claims-summarizer · ~/eval-lab
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eval-lab·scenario inspector

SNF — Admission denied; three-day inpatient rule not met

snf-three-day-inpatient-ruleSNF Skilled-vs-Custodialappealableborderline label
pasted eob (input)Left
EOB — Medicare Advantage. Plan: Health First MA. Member: MEM-39056. Date of Service: 2026-04-02 to 2026-04-09.
Provider: Magnolia Skilled Nursing Facility (NPI 0000000007).
Service: SNF admission days 1-7.
Billed: $2800. Allowed: $0. Paid: $0.
CARC 119 — Benefit maximum for this time period or occurrence has been reached.
Declined: Member's prior hospital stay was 2 days inpatient + 1 day under observation. Plan applies the three-day inpatient hospital stay rule strictly.
ground truthRight
Label
Category
SNF Skilled-vs-Custodial
Appealable
Yes
Confidence
borderline
Authored
jake · 2026-05-03
Recommended action

Appeal under 42 CFR §422.626 with two independent grounds: (1) MA plans have discretion to waive the 3-day inpatient rule under value-based care arrangements per CMS guidance; verify whether member is enrolled in such an arrangement. (2) Challenge the observation-status classification — if the patient met inpatient admission criteria but was held under observation status, this is a billable hospital appeal under the 'two-midnight rule.' If the member's case meets either ground, the SNF denial should be reversed. Time-sensitive: file fast-track within hours of receiving notice.

Rationale

The three-day rule has known waiver pathways in MA — the rigid application here may not be appropriate. Strong appeal grounds when the original observation-status classification is contestable (often is).

Author notes

Borderline — strict three-day rule denials in MA can sometimes succeed and sometimes fail depending on the specific plan's value-based arrangements. Tests whether the model surfaces the waiver pathway.

Per-scenario model output is captured during a leaderboard Run all. Trigger a run from the leaderboard to see each variant’s output side-by-side with the ground truth here.

To run this scenario through the live cockpit, copy the EOB above into the cockpit and watch the streamed triage in context.

$ eval-lab inspect snf-three-day-inpatient-rule
$ back: leaderboard