend rather than deny where request otherwise meets criteria but record lacks: E1. Dated contacts evidencing the 3 months of criterion C. So if the record lacks dated contacts, pend. Does this record have dated contacts? The programme dates 2026-02 through 2026-06 indicate the months, and monthly contacts. But does it provide the contacts themselves with dates? The phrase might be interpreted as the record documents that monthly contacts occurred, but does it provide the dates of each contact? The months are identified by the programme range; a monthly contact in each month would be dated by month at least. But E1 says "dated contacts", likely means each contact must have a date. The record states "monthly contacts documented" but does not list specific dates (e.g., 2026-02-10, 2026-03-10...). However, it does say programme 2026-02 through 2026-06; that provides the timeframe. Is that enough to be considered as having dated contacts, or is it silent on the actual dates of contacts? The instruction says: "A requirement the record simply does not address, where the policy lists it as a documentation item, is a PEND." The documentation item E1 is listed. The record addresses contacts: it says monthly contacts documented. Does it address "dated contacts"? It says programme 2026-02 through 2026-06, monthly contacts documented. The dates of the contacts are not individually listed, but the months are covered. In similar prior auth tasks, if the record says "monthly contacts documented" for a programme with dates, that is usually sufficient to meet C and not lack E1, unless the policy explicitly requires submission of dated contact logs and the record only has a summary. But E1 says "Dated contacts evidencing the 3 months of criterion C." If the request says "monthly contacts documented" but no dates, it's ambiguous. However, the record gives the programme start and end (2026-02 through 2026-06) and says monthly contacts documented. That implies contacts in each month, and the months are dated (Feb, Mar, Apr, May, Jun). So the contacts are evidenced by month. I think E1 is satisfied; there is no pend for E1. Wait, but E1 is a documentation item: "Dated contacts evidencing the 3 months of criterion C." If the record only says "monthly contacts documented" but doesn't show dates, a strict reviewer might say the record lacks dated contacts; however the programme dates give the months. Let's keep this in mind and evaluate exclusions first.

D1: Psychological evaluation within last 12 months clearing member for surgery. Record: Psychological evaluation 2026-06-15: cleared. Date is 2026-06-15. Request is presumably around July 2026, within last 12 months (from 2025-07 to 2026-07). Yes, cleared. So D1 met.

D2: Nutritional evaluation within last 12 months. Record: Nutritional evaluation 2026-06-18: completed. Within 12 months, yes. D2 met.

D3: Documentation member is 18 years or older. Member is 46-year-old. So D3 met.

Exclusions:
X1: Active, untreated substance use disorder within last 12 months. Record: Substance use: None. So no X1.
X2: Pregnancy, current or planned within 18 months of surgery. Record: Not pregnant. No mention of planned pregnancy? Record says "Not pregnant." It doesn't say not planning pregnancy. X2 is "Pregnancy, current or planned within 18 months of surgery." The record says "Not pregnant." It is silent on planned pregnancy. Does that trigger X2? X2 is an exclusion: deny if any apply. The record says "Not pregnant." But does it address planned pregnancy? The statement "Not pregnant" means current pregnancy is absent. It does not say "not planning pregnancy". However, X2 says "Pregnancy, current or planned within 18 months of surgery." If the record is silent on planned pregnancy, is that an exclusion applied? No, because an exclusion applies only if the condition exists. The record does not affirmatively state planned pregnancy. 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." But X2 is not a documentation item; it's an exclusion. If the record simply does not address planned pregnancy, that does NOT mean the exclusion applies (you don't deny for silence on an exclusion; you deny only if exclusion affirmatively present? Wait: For exclusions, the policy says "deny if any apply". To apply, the record must show the exclusion. If the record is silent, it doesn't show pregnancy planned; we cannot assume it. The record says "Not pregnant." It doesn't mention planned. In the request, under Substance use: None. Not pregnant. It doesn't say "no planned pregnancy". But typically "Not pregnant" could be a status; planned pregnancy is a future intention. If not addressed, it's not an affirmative exclusion. So X2 does not apply. No need to pend for X2 because it's not a documentation item. The documentation section only lists E1, E2, E3. It does not list planned pregnancy as a pend item. So silence on planned pregnancy is not a pend. Good.

X3: A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.
This is crucial. The requested service: Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. Surgical history: Laparoscopic sleeve gastrectomy 2021-09-30. That is a prior bariatric procedure. The exclusion X3 says: deny if any apply: X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.
So if there is a prior bariatric procedure (sleeve gastrectomy in 2021), X3 applies unless the request is a revision documented as medically necessary for a surgical complication.
Now, what is the request? "Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass." Is that a revision? A conversion from sleeve to bypass is a revision of the prior bariatric procedure (or a conversion). The policy X3 says "unless the request is a revision documented as medically necessary for a surgical complication." We must check: Is the request documented as medically necessary for a surgical complication? The record says: "The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication. The stated indication for conversion is 'inadequate long-term weight loss'." So the indication is inadequate long-term weight loss, NOT a surgical complication. There is no surgical complication (no leak, stricture, obstruction, etc.). Therefore, the request is NOT documented as medically necessary for a surgical complication; rather, it's for inadequate weight loss (weight regain). Thus, the exception to X3 does not apply. Therefore, X3 exclusion applies: deny.

Wait, is conversion of sleeve to Roux-en-Y considered a "revision"? The prior procedure was sleeve gastrectomy; now they request conversion to Roux-en-Y gastric bypass. That is a reoperation/revision/conversion of the prior bariatric procedure. The exclusion says "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." The request is a revision (conversion), but is it documented as medically necessary for a surgical complication? No, indication is inadequate long-term weight loss. Also the notes document no surgical complication. So it's a revision for inadequate weight loss, not for a surgical complication. Therefore X3 applies and we deny.

Need verify: If X3 applies, do we deny? The exclusion says "deny if any apply: X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." Since prior bariatric procedure present, and the "unless" condition is not met (no surgical complication; indication is inadequate weight loss), the exclusion applies. So decision = "deny". Criteria for denial: list only the identifiers that were not met or the exclusions that applied. Here the exclusion X3 applied. Als
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member had prior sleeve gastrectomy, a prior bariatric procedure. Conversion to bypass is for inadequate weight loss, not a surgical complication (no leak, stricture, obstruction), so X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 7,085 tokens
We need answer JSON. Need apply policy MP-208. Let's parse.

We have authorisation request: Member 46, plan includes bariatric surgery benefit. Requested service: Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. Height/weight 2026-07-08: 172 cm, 122 kg, BMI 41.2. Surgical history: Laparoscopic sleeve gastrectomy 2021-09-30. Nadir weight 88 kg in 2022. Progressive regain since 2023. Operative and follow-up notes document no leak, no stricture, no obstruction, no other surgical complication. Stated indication for conversion is "inadequate long-term weight loss". Weight management: Programme 2026-02 through 2026-06, monthly contacts documented. Psychological eval 2026-06-15 cleared. Nutritional eval 2026-06-18 completed. Substance use none, not pregnant.

Policy: Applies to commercial group products where member's plan includes bariatric surgery benefit. APPROVE when A, B, C, D all met and no exclusion applies.

A Benefit: member's plan includes bariatric surgery benefit -> met. If plan excludes bariatric surgery deny as A0. Here includes, so A met (not A0).

B BMI: one of B1 BMI >=40, or B2 BMI 35-39.9 with comorbid conditions. We have BMI 41.2 (>=40). So B1 met. Need cite B1. Since B1 is numbered alternative. For approval list every criterion identifier record had to satisfy, most specific level: A? Wait A is letter with no numbered alternatives. A is lettered requirement no numbered alternatives: "cited by its letter alone" for lettered requirement with no numbered alternatives. But A has if exclusion A0? Actually exclusion is A0. A is benefit included. A benefit met. Cite "A"? For approval list every criterion identifier record had to satisfy, at most specific level policy provides—branch relied on. For A, there is no numbered alternative, just A. Should we cite "A"? Let's read: "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." So A has no numbered alternatives, so cite "A". Wait A in policy: "A. BENEFIT — the member's plan includes the bariatric surgery benefit. If the plan excludes bariatric surgery, deny as a benefit exclusion (A0)..." So A is the requirement; A0 is exclusion/benefit exclusion. The request meets A, so cite "A"? But A0 is an exclusion identifier. The instruction: for approval, list every criterion identifier the record had to satisfy. If plan includes, criterion A is satisfied. The identifier for criterion is "A". A0 is exclusion. Since no exclusion applies, do not list A0. So list "A".

B: B1 satisfied. Cite "B1". Since B2 not relied. Do not list B.

C: SUPERVISED WEIGHT MANAGEMENT — participation in structured weight management programme for at least 3 consecutive months within 24 months preceding request, with monthly documented contacts. Weight management: Programme 2026-02 through 2026-06, monthly contacts documented. Request date? Authorisation request presumably in 2026 after 2026-07-08? The height weight 2026-07-08. Weight management 2026-02 through 2026-06 (that's 5 months: Feb, Mar, Apr, May, Jun). At least 3 consecutive months within 24 months preceding request. Yes. Monthly contacts documented. So C met. C is lettered requirement with no numbered alternatives? Let's check C: "C. SUPERVISED WEIGHT MANAGEMENT — participation in a structured weight management programme for at least 3 consecutive months within the 24 months preceding the request, with monthly documented contacts. Weight loss during the programme is not required and the absence of weight loss is not a basis for denial." No numbered alternatives. So cite "C". Wait there is no C1. So cite "C".

