Benchmark Radar
AI BENCHMARK PROFILE

ClinEnv

Health & Life SciencesAgents

ClinEnv evaluates LLMs as physicians in an interactive multi-stage EHR simulation, requiring queries to four specialized agents before committing to medical decisions, scored via ontology-grounded matching.

Released
2026-06-01
Readiness
Paper only
Primary field
Health & Life Sciences

Why it matters

Measures both decision quality and information-gathering process, exposing a gap between them that outcome-only evaluation misses, which is critical for clinical decision support.

Motivation

Clinical practice is not the selection of an answer from enumerated options: a physician gathers heterogeneous information incrementally and commits to sequential, irreversible decisions under uncertainty.

Primary resources

Benchmark Radar records only publicly supported details and links back to primary sources for verification.