# Healthcare Bench

> Independent analysis of MedHELM’s 37-benchmark journal snapshot, clinical task coverage, private data, LLM-jury scoring and published model comparisons.

MedHELM supplies a structured view of clinical language-model tasks. This independent publication examines the final journal paper’s 37 evaluations, the evidence available for each task family and the aggregation behind its model rankings. Our analysis and coverage explorer make the unit of measurement visible. Published results belong to the cited study; we have not rerun its models or accessed its private datasets. The current community project is linked separately from this fixed paper snapshot.

## Provenance
Independent analysis published by Arcophos. Benchmark creation belongs to the credited authors. Result rows are selected paper-reported measurements with their source versions and evaluation conditions, not new Arcophos runs or a live leaderboard.

## Benchmark dossiers
- [MedHELM](https://healthcarebench.com/benchmarks/medhelm/): Coverage, access and scoring all shape a hospital benchmark. Source version: Final journal paper: 37-benchmark snapshot.

## Original analyses
- [What do MedHELM’s 37 benchmarks and 121 tasks represent?](https://healthcarebench.com/guides/medhelm-37-benchmarks-and-121-tasks/): Distinguish the clinical taxonomy from the measured benchmark inventory in MedHELM’s final journal publication.
- [How should you read MedHELM’s win rate and LLM jury?](https://healthcarebench.com/guides/medhelm-win-rate-macro-average-jury/): Understand relative ranking, equal benchmark weighting and the three-model jury before interpreting a MedHELM headline.
- [Why do MedHELM versions and dataset access matter?](https://healthcarebench.com/guides/medhelm-version-access-and-reproduction/): Compare the 2025 preprint, 2026 journal snapshot and evolving project without mixing their inventories or results.

## Inspect the evidence
- [Evidence JSON](https://healthcarebench.com/evidence.json): Task definitions, dataset facts, scoring rules, source-version results, our interpretations, and reference IDs.
- [Sources](https://healthcarebench.com/sources/): Original papers and repositories with evidence locators.
- [Editorial method](https://healthcarebench.com/methodology/): Source reconciliation and interpretation boundaries.
- [About](https://healthcarebench.com/about/): Ownership and corrections.

Analysis updated: 2026-09-28