D: EVALUATIONS — all of:
D1 Psychological evaluation within last 12 months clearing member for surgery. We have Psychological evaluation 2026-06-15: cleared. Today? Request date not given, but as of last dates July 2026. Cleared. Within last 12 months? 2026-06-15 relative to request (say July 2026) yes. D2 Nutritional evaluation within last 12 months. 2026-06-18 completed. Yes. D3 Documentation member is 18 years or older. Member is 46-year-old. Yes. So D1, D2, D3 all met? For approval list every criterion identifier record had to satisfy at most specific level: "the branch you relied on, not the letter above it. Where a policy letter has numbered alternatives, cite the numbered alternative." D has numbered items D1, D2, D3, not alternatives but all of. It says "Where a policy letter has numbered alternatives, cite the numbered alternative." D1 D2 D3 are not alternatives, but numbered subrequirements. The instruction: "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." For D, the most specific level is D1, D2, D3 (since they are numbered). Do we also cite D? It says 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. So for D, the branches are D1, D2, D3 (all required). Do not cite D alone (letter above). Similarly B: branch B1. A: A (no numbered). C: C (no numbered). So criteria array for approval: ["A", "B1", "C", "D1", "D2", "D3"]? Need check if D has letter D itself? The instruction says "not the letter above it" means if you rely on D1, don't cite D. Yes.

Now exclusions: X1 active untreated substance use disorder within last 12 months. Substance use: None. So X1 not apply. X2 pregnancy current or planned within 18 months. Not pregnant. No planned mentioned? Record says "Not pregnant." It doesn't say not planning? The request states "Not pregnant." In exclusions X2: Pregnancy, current or planned within 18 months of surgery. The record says "Not pregnant." Does it affirmatively say not planned? It says "Not pregnant." The authorisation request line: "Substance use: None. Not pregnant." It doesn't mention planned pregnancy. Need determine if exclusion applies or if silent. The policy says: deny if any apply. X2 is pregnancy, current or planned. For denial, list only identifiers not met or exclusions applied. For approval, every requirement satisfied and no exclusion applies. If record simply does not address planned pregnancy, is that an exclusion that applies? Let's parse: "Not pregnant" addresses current pregnancy, says no. Planned within 18 months? The record is silent on planned. Does the documentation section say pend for something? Documentation E1/E2/E3 only. X2 is an exclusion, not a documentation item. The pend rule: "pend rather than deny where the request otherwise meets criteria but the record lacks: E1... E2... E3." It's about documentation items. For exclusions, if a requirement affirmatively not met or exclusion applies -> deny. If record simply does not address something where policy lists it as documentation item -> pend. Is X2 a documentation item? No, it's an exclusion. The policy says "DOCUMENTATION — pend rather than deny where the request otherwise meets criteria but the record lacks: E1... E2... E3." So only those three documentation items are pend. For exclusions, we need decide if "planned" pregnancy is silent. The request says "Not pregnant." Usually if the record says not pregnant, it may only address current. But the policy exclusion includes "current or planned". If record doesn't mention planned, is that an exclusion that applies (affirmatively?) No, exclusion X2 applies if there is pregnancy current or planned. To deny based on X2, we need affirmative evidence of current or planned pregnancy. The record says "Not pregnant" (no current). It doesn't say "no planned pregnancy". Is silence on planned pregnancy sufficient to deny? 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." X2 is not a documentation item; it's an exclusion. For exclusions, to apply, must be present? The task says "deny if any apply". If the record doesn't address planned pregnancy, we cannot say it affirmatively contradicts? Actually exclusion X2 requires pregnancy current or planned. If record says not pregnant, it addresses current and says no. It doesn't address planned. The exclusion is not shown to apply. An exclusion applies only if the condition is met. Since there's no evidence of planned pregnancy, the exclusion does not apply. We don't deny. We don't pend because planned pregnancy is not a documentation item. The decision can be approve if other criteria met. Need be careful: Is there a general requirement to document no planned pregnancy? The policy only lists documentation pend items E1-E3, which do not include pregnancy status. So we assume no exclusion.

But wait, there is a bigger issue: The requested service is "Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass." This is a revision/conversion of a prior bariatric procedure (sleeve gastrectomy in 2021). Exclusion X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." The member had a prior bariatric procedure (laparoscopic sleeve gastrectomy 2021-09-30). The request is conversion of sleeve to Roux-en-Y. Is this a "revision"? Yes, conversion is a revision of prior bariatric procedure. The exclusion says: deny if any apply: X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.

We must analyze X3 carefully. The member has a prior bariatric procedure (sleeve gastrectomy 2021). The request is conversion to Roux-en-Y. The notes document no leak, no stricture, no obstruction, and no other surgical complication. The stated indication for conversion is "inadequate long-term weight loss". So is the request a revision documented as medically necessary for a surgical complication? No. There is no surgical complication; in fact notes document no complication. The indication is inadequate weight loss, not a surgical complication. Therefore the exception to X3 does not apply. Since there is a prior bariatric procedure and the request is not a revision documented as medically necessary for a surgical complication, X3 exclusion applies -> DENY.

Wait: Let's re-read X3 exactly: "X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

Interpretation: The exclusion is "A prior bariatric procedure". So if the member has a prior bariatric procedure, that triggers exclusion/deny, unless the request is a revision documented as medically necessary for a surgical complication. Here, member has prior bariatric procedure (sleeve gastrectomy). The request is conversion of sleeve to Roux-en-Y. Is conversion a "revision"? The policy says "unless the request is a revision documented as medically necessary for a surgical complication." The request is for conversion. The surgical history: prior sleeve. The notes document no leak, no stricture, no obstruction, and no other surgical complication. The stated indication is inadequate long-term weight loss. So it's a revision (conversion) but it is NOT documented as medically necessary for a surgical complication. It is for inadequate weight loss. Therefore the "unless" clause is not satisfied. Therefore X3 exclusion applies -> deny.

Thus decision is "deny". Criteria: For a denial, list only the identifiers that were not met or the exclusions that applied. Do not list criteria that were met. So we list only "X3"? Let's verify if any other exclusion or requirement not met. A met (benefit included). B1 met (BMI 41.2). C met (3 months? Programme 2026-02 through 2026-06: that's 5 months, monthly contacts documented; within 24 months preceding request. Yes). D1, D2, D3 met. X1 no (substance use none). X2 no (not pregnant, no planned evidence; even if silent, not an exclusion applied). X3 applies because prior bariatric procedure and request is not documented as medically necessary for a surgical complication. Wait is "prior bariatric procedure" itself an exclusion? X3 says "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." The identifier is X3. So cite X3.

But let's scrutinize: Is the request a "revision"? The service requested: "Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass." The policy is titled "BARIATRIC SURGERY (SLEEVE GASTRECTOMY OR ROUX-EN-Y)". Does the policy cover conversions? It applies to bariatric surgery (sleeve gastrectomy or Roux-en-Y). The request is conversion of sleeve to Roux-en-Y. A conversion from sleeve to bypass is a Roux-en-Y gastric bypass procedure (a revision/conversion). The policy's criteria A-D must be met. But X3 says a prior bariatric procedure is an exclusion unless the request is a revision documented as medically necessary for a surgical complication. The member had a sleeve (prior bariatric procedure). The request is for Roux-en-Y. Since the prior procedure was a sleeve, not a prior Roux-en-Y, the request is a conversion/revision. Is a conversion considered "the request is a revision"? The phrase: "unless the request is a revision documented as medically necessary for a surgical complication." The request is for conversion; that is a revision of the prior sleeve? In bariatric coding, conversion of sleeve to bypass is a revision bariatric procedure. So it is a revision. But the documentation must show medically necessary for a surgical complication. The notes document no leak, no stricture, no obstruction, and no other surgical complication. Indication: inadequate long-term weight loss. So it's not for a surgical complication. Therefore the unless clause fails; the exclusion applies. Yes.

But wait: Let's consider if X3 means: if there is a prior bariatric procedure, deny, unless (the request is a revision) AND (documented as medically necessary for a surgical complication). The request might not even be considered a revision? If it's a conversion to a different type of procedure (Roux-en-Y), is that a revision or a new primary procedure? The policy says "unless the request is a revision documented as medically necessary for a surgical complication." If the request is a de novo Roux-en-Y after sleeve, it's a conversion/revision of the prior sleeve. In any case, even if it's a revision or not, the exception requires documented medical necessity for a surgical complication. There is none. So X3 applies. Deny.

But could there be an argument that X3 doesn't apply because the prior bariatric procedure was sleeve gastrectomy, and the request is for Roux-en-Y, which is a different procedure, not a revision of a Roux-en-Y? The policy exclusion: "A prior bariatric procedure" — any prior bariatric procedure (including sleeve). The current requested service is Roux-en-Y. Since the member had a prior bariatric procedure, X3 is triggered. The only escape is if the request is a revision documented as medically necessary for a surgical complication. A conversion of sleeve to Roux-en-Y is a revision of the prior bariatric anatomy? Actually it's a conversion, which is a type of revision. But regardless, not for complication. So exclusion applies.

Need check documentation pend items: E1, E2, E3. Since we deny due to exclusion, the pend documentation rule doesn't save it. The instruction: "pend rather than deny where the request otherwise meets criteria but the record lacks: E1... E2... E3." Does the record lack any E items? Let's check: E1: Dated contacts evidencing 3 months of criterion C. Weight management: Programme 2026-02 through 2026-06, monthly contacts documented. This provides dated contacts? It says "monthly contacts documented." It doesn't explicitly list the dates of contacts, but says monthly contacts documented. Is that sufficient for E1? The documentation section says pend rather than deny where record lacks E1: Dated contacts evidencing the 3 months of criterion C. The record says Programme 2026-02 through 2026-06, monthly contacts documented. This indicates there are monthly documented contacts; likely dates are in the record? Actually the request says "monthly contacts documented." That means there is documentation of monthly contacts. It might be considered satisfying E1. Similarly E2: psychological evaluation report for D1. The record says Psychological evaluation 2026-06-15: cleared. That's the report result; maybe the report is present. E3: height and weight from within last 90 days from which BMI is calculated. Height and weight 2026-07-08, BMI 41.2. As of request date? The request includes height and weight 2026-07-08. If request is on/after that date, it's within 90 days. So E3 met. So no pend anyway.

