Med EvalsPrimary-source evidence
Counts and measurements link to the original paper, official repository or author-maintained release; unresolved discrepancies remain visible.
Original interpretation
Our analysis explains implications of task design, denominator choice, information availability and comparison conditions. Interpretations are labeled separately from evidence.
Versioned comparisons
Published result panels retain source version, task population, metric and configuration. They are not current frontier leaderboards.
What this resource cannot establish
- This publication is an independent analysis, not an official benchmark service.
- No new model runs, patient dataset or prospective clinical evaluation is claimed.
- A benchmark result supports only the task and population measured; clinical benefit requires additional evidence.
Original analysis and reported evidence
We distinguish source facts from our interpretations. Benchmark creators are credited in each dossier. Reproduced result rows are selected historical measurements from an identified paper version and configuration. They are not new Arcophos runs, a complete leaderboard, or a claim about the latest models.
When papers, repositories, or releases disagree, the dossier records which source governs the displayed claim. The evidence JSON exposes these facts, source IDs, and version notes for inspection. Dataset access and licensing are reported separately.
Analytical tools
Coverage explorers organize published task categories with our annotations; the number of displayed entries is not a performance score. Calculator inputs are explicitly illustrative. Published scoring formulas are applied to those inputs, while sampling assumptions and aggregation boundaries remain visible. These tools cannot establish clinical efficacy.
Using the worksheet
The worksheet turns the editorial guidance into a planning brief. Its completion count records items you have addressed. It does not estimate model quality, validate safety, or certify a system. The exported file includes selected and unresolved items so the remaining work stays visible.
Corrections and updates
When a source or interpretation changes, the affected guide and its update date should change together. Send the page URL, the disputed statement, and a primary reference through Arcophos contact.