AI BENCHMARK PROFILE
ClinEnv
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.