But wait, the decision is deny because of X3. So no pend.

Now rationale: one or two sentences, under 40 words. Must explain decision. Something like: "Deny under X3: member had a prior bariatric procedure (sleeve gastrectomy) and the requested conversion to Roux-en-Y is not documented as medically necessary for a surgical complication; it is for inadequate weight loss." Need count words. Let's draft: "Deny: X3 applies because the member had a prior sleeve gastrectomy and the requested conversion to Roux-en-Y is not documented as medically necessary for a surgical complication, only for inadequate weight loss." Word count: Deny (1) : (maybe) X3 (2) applies (3) because (4) the (5) member (6) had (7) a (8) prior (9) sleeve (10) gastrectomy (11) and (12) the (13) requested (14) conversion (15) to (16) Roux-en-Y (17) is (18) not (19) documented (20) as (21) medically (22) necessary (23) for (24) a (25) surgical (26) complication, (27) only (28) for (29) inadequate (30) weight (31) loss. (32) That's 32 words, under 40. Could shorten: "X3 applies: prior sleeve gastrectomy, and requested Roux-en-Y conversion is not documented as medically necessary for a surgical complication, only inadequate weight loss." That's about 22 words. But rationale field asks for one or two sentences, under 40 words. We can say: "Denied under X3. The member had a prior bariatric procedure (sleeve gastrectomy); the requested Roux-en-Y conversion is not documented as medically necessary for a surgical complication, only for inadequate weight loss." Word count: Denied(1) under(2) X3(3). The(4) member(5) had(6) a(7) prior(8) bariatric(9) procedure(10) (sleeve(11) gastrectomy);(12) the(13) requested(14) Roux-en-Y(15) conversion(16) is(17) not(18) documented(19) as(20) medically(21) necessary(22) for(23) a(24) surgical(25) complication,(26) only(27) for(28) inadequate(29) weight(30) loss.(31) Under 40. Good.

Need ensure JSON keys: "decision", "criteria", "rationale". Decision string exactly one of "approve", "deny", "pend", "not_applicable". We choose "deny". criteria array of strings: For denial, list only identifiers not met or exclusions applied. So ["X3"]. Is there any identifier not met? A, B1, C, D1, D2, D3 all met. Exclusions applied: X3. X1? No substance use disorder; not active untreated. X2? Not pregnant; no planned pregnancy documented, but exclusion not applied. So only X3.

Wait: Is X3 an exclusion identifier? Yes. The task says identifiers are written exactly as policy writes them: X3. Good.

Should we include "A0"? No, A0 is benefit exclusion if plan excludes bariatric surgery. Here plan includes, so A0 doesn't apply.

Double-check B: BMI 41.2 from height 172 cm, weight 122 kg. Let's compute: 1.72 m; BMI = 122 / (1.72^2) = 122 / 2.9584 = 41.24. They state BMI 41.2. So B1 satisfied (>=40). Yes.

Check C: Programme 2026-02 through 2026-06. How many months? February, March, April, May, June = 5 months. At least 3 consecutive months. The request date? Not explicitly stated. The authorisation request includes height and weight 2026-07-08. The weight management programme ended 2026-06. The 24 months preceding 
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Denied under X3. The member had a prior bariatric procedure (sleeve gastrectomy); the requested Roux-en-Y conversion is not documented as medically necessary for a surgical complication, only for inadequate weight loss."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Qwen3.8 Flash · Alibaba12.9s · 775 out | 9.2s · 396 out | 21.1s · 880 out
Attempt 1
Reasoning · 707 tokens
We need answer in JSON only. Need solve prior auth. Policy MP-208. Request: conversion sleeve to RYGB. Plan includes benefit so A met.
BMI 41.2, dated 2026-07-08 within last 90 days? We need infer current? Request date not specified but height weight 2026-07-08. Effective 2026. It is documented. B1 met.
C supervised weight management: programme 2026-02 through 2026-06 monthly contacts documented, at least 3 consecutive months within 24 months preceding request. Met.
D: psych eval 2026-06-15 cleared within last 12 months? Need request likely 2026? yes. Nutritional eval 2026-06-18 within last 12 months. Documentation 18: member 46-year-old -> D3 met.
Exclusions: X3 A prior bariatric procedure, unless request is a revision documented as medically necessary for a surgical complication. Here prior sleeve gastrectomy 2021. Request conversion to RYGB. Indication inadequate long-term weight loss. No surgical complication documented (no leak stricture obstruction other). Thus X3 applies: deny because prior bariatric procedure and not revision for surgical complication. But need think: Does X3 exclude conversion for inadequate weight loss? Policy says deny if prior bariatric procedure, unless request is revision documented as medically necessary for surgical complication. This is conversion due inadequate weight loss, not complication. So X3 applies. Decision deny. Criteria identifiers that decided case: for denial list only identifiers not met or exclusions applied. Here A, B, C, D met, exclusion X3 applies. Does criteria array include X3 only? Instruction: For a denial, list only the identifiers that were not met or the exclusions that applied. So ["X3"]. But maybe also if revision not documented medically necessary for surgical complication? Criterion is X3. It is exclusion. Need rationale under 40 words: "Member meets clinical criteria but has prior bariatric surgery and requested conversion for inadequate weight loss, not a surgical complication; exclusion X3 applies." Count? 25 words maybe. Need JSON exactly fenced. Ensure no extra keys. Use null? only required keys.
Need maybe consider benefit A includes revision? Plan includes bariatric surgery benefit. X3 active regardless? Yes.
Need dates relative to request: not exact request date but record 2026-07-08. If current request after? Could still be within. We don't need mention. The only denial. Could there be issue with C within 24 months preceding request? 2026-02-06 through 2026-06 monthly contacts. OK.
Need criteria: "X3". If there were also not met? No.
Need decide if X3 "A prior bariatric procedure" applies even when requested revision? Yes. "Conversion of sleeve to RYGB" might be considered revision? It is a revision but not documented medically necessary for surgical complication. The operative notes document no surgical complication and indication is inadequate weight loss. So exclusion.
Need final only fenced JSON.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member meets clinical criteria but has a prior sleeve gastrectomy and requests conversion for inadequate weight loss, not a documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 332 tokens
We need answer JSON only. Need analyze policy. Member age 46 satisfies D3. Plan includes benefit A. BMI 41.2 on 2026-07-08, presumably request? Height/weight from within 90 days if request around? Not given date of request but likely after 2026-07-08? Need evaluate. Requested conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. Surgical history prior bariatric procedure sleeve gastrectomy 2021. Exclusion X3: prior bariatric procedure unless request is a revision documented as medically necessary for a surgical complication. Conversion indicated for inadequate long-term weight loss, not surgical complication. Notes no leak/stricture/obstruction/other surgical complication. Thus exclusion applies X3. Decision deny. Criteria: list only identifiers not met or exclusions that applied. For denial, list only identifiers not met/exclusions. So ["X3"]. Need rationale under 40 words one/two sentences. Must ensure if criteria not met? A,B,C,D mostly met. X3 applies. Need maybe B3? no. The exclusion decides case. Output exactly one JSON code block. No extra. Use plain number? Not relevant. Decision deny string. criteria array strings. rationale. Need maybe mention prior bariatric procedure without documented surgical complication. Word count <40. e.g. "Conversion is excluded because the member has a prior sleeve gastrectomy and the indication is inadequate long-term weight loss, not a documented surgical complication." 22 words. OK.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Conversion is excluded because the member has a prior sleeve gastrectomy and the indication is inadequate long-term weight loss, not a documented surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 814 tokens
We need answer user's request? User provided policy and request. Need output exactly one fenced JSON block, no prose. Need solve PA. Let's analyze.

Policy MP-208. Applies to bariatric surgery sleeve or Roux-en-Y. Plan includes benefit. Requested conversion sleeve to RYGB. Need criteria.

A satisfied.

B BMI: Ht/weight 2026-07-08, BMI 41.2. But is that within last 90 days? Current? Policy effective 2026-01-01. Request has date 2026-07-08. Evaluation dates. It likely is current, no request date given but assume current? B1 met if BMI >=40.0. E3 height and weight from within last 90 days from which BMI calculated: present, but if current date unknown? In PA request likely around 2026-07? Since no request date. But policy asks pend if lacks. We have dated 2026-07-08. Could be accepted.

C supervised weight management: programme 2026-02 through 2026-06 monthly contacts documented. At least 3 consecutive months within 24 months preceding request. Yes Feb-June 5 months. Met.

D evaluations: psychological 2026-06-15 within last 12 months cleared. Nutritional 2026-06-18 within 12 months. Age 46. Met.

Exclusions: X1 none. X2 not pregnant. X3 prior bariatric procedure, unless request is revision documented as medically necessary for a surgical complication. Prior sleeve. Conversion for inadequate weight loss/regain, not surgical complication. Operative/follow-up notes no leak/stricture/obstruction/complication. X3 applies. Deny. Criteria identifiers? For denial list only identifiers not met or exclusions applied. Exclusion applied X3. Also B? If prior procedure exclusion denies, do not evaluate clinical? A0 only benefit? For exclusion, denial criteria X3 only? The task says "deny if any apply". Choosing criteria: For denial list only identifiers that were not met or exclusions that applied. So ["X3"]. Rationale under 40 words. Need output JSON only.

Need consider if not_applicable because conversion? Policy applies to sleeve gastrectomy or Roux-en-Y? It says APPLICATES? Requested service conversion. Policy MP-208 bariatric surgery sleeve or RYGB. Applies. So decision deny.

Potential nuance: X3 exception: revision documented as medically necessary for a surgical complication. Conversion due to inadequate long-term weight loss is not complication. Deny. Need maybe criteria include X3 only. Rationale: Prior sleeve gastrectomy is a bariatric procedure; conversion requested for inadequate weight loss, not a documented surgical complication. Under policy, prior bariatric procedure exclusion X3 applies.

