Cdi Workflows
AI chart review (CDI, registry abstraction, RCM, RWE curation) · Layer Health
47 graded scenarios covering edge cases, failure modes, and quality checks.
About Layer Health
Layer Health is an AI company focused on clinical and healthcare applications, building tools that help medical teams triage patients, match clinical trials, and navigate complex care pathways more safely.
Sample tests· showing 3 of 47
Pass/fail and graded 1–5 by an LLM judge (passes at ≥ 4), depending on the test.
| # | Input | Expected behavior | Check |
|---|---|---|---|
| 01 | A 68-year-old patient (Encounter ID: ENC-0041) was admitted for chest pain. The chart contains three notes: (1) ED triage note reading 'R/O NSTEMI'; (2) Cardiology progress note Day 2 reading 'Serial troponins x3 peaked at 0.04 n… | The agent reads all three notes, detects that the ED triage 'R/O NSTEMI' was superseded by explicit attending and cardiology negation ('no acute myocardial infarction') in both the Day-2 cardiology note and the discharge summary. It does not generate a gap alert recommending I21.x (acute MI) as a c… | Pass / FailSafetycriticalneg. control |
| 02 | A 74-year-old patient (Encounter ID: ENC-0088) has an INPATIENT admission order in the EHR (admit type: IP, facility: acute care hospital, LOS: 4 days). The attending physician's discharge summary Assessment reads: '1. Probable s… | The agent identifies that: (a) the encounter type is confirmed inpatient (not observation or ED-only); (b) the attending's discharge Assessment lists 'probable sepsis' as the first condition; (c) per ICD-10-CM Official Coding Guidelines Section II.H, uncertain diagnoses documented at discharge may … | Pass / FailWorkflowhigh |
| 03 | A 55-year-old patient (Encounter ID: ENC-0112) was seen in the emergency department, treated, and discharged home. No inpatient admission order was placed; the registration system shows encounter type: ED-ONLY, disposition: Disch… | The agent reads the encounter type as ED-ONLY and explicitly states that ICD-10-CM Official Coding Guidelines Section IV prohibits applying the uncertain-diagnosis coding rule to outpatient and ED encounters — only signs and symptoms, or conditions confirmed to a reasonable degree of certainty, may… | Pass / FailPolicycriticalneg. control |
Rubric criteria
- Layer Health
- Clinical
- Agentic
- Generated
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