Need JSON exactly fenced block. Ensure no extra keys. decision, criteria, rationale.

Double-check word count under 40: "Prior sleeve gastrectomy is a bariatric procedure; conversion is for inadequate weight loss, not a documented surgical complication, so exclusion X3 applies." Count: Prior1 sleeve2 gastrectomy3 is4 a5 bariatric6 procedure;7 conversion8 is9 for10 inadequate11 weight12 loss,13 not14 a15 documented16 surgical17 complication,18 so19 exclusion20 X3 21 applies22. Good.

Need maybe include denial due to X3 not B? The record affirmatively contradicts exception. yes.

Let's craft final JSON with code fence. No other text.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior sleeve gastrectomy is a bariatric procedure; conversion is for inadequate weight loss, not a documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Kimi K2.6 · Moonshot40.5s · 1,375 out | 12.9s · 1,667 out | 24.2s · 1,814 out
Attempt 1
Reasoning · 1,315 tokens
We need to apply the medical policy MP-208 to the authorization request.

Policy: Bariatric Surgery (Sleeve Gastrectomy or Roux-en-Y). Applies to commercial group products where member's plan includes the benefit.

Approve when A, B, C, and D are all met and no exclusion applies.

Exclusions:
X1. Active, untreated substance use disorder within last 12 months.
X2. Pregnancy, current or planned within 18 months.
X3. Prior bariatric procedure, unless request is a revision documented as medically necessary for a surgical complication.

Documentation items to pend for: E1 (dated contacts for 3 months of C), E2 (psych eval report for D1), E3 (height/weight within 90 days for BMI).

Now let's evaluate each criterion.

A. Benefit: The request says "Plan includes the bariatric surgery benefit." So A is met.

B. BMI: Height and weight 2026-07-08: 172 cm, 122.0 kg. BMI 41.2. B1 requires BMI 40.0 or greater. This is met. (Also B2 is not needed). E3 says pend if lacking height/weight from within last 90 days from which BMI is calculated. The record has height and weight dated 2026-07-08. The request date is not explicitly given, but presumably the request is around that time or after. The height/weight is within last 90 days presumably. So E3 is satisfied.

C. Supervised weight management: Programme 2026-02 through 2026-06, monthly contacts documented. That's 5 months (Feb, Mar, Apr, May, Jun) consecutive within 24 months preceding the request. So C is met. E1 is about lacking dated contacts evidencing 3 months of criterion C. The record says monthly contacts documented. So E1 is satisfied.

D. Evaluations:
D1. Psychological evaluation within last 12 months clearing member for surgery. Record: Psychological evaluation 2026-06-15: cleared. So D1 met. E2 is about lacking psych eval report. Record has it.
D2. Nutritional evaluation within last 12 months. Record: 2026-06-18: completed. Met.
D3. Documentation that member is 18 years or older. Record: Member is 46-year-old. Met.

Exclusions:
X1: Substance use: None. So no exclusion.
X2: Not pregnant. No exclusion.
X3: Prior bariatric procedure: Laparoscopic sleeve gastrectomy 2021-09-30. This is a prior bariatric procedure. Exclusion X3 applies unless the request is a revision documented as medically necessary for a surgical complication. The request is "Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass." Is that a revision? The policy says "unless the request is a revision documented as medically necessary for a surgical complication." The stated indication is "inadequate long-term weight loss". The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication. Therefore, the request is NOT a revision for a surgical complication. So X3 applies. The policy says "deny if any apply: X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

Thus, there is an exclusion that applies. The decision should be "deny".

Criteria: 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 should list X3. Should we also list anything else? The exclusion is X3. A is met, B is met, C is met, D is met. Only X3 applies. So criteria = ["X3"].

Rationale: Must be one or two sentences, under 40 words. Need to explain denial due to prior bariatric procedure without surgical complication.

Let's craft rationale: "The member has a prior sleeve gastrectomy and the conversion is for inadequate weight loss, not a surgical complication, so exclusion X3 applies." Let's count words: The(1) member(2) has(3) a(4) prior(5) sleeve(6) gastrectomy(7) and(8) the(9) conversion(10) is(11) for(12) inadequate(13) weight(14) loss,(15) not(16) a(17) surgical(18) complication,(19) so(20) exclusion(21) X3(22) applies.(23) That's 23 words. Good.

Check if any pend items? Since X3 applies, we deny. The policy says deny if any exclusion applies. So we don't pend.

Double-check: Is there any nuance about "conversion" being considered a revision? The policy says "unless the request is a revision documented as medically necessary for a surgical complication." The record explicitly states no surgical complication. So X3 is definitely the driver.

One more thing: The policy applies to "Sleeve Gastrectomy or Roux-en-Y". The requested service is conversion to Roux-en-Y. So the policy governs it.

Decision: deny.

Criteria: ["X3"].

Rationale: as above.

Make sure JSON is exactly one fenced code block, no extra text.

```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member has a prior sleeve gastrectomy and the conversion is for inadequate weight loss, not a surgical complication, so exclusion X3 applies."
}
```

Word count: 23 words. Under 40.

Check for any other missing items: The request gives height/weight on 2026-07-08. Psych eval 2026-06-15. Nutritional eval 2026-06-18. Weight management Feb-June 2026. All good.

But wait: The policy's documentation section E3 says "A height and weight from within the last 90 days from which BMI is calculated." The BMI is 41.2 based on 2026-07-08. The request likely is on or near that date. So okay.

Thus final answer is the JSON block.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member has a prior sleeve gastrectomy and the conversion is for inadequate weight loss, not a surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 1,809 tokens
 We need to apply policy MP-208 to the authorization request.

Policy: MP-208 — Bariatric Surgery (Sleeve Gastrectomy or Roux-en-Y)
Effective 2026-01-01. Applies to commercial group products where member's plan includes the bariatric surgery benefit.

APPROVE when A, B, C, and D are all met and no exclusion applies.

Let's break down criteria:

A. Benefit — plan includes bariatric surgery benefit. If plan excludes, deny as benefit exclusion (A0). Here: "Plan includes the bariatric surgery benefit." So A is met.

B. BMI:
- B1: BMI >= 40.0.
- B2: BMI 35.0-39.9 with comorbidities.
Height and weight 2026-07-08: 172 cm, 122.0 kg. BMI 41.2. That's >40. So B1 is met.

C. Supervised weight management: participation in structured weight management programme for at least 3 consecutive months within 24 months preceding request, with monthly documented contacts. Weight loss not required. Here: Programme 2026-02 through 2026-06, monthly contacts documented. That's 5 months, within 24 months prior to request (likely request date is near 2026-07-08 or later). So C is met.

D. Evaluations: all of:
- D1. Psychological evaluation within last 12 months clearing member for surgery. Here: 2026-06-15, cleared. So D1 met.
- D2. Nutritional evaluation within last 12 months. 2026-06-18, completed. Met.
- D3. Documentation that member is >= 18. Member is 46. Met.

Exclusions — deny if any apply:
- X1. Active, untreated substance use disorder within last 12 months. Member: "None." So not applicable.
- X2. Pregnancy, current or planned within 18 months. "Not pregnant." So not applicable.
- X3. Prior bariatric procedure, unless request is a revision documented as medically necessary for a surgical complication.
Member had laparoscopic sleeve gastrectomy 2021-09-30. The requested service is conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication. The stated indication is "inadequate long-term weight loss". 
X3 says: deny if prior bariatric procedure applies, unless request is a revision documented as medically necessary for a surgical complication. Here, there is a prior bariatric procedure. The request is a conversion, which is a type of revision? The policy says "unless the request is a revision documented as medically necessary for a surgical complication." The documentation explicitly states no surgical complication, and indication is inadequate weight loss. Therefore X3 applies: prior bariatric procedure and request is NOT a revision documented as medically necessary for a surgical complication. So exclusion X3 applies. Deny.

Wait: Is conversion considered a revision? The policy says "prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." It doesn't explicitly say "conversion" but in context, a conversion from sleeve to bypass would be a revision. However, the exception only applies if documented as medically necessary for a surgical complication. Here it's documented as for "inadequate long-term weight loss", not a complication. So X3 exclusion applies. Therefore decision is deny.

Need to choose decision: deny. Criteria: list only the identifiers that were not met or the exclusions that applied. Do not list criteria that were met. So criteria should be ["X3"].

Rationale: One or two sentences, under 40 words. Need to explain that exclusion X3 applies because prior bariatric procedure exists and request is not for a surgical complication.

Check if any other issues. What about being a conversion to Roux-en-Y? MP-208 applies to sleeve gastrectomy or Roux-en-Y. So request is within scope.

Plan includes benefit: yes.

Weight management: yes.

Evaluations: yes.

BMI: yes.

Substance use: no.

Pregnancy: no.

Exclusion X3: Prior bariatric procedure 2021. Unless request is revision for surgical complication. Not a surgical complication. So exclusion X3 triggers denial.

Thus decision: deny. Criteria: ["X3"].

Rationale: e.g., "Exclusion X3 applies because the member has a prior sleeve gastrectomy and the conversion is not for a surgical complication." Let's count words: "Exclusion X3 applies because the member has a prior sleeve gastrectomy and the conversion is not for a surgical complication." That's 17 words. Good.

Double-check policy wording: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." It is a prior bariatric procedure. The request is a conversion (revision?) documented as medically necessary for inadequate long-term weight loss, not for a surgical complication. So X3 applies.

Conclusion: deny.

JSON output only.

One more check: Is there any nuance about the documentation of no complication? The notes document no complication. The indication is inadequate weight loss. So definitely not a complication.

Are there any pends? The record seems to have everything: benefit confirmation, height/weight within 90 days (2026-07-08), monthly contacts (E1 not needed because record has them), psych eval (E2 not needed), etc. So nothing to pend. Deny on exclusion.

Make sure criteria array is exactly ["X3"]. No extra entries.

Rationale under 40 words. I'll make it concise.

Let's produce JSON.

```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Exclusion X3 applies because the member has a prior sleeve gastrectomy and the conversion is not for a surgical complication."
}
```

Check if there's any possible argument that a conversion from sleeve to bypass is not a "revision" but a "conversion" and thus the unless clause doesn't apply? The policy says "prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." In common surgical terms, converting a sleeve to a bypass is a revisional bariatric procedure. The policy doesn't define "revision" but it's standard terminology. Even if one were to argue it's not a revision, the exclusion says "prior bariatric procedure" full stop. The unless clause provides an exception for revisions for complications. If it's not a revision, then the exclusion applies straightforwardly. If it is a revision, it still doesn't meet the exception. So either way, X3 applies.

Therefore deny is correct.

Check formatting: plain JSON block, no extra text. Keys exactly required. No extra keys.

Ensure nulls not needed. All good.

One more check on the date of height and weight: 2026-07-08. The request likely around that time or shortly after. Requested service: conversion. Nothing says when request was made, but presumably near that date. Not needed for exclusion anyway.

Wait, the prompt says "AUTHORISATION REQUEST" but doesn't explicitly state the request date. However, all evaluations are within last 12 months relative to presumably now (2026). Weight management 2026-02 to 2026-06. Height and weight 2026-07-08. If request is on or after 2026-07-08, the 90-day height/weight requirement is met. But that's moot because of exclusion.

Thus final answer is as above. 
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Exclusion X3 applies because the member has a prior sleeve gastrectomy and the conversion is not for a surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 1,934 tokens
We need to apply medical policy MP-208.

First, parse the request.

Member: 46-year-old. Plan includes bariatric surgery benefit. So A is met.

Requested service: Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. This is a bariatric surgery. The policy says applies to commercial group products where member's plan includes the benefit. Member's plan includes it. So policy is applicable. Not "not_applicable".

Check exclusions.

Exclusions:
X1. Active, untreated substance use disorder within last 12 months. Record says substance use: None. So no exclusion.
X2. Pregnancy, current or planned within 18 months. Record says Not pregnant. But does it say anything about planned? It says "Not pregnant." It doesn't explicitly say not planned within 18 months. However, the policy exclusion is "Pregnancy, current or planned within 18 months of surgery." The record is silent on planned pregnancy. But is this an exclusion that must be affirmatively met or denied? The instruction says: "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." For exclusions, the policy says "deny if any apply." The record says "Not pregnant." It does not say anything about planned pregnancy within 18 months. Is there a documentation item for pregnancy? No, the documentation items are E1, E2, E3. So pregnancy is an exclusion criterion, not a documentation item to pend for. The policy says "deny if any apply." Does the record show that pregnancy is planned within 18 months? It is silent. Does silence mean we cannot confirm the exclusion applies, so we do not deny? Or do we need to pend? The instructions: "pend rather than deny where the request otherwise meets criteria but the record lacks: E1, E2, E3." So if the record lacks something not in the documentation list, we don't pend; we either approve or deny based on what is present. If the exclusion is not affirmatively met (i.e., we don't have evidence that pregnancy is planned), we cannot deny based on that exclusion. So no exclusion applies based on the record.

X3. A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication.
Record: Laparoscopic sleeve gastrectomy 2021-09-30. So there is a prior bariatric procedure. The request is a conversion (which is a type of revision/reoperation). The policy says unless the request is a revision documented as medically necessary for a surgical complication. The stated indication for conversion is "inadequate long-term weight loss". The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication. So the revision is NOT documented as medically necessary for a surgical complication; it's for inadequate weight loss. Therefore exclusion X3 applies. Since X3 applies, we must deny.

Wait, is "conversion of sleeve gastrectomy to Roux-en-Y gastric bypass" considered a "revision"? The policy refers to "prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." Conversion is a revision. The request is to convert. The policy likely intends to exclude prior bariatric surgeries unless revision for complication. So X3 applies.

Let's double-check if there is any other interpretation. The policy says "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." The record shows a prior sleeve gastrectomy. The current request is conversion to Roux-en-Y. That is a revision. But the documentation says the indication is inadequate long-term weight loss, and there were no complications. So the revision is not for a surgical complication. Therefore X3 applies. Decision: deny.

Now, check if any other criteria are needed? Since an exclusion applies, we deny regardless. The decision is "deny". Criteria: list only the identifiers that were not met or the exclusions that applied. Do not list the criteria that were met.

So we list X3.

Rationale: one or two sentences, under 40 words. Must explain why.

Let's draft: "Exclusion X3 applies because the member had a prior sleeve gastrectomy, and the requested revision is for inadequate weight loss rather than a surgical complication." Count words: Exclusion(1) X3(2) applies(3) because(4) the(5) member(6) had(7) a(8) prior(9) sleeve(10) gastrectomy,(11) and(12) the(13) requested(14) revision(15) is(16) for(17) inadequate(18) weight(19) loss(20) rather(21) than(22) a(23) surgical(24) complication.(25) 25 words. Good.

Let's ensure no other exclusions. X2 maybe? The record says Not pregnant. It doesn't mention planned. But the policy exclusion is "Pregnancy, current or planned within 18 months of surgery." Does the record's silence on "planned" mean we can't assess? Since it's an exclusion, and the record doesn't say "planned," we cannot affirm it. Also, the member is 46-year-old. But we stick to the record. So X2 not applicable.

Thus decision deny, criteria ["X3"], rationale as above.

Wait, check if there is any nuance about "conversion" = "revision". The policy says "prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." The requested service is "Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass." That is a revision of a prior bariatric procedure. The policy explicitly allows revision only if documented as medically necessary for a surgical complication. Here it's documented as not for a complication. So X3 is met (exclusion applies). Deny.

Let's double-check everything.

A: Benefit included. Met.
B: BMI 41.2. B1 met.
C: Weight management programme Feb 2026 through June 2026 (5 months) with monthly contacts. That's within 24 months preceding request (assuming request date is around now; the evaluations are June 2026, weight is July 2026, so request is likely July 2026). 3 consecutive months met. Met.
D1: Psychological eval 2026-06-15 within 12 months. Met.
D2: Nutritional eval 2026-06-18 within 12 months. Met.
D3: Age 46, >18. Met.
Exclusions: X1 no, X2 no, X3 yes.

So criteria list for denial: ["X3"].

Rationale: "Exclusion X3 applies because the member had a prior sleeve gastrectomy and the requested revision is for inadequate weight loss rather than a surgical complication."

Word count: let's count carefully.
Exclusion(X3) applies because the member had a prior sleeve gastrectomy and the requested revision is for inadequate weight loss rather than a surgical complication.
1 Exclusion
2 X3
3 applies
4 because
5 the
6 member
7 had
8 a
9 prior
10 sleeve
11 gastrectomy
12 and
13 the
14 requested
15 revision
16 is
17 for
18 inadequate
19 weight
20 loss
21 rather
22 than
23 a
24 surgical
25 complication.
25 words. Good.

Make sure to not add any extra keys. Exactly one fenced JSON code block.

```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Exclusion X3 applies because the member had a prior sleeve gastrectomy and the requested revision is for inadequate weight loss rather than a surgical complication."
}
```

Check format: exactly one fenced JSON code block and nothing else. Yes.

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." So only X3. Good.

"Rationale: string — one or two sentences, under 40 words". Yes.

Decision is exactly one of "approve", "deny", "pend", "not_applicable". We choose "deny".

Everything looks correct.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Exclusion X3 applies because the member had a prior sleeve gastrectomy and the requested revision is for inadequate weight loss rather than a surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100DeepSeek V4 Pro · DeepSeek8.5s · 472 out | 11.0s · 440 out | 6.1s · 380 out
Attempt 1
Reasoning · 409 tokens
We are asked: apply policy MP-208 to this request. We have a member requesting conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. First, check if this falls under the policy: it's bariatric surgery, so the policy applies. Next, check exclusions. Policy exclusion X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." The member had a sleeve gastrectomy in 2021. This is a conversion to Roux-en-Y due to inadequate weight loss, no surgical complication documented. So exclusion X3 applies: prior bariatric procedure, and the request is not for a revision for a surgical complication. Therefore, we deny due to X3. Do we need to evaluate other criteria? The policy says for denial, list only the identifiers that were not met or the exclusions that applied. So we cite X3. Decision: deny. Criteria: ["X3"]. Rationale: under 40 words.

But we need to ensure that the request is not for a complication. The clinical notes say "inadequate long-term weight loss", and document no complication. So denial is correct.

One nuance: The request is for conversion from sleeve to RYGB. The policy's exclusion X3 says "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." So if it's not a revision for complication, deny. Here, it's for weight regain, not complication. So deny.

Thus, JSON: decision "deny", criteria ["X3"], rationale "Request is for conversion of prior sleeve gastrectomy due to inadequate weight loss, not a revision for surgical complication, per exclusion X3." That's short.

Check: The policy also says "Approve when A, B, C, D are all met and no exclusion applies." Since an exclusion applies, we don't need to evaluate A-D. So only X3.

So output.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member has a prior sleeve gastrectomy and the request is for weight loss, not a revision for a surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 378 tokens
We are given a medical policy MP-208 for bariatric surgery (sleeve gastrectomy or Roux-en-Y). The request is for conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. We need to apply the policy.

First, check if the request falls under this policy. The policy is for bariatric surgery (sleeve gastrectomy or Roux-en-Y). The request is conversion to Roux-en-Y, which is a covered procedure if criteria are met. But note exclusion X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

The member had a prior sleeve gastrectomy. The request is for conversion to Roux-en-Y. The record says: "The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication. The stated indication for conversion is 'inadequate long-term weight loss'." So this is not a revision for a surgical complication; it's for inadequate weight loss. Therefore, exclusion X3 applies: prior bariatric procedure, and the request is not a revision for a surgical complication. So we deny based on X3.

Check if other criteria are met? Even if they were, exclusion X3 explicitly says "deny if any apply". So deny.

Decision: "deny"
Criteria: ["X3"] because that's the exclusion that applies.
Rationale: one or two sentences, under 40 words. Something like: "Member had a prior sleeve gastrectomy and the conversion is not for a surgical complication. Policy X3 excludes non-complication revisions."

We should note that the policy says "unless the request is a revision documented as medically necessary for a surgical complication." The documentation says no complication. So it's a denial.

Thus output JSON.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member had a prior sleeve gastrectomy and the conversion is for inadequate weight loss, not a surgical complication. Policy X3 excludes non-complication revisions."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 326 tokens
We are asked to apply policy MP-208 to this request. The request is for conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. The policy covers bariatric surgery (sleeve or RYGB). But here it's a conversion (revision) of a prior sleeve. The policy has exclusion X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." So the request is for a revision. The documentation says: "The operative and follow-up notes document no leak, no stricture, no obstruction, and no other surgical complication. The stated indication for conversion is 'inadequate long-term weight loss'." This is not a surgical complication; it's inadequate weight loss. So exclusion X3 applies: the revision is not for a documented surgical complication. Therefore, the request must be denied under X3. Even if other criteria are met, the exclusion denies. So decision: deny. Criteria: X3. Rationale: The request is for conversion due to inadequate weight loss, not a documented surgical complication, which excludes coverage under X3.

Check other criteria: A (benefit) met. B: BMI 41.2, so B1 met. C: 3 months of supervised weight management documented (Feb-Jun 2026). D: psychological and nutritional evals done, age 46. Exclusions: X1 none, X2 not pregnant, X3 applies. So only denial reason is X3. So output JSON: decision "deny", criteria ["X3"], rationale short.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The request is for conversion due to inadequate weight loss, not a documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100GPT-5.6 Luna · OpenAI3.5s · 197 out | 1.9s · 141 out | 1.8s · 151 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member had a prior bariatric procedure, and the requested conversion is for inadequate long-term weight loss rather than a documented surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member had a prior bariatric procedure, and the requested conversion is for inadequate long-term weight loss rather than a documented surgical complication. Therefore, exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The member had a prior sleeve gastrectomy, and the requested conversion is for inadequate long-term weight loss rather than a documented surgical complication. Exclusion X3 therefore applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100DeepSeek V4 Flash · DeepSeek22.8s · 695 out | 42.2s · 697 out | 8.1s · 728 out
Attempt 1
Reasoning · 636 tokens
We need answer based on policy. Need determine decision. Need parse request. Member 46, plan includes bariatric benefit. Requested conversion sleeve to RNY. Height/weight 2026-07-08: 172 cm, 122 kg, BMI 41.2. Surgical history sleeve 2021, nadir 88 kg in 2022, progressive regain since 2023. Operative/notes no complications. Indication "inadequate long-term weight loss". Weight management programme 2026-02 through 2026-06 monthly contacts documented. Psych eval 2026-06-15 cleared. Nutritional eval 2026-06-18 completed. Substance use none. Not pregnant.

Need apply policy MP-208. Need check criteria A-D and exclusions X. A benefit included yes. B BMI: BMI 41.2 >=40 so B1 satisfied. Also could B2? no need. C supervised weight management participation for at least 3 consecutive months within 24 months preceding request, monthly contacts documented. Programme 2026-02 through 2026-06 = 5 months, monthly contacts documented. Satisfies C. D all: D1 psychological eval within last 12 months clearing, yes 2026-06-15, cleared. D2 nutritional eval within last 12 months, yes 2026-06-18. D3 member 18+ yes 46. Exclusions: X1 substance use none. X2 not pregnant. X3 prior bariatric procedure, unless request is revision documented as medically necessary for surgical complication. Here prior bariatric procedure (sleeve gastrectomy). Requested conversion of sleeve to RNY. Policy X3: prior bariatric procedure, unless request is a revision documented as medically necessary for a surgical complication. The stated indication is "inadequate long-term weight loss" and notes document no leak/no stricture/no obstruction/no other surgical complication. So X3 applies? Need interpret. The request is conversion of prior sleeve to RNY. Is this a "revision documented as medically necessary for a surgical complication"? No, it's not due to surgical complication; no complication. So exclusion X3 applies? Likely deny because prior bariatric procedure and not revision for surgical complication. Need decide: Does policy allow conversion for inadequate weight loss? Need consider policy maybe bariatric surgery includes conversions? The exclusion X3 says prior bariatric procedure unless revision documented as medically necessary for a surgical complication. So conversion for inadequate weight loss is excluded. Thus decision deny due to X3. Need cite criteria identifiers? For denial, only identifiers not met/exclusions applied. Need include X3. Maybe also? Let's examine all. A satisfied. B satisfied. C satisfied. D satisfied. Exclusion X3 applied. So deny, criteria ["X3"]. Need rationale one or two sentences under 40 words. Need mention prior bariatric procedure with no surgical complication and indication inadequate weight loss; exclusion applies. Keep concise.

Need ensure JSON format with keys decision, criteria array, rationale. No extra.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior sleeve gastrectomy is present, and the conversion is for inadequate weight loss with no documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 636 tokens
We need answer JSON. Need apply policy. Need decide approve/deny/pend/not_applicable. Need criteria.

Let's parse.

Policy A benefit included yes.

B BMI: 172 cm, 122 kg. BMI = 122 / (1.72^2) = 122 / 2.9584 = 41.238? 41.2. So B1 met (>=40). Note B2 not needed because B1. Need one of B criteria? B: one of B1 or B2? B1 met.

C supervised weight management: Programme 2026-02 through 2026-06, monthly contacts documented. Need at least 3 consecutive months within 24 months preceding request. Request date? Not explicitly date, but likely current? Policy effective 2026-01-01. Height/weight 2026-07-08. Weight management 2026-02 through 2026-06 = 5 months, monthly contacts documented. Meets. No issue.

D evaluations: D1 psychological evaluation 2026-06-15 cleared within last 12 months? yes. D2 nutritional 2026-06-18 completed. D3 documentation age 18 or older: member 46-year-old, yes. Meets.

Exclusions: X1 no substance use. X2 not pregnant. X3 prior bariatric procedure? Member has prior sleeve gastrectomy 2021. Request is conversion of sleeve gastrectomy to Roux-en-Y. Policy exclusion X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." Here prior bariatric procedure exists. Request is conversion. Is it a revision documented as medically necessary for a surgical complication? The notes document no leak, no stricture, no obstruction, no other surgical complication. Stated indication is "inadequate long-term weight loss". So it is a revision? Conversion due to inadequate weight loss, not surgical complication. Exclusion says unless request is a revision documented as medically necessary for a surgical complication. This is not documented as medically necessary for surgical complication. So exclusion X3 applies? Need decide deny due to X3. But maybe "conversion of sleeve gastrectomy to Roux-en-Y" after prior bariatric procedure is a revision? Policy excludes prior bariatric procedure unless revision documented as medically necessary for a surgical complication. Here no surgical complication; indication inadequate weight loss. So X3 applies, deny.

Need criteria array: for denial, list only identifiers not met or exclusions applied. X3. Maybe also need include? Decision deny. Criteria: ["X3"]. Maybe also mention B? No, denial only exclusions. Should include X3. Need maybe "X3" only. Ensure no extra.

Need rationale one-two sentences under 40 words. "Member has prior sleeve gastrectomy; requested conversion is due to inadequate weight loss, not a surgical complication, so exclusion X3 applies." Count ~? Under 40. Good.

Need JSON with decision, criteria, rationale.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member has a prior bariatric procedure; the requested conversion is for inadequate weight loss, not a documented surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 662 tokens
We need answer JSON. Need apply MP-208. Need decide. Let's parse.

Requested service: Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. This is bariatric surgery? Policy MP-208 covers bariatric surgery (sleeve gastrectomy or Roux-en-Y). Conversion of sleeve to RNY is a bariatric procedure/revision. Need determine if policy governs. Exclusions X3: prior bariatric procedure, unless request is a revision documented as medically necessary for a surgical complication. Here prior sleeve 2021. Request is conversion (revision) but indication "inadequate long-term weight loss", not surgical complication. So X3 applies? Need deny? Need careful: X3 says "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." The request is a revision but documented as medically necessary for inadequate weight loss, not surgical complication. Therefore exclusion applies (X3). Decision deny. Criteria: list only exclusions that applied. Probably X3. Also maybe clinical criteria? If exclusion applies, deny. Do not list criteria that were met. Need maybe X3 only. Could also mention documented no surgical complication reinforces X3. Rationale. Need maybe "not_applicable" if policy does not govern? But policy includes RNY and bariatric surgery benefit. Conversion is bariatric surgery? Could be governed by policy. But note policy title "Bariatric Surgery (Sleeve Gastrectomy or Roux-en-Y)" and "APPROVE when A, B, C, D all met and no exclusion applies." X3 explicitly prior bariatric procedure. So denial by exclusion. Not "not_applicable" because exclusion is in policy.

Need think if perhaps "conversion of sleeve gastrectomy to Roux-en-Y gastric bypass" could be not "sleeve gastrectomy or Roux-en-Y" initial procedures? But X3 addresses prior bariatric procedure, implying revisions within policy. So apply.

Need output exact JSON keys: decision, criteria, rationale. criteria array of strings. For denial list only identifiers not met/exclusions. X3. Maybe A? The plan includes bariatric surgery benefit, so A met. B BMI 41.2 with height/weight within 90 days? yes. C supervised weight management 2026-02 through 2026-06 monthly documented. Need "at least 3 consecutive months within 24 months preceding request" and monthly documented contacts. 5 months, monthly contacts. Yes. D evaluations all met. But X3 fails. Criteria only X3. Could include requirement "revision documented as medically necessary for a surgical complication" not met? But the criterion identifier is X3. Maybe cite X3 only. That is "exclusion applied". Good.

Need rationale under 40 words. Something like "Prior sleeve gastrectomy is a bariatric procedure; this conversion is revision but is sought for inadequate weight loss, not a surgical complication. Exclusion X3 applies." Under 40 words. Need maybe mention no surgical complication. Good.

Need ensure no extra text. Fenced JSON block exactly. Use double quotes.
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior sleeve gastrectomy is a bariatric procedure. This conversion is a revision but is documented for inadequate weight loss, not a surgical complication, so exclusion X3 applies."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100Claude Haiku 4.5 · Anthropic33.8s · 2,930 out | 41.6s · 3,907 out | 38.4s · 3,721 out
Attempt 1
Reasoning · 2,863 tokens
Let me work through this medical policy application step by step.

POLICY: MP-208 — BARIATRIC SURGERY (SLEEVE GASTRECTOMY OR ROUX-EN-Y)
Current date: 2026-09-01
Request: Conversion of sleeve gastrectomy to Roux-en-Y gastric bypass (a revision procedure)

REQUIREMENTS TO APPROVE:
A. BENEFIT — member's plan includes the bariatric surgery benefit
B. BODY MASS INDEX — BMI criteria
C. SUPERVISED WEIGHT MANAGEMENT — 3 consecutive months within 24 months prior
D. EVALUATIONS — D1, D2, D3
EXCLUSIONS — X1, X2, X3
DOCUMENTATION — E1, E2, E3

Let me evaluate each:

**A. BENEFIT**
The request states "Plan includes the bariatric surgery benefit." ✓ MET

**B. BODY MASS INDEX**
Height: 172 cm = 1.72 m
Weight: 122.0 kg
BMI = 122.0 / (1.72)^2 = 122.0 / 2.9584 = 41.2 ✓

B1 requires BMI ≥ 40.0. Current BMI is 41.2. ✓ MET via B1

**C. SUPERVISED WEIGHT MANAGEMENT**
"Programme 2026-02 through 2026-06, monthly contacts documented."
- Start: February 2026
- End: June 2026
- That's 5 months of participation
- Requirement: 3 consecutive months within 24 months preceding request
- Current date: 2026-09-01
- 24 months back: 2024-09-01
- Programme dates (2026-02 to 2026-06) are within 24 months ✓
- 5 months exceeds 3 months requirement ✓
- "monthly contacts documented" confirms documentation is present
✓ MET

**D. EVALUATIONS**
D1. Psychological evaluation within last 12 months clearing member for surgery
- Date: 2026-06-15, roughly 2.5 months prior to current date, within window
- States: "cleared" ✓ MET

D2. Nutritional evaluation within last 12 months
- Date: 2026-06-18, also ~2.5 months back, within window
- States: "completed" ✓ MET

D3. Documentation that member is

18 years or older
- Member is 46 ✓ MET

**EXCLUSIONS**
X1. Active, untreated substance use disorder within 12 months
- "Substance use: None" ✓ NO EXCLUSION

X2. Pregnancy, current or planned within 18 months
- "Not pregnant" ✓ NO EXCLUSION

X3. Prior bariatric procedure unless revision medically necessary for a complication
- Member had prior sleeve gastrectomy (2021-09-30), current request converts to Roux-en-Y — this qualifies as a revision
- Need to check if it's documented as medically necessary for a surgical complication; notes mention "no leak, no stricture," suggesting I need to look further for the actual complication justifying revision.

The follow-up documentation shows no obstruction and no surgical complication of any kind. The stated reason for the revision is "inadequate long-term weight loss," not a complication — this is a key distinction under X3's carve-out.

Since there's no documented surgical complication driving this revision, the exception doesn't apply, and the prior-procedure exclusion (X3) appears to be triggered by the facts as given.

Checking documentation requirements:
- E1 (3 months of contacts) — satisfied, "monthly contacts documented"
- E2 (psych eval) — satisfied, eval dated 2026-06-15 shows clearance
- E3 (height/weight within 90 days) — measurements from 2026-07-08 against current date 2026-09-01, roughly 55 days elapsed, so this falls within the window

All documentation requirements are met.

Given X3 applies since this is a revision without evidence of a qualifying surgical complication, the case moves toward denial despite A-D being satisfied. For the criteria field, only the unmet identifier (X3) should be listed per the denial format instructions.

Rationale draft: prior sleeve gastrectomy revision requested for inadequate weight loss, not a surgical complication, so the exclusion applies.

IS documented, and medical necessity is implied by the request itself—but the reason given is inadequate weight loss, not a surgical complication.

So two of three exception criteria are met, but the critical one—surgical complication—is missing.

Could "inadequate long-term weight loss" itself count as a complication? True complications involve something going wrong with the surgery: leak, stricture, obstruction, malabsorption, dumping syndrome. Inadequate weight loss is different—it's a treatment failure, not a mechanical or physiological complication.

The notes explicitly confirm no complications occurred. The X3 exception requires a revision documented as medically necessary specifically for a surgical complication, and inadequate weight loss doesn't meet that bar.

DENY on X3, citing the prior sleeve gastrectomy without a documented surgical complication justifying revision. Checking rationale length keeps it concise, under 40 words.

3 applies here—no surgical complication is documented, only weight regain. That's exactly the exclusion case: revisions require complication-based medical necessity, not just poor outcomes.

Confirming against the facts: prior sleeve gastrectomy in 2021, nadir weight reached in 2022, then progressive regain. Notes explicitly rule out leak, stricture, obstruction, or any complication. The stated reason is simply "inadequate long-term weight loss." This squarely fails the X3 exception, so DENY stands.

json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior sleeve gastrectomy without documented surgical complication. Revision for inadequate weight loss does not qualify for the X3 exception."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
Reasoning · 3,845 tokens
Let me work through this systematically against MP-208.

The task is to evaluate a bariatric surgery authorization request against the policy.

**Current date:** 2026-09-02

**Policy structure:**
- Approve when A, B, C, and D are all met and no exclusion applies
- A: BENEFIT - plan includes bariatric surgery benefit
- B: BMI - B1 (≥40.0) or B2 (35.0-39.9 with comorbidities)
- C: SUPERVISED WEIGHT MANAGEMENT - 3 consecutive months within 24 months, monthly documented contacts
- D: EVALUATIONS - D1 (psychological within 12 months), D2 (nutritional within 12 months), D3 (18+ years)
- EXCLUSIONS: X1 (substance use disorder), X2 (pregnancy), X3 (prior bariatric procedure unless revision for complication)
- DOCUMENTATION/PEND issues: E1, E2, E3

**Evaluating the request:**

**A. BENEFIT**
The request states "Plan includes the bariatric surgery benefit" ✓ MEETS

**B. BMI**
Height: 172 cm = 1.72 m
Weight: 122.0 kg
BMI = 122.0 / (1.72²) = 122.0 / 2.9584 = 41.23 ✓

The member has BMI 41.2, which exceeds 40.0, so B1 is met ✓ MEETS

**C. SUPERVISED WEIGHT MANAGEMENT**
The record shows: "Programme 2026-02 through 2026-06, monthly contacts documented"

This is:
- February 2026 through June 2026
- That's 5 consecutive months (Feb, Mar, Apr, May, Jun), well within the 24-month lookback (24 months before 2026-09-02 is 2024-09-02)
- Monthly documented contacts are present

5 consecutive months exceeds the 3-month minimum ✓ MEETS

**D. EVALUATIONS**

D1: Psychological evaluation within the last 12 months clearing for surgery
- Date: 2026-06-15, roughly 2.5 months before the current date, well within the 12-month window

Cleared for surgery ✓ MEETS

D2: Nutritional evaluation within the last 12 months
- Date: 2026-06-18, also about 2.5 months back, within range, completed ✓ MEETS

D3: 18 years or older
- Member is 46 ✓ MEETS

**EXCLUSIONS**

X1: Active, untreated substance use disorder within last 12 months
- "Substance use: None" ✓ NO EXCLUSION

X2: Pregnancy, current or planned within 18 months of surgery
- "Not pregnant" ✓ NO EXCLUSION

X3: Prior bariatric procedure, unless revision for complication
- Surgical history shows laparoscopic sleeve gastrectomy from 2021-09-30 — this is a prior bariatric procedure that needs closer examination

The current request is a conversion of sleeve gastrectomy to Roux-en-Y gastric bypass. The operative and follow-up notes explicitly document no leak, stricture, obstruction, or other complication — the stated indication is inadequate long-term weight loss instead.

X3's carve-out only applies when the revision is medically necessary for a surgical complication. Since no complication is documented and the reason is insufficient weight loss, this doesn't qualify for the exception.

This FAILS X3 and triggers EXCLUSION.

**DOCUMENTATION ISSUES**

E1: Dated contacts for 3 months of criterion C

The record mentions "monthly contacts documented" for the Feb-Jun program but lacks specific dates for each contact — technically missing.

E2: Psychological evaluation report for D1 — only the date (2026-06-15) and "cleared" status are given; the full report itself isn't provided.

E3: Height/weight within 90 days — recorded 2026-07-08 (122.0 kg, 172 cm), roughly 56 days before the 2026-09-02 current date. This satisfies the 90-day window, so it's PRESENT, not an issue.

Reconsidering X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

This member had a sleeve gastrectomy in 2021, so X3's base exclusion applies. The current request is a revision (conversion to bypass), but the record explicitly states no surgical complications exist — the indication given is inadequate long-term weight loss, not a complication. So the exception doesn't apply here.

**Decision: DENY** — X3 applies since there's no documented surgical complication justifying the revision.

For citing the denial, I should reference only the failed exclusion:
- X3 as the operative exclusion

Checking the denial-citation instructions more carefully now to confirm what should be listed.

riatric procedure, unless the request is a revision documented as medically necessary for a surgical complication."

The exception needs three things: revision request, documented medical necessity, and a surgical complication. Conversion from sleeve to bypass is a revision, but the stated indication is inadequate weight loss—not a complication. Notes confirm no complications occurred. The exception fails, so X3 applies as written.

Criteria: ["X3"]

Rationale: "Member has a prior bariatric procedure (2021 sleeve gastrectomy) with no documented surgical complication; request is for inadequate weight loss, not complication-related revision."

, no obstruction, and no other surgical complication" — pointing specifically to operative issues, not outcomes like weight regain.

Inadequate weight loss is an outcome, not a surgical complication. X3 clearly applies here.

Final rationale: "Member has prior sleeve gastrectomy. Conversion requested for inadequate weight loss, not a documented surgical complication." Concise, under 40 words, and directly ties the denial to the missing complication documentation.

The notes explicitly confirm no surgical complications occurred, only inadequate weight loss as the indication. So the exception doesn't apply — X3 stands, decision is deny.

```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member has prior sleeve gastrectomy. Conversion requested for inadequate weight loss, not a documented surgical complication."
}
```

Let me verify the timeline once more. Current date is 2026-09-02, psych eval was 2026-06-15 — that's about 2.5 months prior.

15 to Sept 2 = about 2.5 weeks - Total: about 2.5 months - Requirement: within 12 months ✓

Nutritional evaluation dated 2026-06-18 falls similarly within range, satisfying the 12-month window. Height/weight recorded 2026-07-08 comes to 56 days before the request, meeting the 90-day requirement. The weight management program ran February through June 2026, five consecutive months with monthly contacts, satisfying the 3-consecutive-month rule within 24 months. None of E1, E2, or E3 documentation issues would apply here.

Since we're denying on X3 anyway, these documentation checks don't matter for the final outcome—the substantive exclusion controls. Prior sleeve gastrectomy with conversion requested for inadequate weight loss rather than a documented complication triggers X3, so the decision is deny with rationale citing that exclusion.

2. Documented as medically necessary - yes, documented.
3. For a surgical complication - no, the indication is inadequate weight loss, not a complication ✗

Since condition 3 fails, the exception doesn't apply, so X3 stands as an exclusion. Result: DENY.

Confirming overall: A, B, C, D are all met (benefit included, BMI 41.2, 5-month program, D1-D3 satisfied), but X3 exclusion applies since this is a conversion for insufficient weight loss rather than a documented surgical complication. Criteria to cite: ["X3"].

```json
{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member has prior sleeve gastrectomy. Conversion requested for inadequate weight loss, not a documented surgical complication."
}
```

json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Member has prior sleeve gastrectomy. Conversion requested for inadequate weight loss, not a documented surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
Reasoning · 3,651 tokens
Let me work through this authorisation request step by step against Medical Policy MP-208.

The policy says APPROVE when A, B, C, and D are all met and no exclusion applies.

Let me check each requirement:

**A. BENEFIT — the member's plan includes the bariatric surgery benefit.**
The request states "Plan includes the bariatric surgery benefit." ✓ Met

**B. BODY MASS INDEX — one of:**
- B1. BMI of 40.0 or greater.
- B2. BMI of 35.0 to 39.9 with at least one of: type 2 diabetes, obstructive sleep apnoea confirmed on a sleep study, hypertension requiring two or more agents, or non-alcoholic steatohepatitis confirmed on biopsy.

The record shows: "Height and weight 2026-07-08: 172 cm, 122.0 kg. BMI 41.2."
BMI 41.2 is ≥ 40.0, so B1 is met. ✓ Met

**C. SUPERVISED WEIGHT MANAGEMENT — participation in a structured weight management programme for at least 3 consecutive months within the 24 months preceding the request, with monthly documented contacts.**

The record shows: "Weight management: Programme 2026-02 through 2026-06, monthly contacts documented."

The current date is 2026-09-02.
The request is dated 2026-09-02 (or we should assume it's being made on today's date).
Programme was 2026-02 through 2026-06.

That's February through June 2026, which is 5 months.
- 2026-02 (February)
- 2026-03 (March)
- 2026-04 (April)
- 2026-05 (May)
- 2026-06 (June)

That's at least 3 consecutive months. ✓ Met
"monthly contacts documented" — matches the "monthly documented contacts" requirement. ✓ Met

Falls within 24 months of the request. ✓ Met

**D. EVALUATIONS — all of:**

D1. Psychological evaluation within the last 12 months clearing the member for surgery.
Record shows: "Psychological evaluation 2026-06-15: cleared." — within 12 months of the 2026-09-02 request date.

~2.5 months prior, clearing the member. ✓ Met

D2. Nutritional evaluation within the last 12 months.
"Nutritional evaluation 2026-06-18: completed." — also ~2.5 months prior. ✓ Met

D3. Member is 18 or older.
Record: "Member: 46-year-old." — 46 ≥ 18. ✓ Met

**EXCLUSIONS:**

X1. Active untreated substance use disorder in last 12 months.
"Substance use: None." ✓ Not excluded

X2. Pregnancy, current or planned within 18 months of surgery.
"Not pregnant." — no

current or planned pregnancy. ✓ Not excluded

X3. Prior bariatric procedure, unless documented as medically necessary revision for a surgical complication.
The record notes a 2021 sleeve gastrectomy, with operative/follow-up notes confirming no leak, stricture, obstruction, or complication — the stated reason for conversion is "inadequate long-term weight loss." Since there's no documented surgical complication, this doesn't meet the revision exception, making X3 relevant to flag.

The exclusion triggers when a prior procedure exists AND the revision isn't tied to a documented complication. Here both conditions for exclusion are met: prior surgery exists, and the reason given (weight loss inadequacy) isn't a complication. This points toward denial under X3.

prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication" — meaning deny unless both conditions hold: revision status AND medical necessity tied to a surgical complication.

Here there's clearly a prior bariatric procedure (2021 sleeve), so the exception must apply to avoid denial. The request is indeed a revision, but the stated indication is inadequate long-term weight loss, not a surgical complication like leak, stricture, or reflux. Since the complication requirement isn't satisfied, the exception fails and X3 triggers denial.

Decision: DENY, criteria X3.

I'll briefly check E1-E3 documentation requirements for completeness. E1 concerns dated contacts for the 3-month criterion C — record mentions "monthly contacts documented" for Feb-June 2026, which seems sufficient though exact dates aren't listed. This ambiguity doesn't matter much since X3 is the controlling issue.

E2 requires a psychological evaluation for D1 — the record shows "Psychological evaluation 2026-06-15: cleared," satisfying this.

E3 requires BMI from height/weight within 90 days. Record shows measurements from 2026-07-08 (172 cm, 122.0 kg, BMI 41.2), roughly 56 days before the 2026-09-02 current date — within the window, so satisfied.

None of this changes the outcome: X3 exclusion drives the DENY decision.

Rereading X3: "A prior bariatric procedure, unless the request is a revision documented as medically necessary for a surgical complication." The base rule excludes any prior bariatric procedure, with an exception only for revisions tied to documented surgical complications.

Here, there's clearly a prior procedure (2021 sleeve gastrectomy), and the current request is a revision/conversion. The key question is whether it's "documented as medically necessary for a surgical complication" — the record states the operative and follow-up notes show no leak, no stricture, no obstruction, and no other surgical

complication; the actual indication is inadequate long-term weight loss, not a complication.

So the X3 exception doesn't apply, and the exclusion is triggered — DENY on criteria X3.

Checking evaluation date: today is 2026-09-02, and I'll assume that's when the authorization is being reviewed.

Confirming other criteria for completeness: benefit is included (A✓); BMI 41.2 from 2026-07-08 vitals is within 90 days and above the 40.0 threshold (B✓); weight management programme details still need verification (C).

plication (2021 sleeve gastrectomy, no complication documented)
Criteria: X3

Rationale must stay under 40 words: "Prior bariatric procedure in 2021. No surgical complication documented. Conversion indicated for inadequate weight loss, not medical necessity from complication." (27 words)

Conversion between bariatric procedures counts as revision, but exclusion hinges on absence of a documented surgical complication—record confirms no leak, stricture, obstruction, or other complication; indication is inadequate weight loss only. DENY stands under X3.

It's a conversion, so technically a revision, but not documented as medically necessary for a surgical complication—notes explicitly state no complications, with inadequate weight loss as the stated indication. X3 exclusion applies, confirming denial.

json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "Prior bariatric procedure (2021) without revision documented as medically necessary for surgical complication. No complications documented; indication is inadequate weight loss."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
100DeepSeek V3.2 · DeepSeek1.9s · 59 out | 3.0s · 54 out | 2.1s · 71 out
Attempt 1
json{
  "decision": "deny",
  "criteria": ["X3"],
  "rationale": "The request is a revision of a prior bariatric procedure for inadequate weight loss, which is not documented as medically necessary for a surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 2
json{
    "decision": "deny",
    "criteria": ["X3"],
    "rationale": "The policy denies conversion requests unless for a documented surgical complication; the record shows no complication and cites only inadequate weight loss."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}
Attempt 3
json{
    "decision": "deny",
    "criteria": ["X3"],
    "rationale": "The member has a prior bariatric procedure (sleeve gastrectomy), and the documented reason for conversion is inadequate weight loss, which does not meet the medical necessity exception for a surgical complication."
}
Grader detail
json{
  "expectedLabel": "deny",
  "gotLabel": "deny",
  "labelOk": true,
  "expectedCitations": [
    "X3"
  ],
  "gotCitations": [
    "X3"
  ],
  "citation": {
    "f1": 1,
    "precision": 1,
    "recall": 1,
    "tp": 1,
    "fp": 0,
    "fn": 0
  }
}