Clinical Eval

About / clinicaleval.ai

Match the clinical task to its metric.

MedS-Bench spans answer selection, extraction and generated medical text. Each output needs a different measurement. This publication maps the final journal benchmark to its task definitions, scorers and interpretation limits. Explore the task atlas, inspect the historical NER results, and follow the guides to distinguish a closed-set label from a complete clinical workflow. Arcophos contributes independent analysis; the MedS-Bench authors created the benchmark, data and evaluation methods.

Who this is for

This resource is written for clinical evaluation teams choosing tasks and interpreting heterogeneous medical language-model metrics. Its scope is benchmark-specific analysis: what the published tasks measure, how scores are produced, and what the evidence can support.

  • Task. Identify the input, required output and permitted answer space.
  • Metric. Read accuracy, entity F1 and text overlap as different measurements.
  • Version. Keep final-paper composition, selected splits and current code distinct.

Ownership and independence

Clinical Eval is published by Arcophos. Arcophos also publishes other healthcare AI evaluation resources linked from this site. Those links are disclosed as related resources, not independent endorsements.

The site is not the official home of any third-party benchmark, regulator, hospital, or model developer discussed in its guides. Benchmark names and publication titles identify their respective authors’ work. Our checklists and interpretations are editorial material.

How to read this site

Start with a benchmark dossier, follow its original references, and use the analytical explorer to inspect the tasks or scoring assumptions. The planning worksheet remains available as a secondary tool. Each guide states a direct answer, develops its reasoning, and links supporting references.

These materials do not establish clinical efficacy, patient benefit, or regulatory compliance for any system. Our editorial method explains the boundaries.

Your worksheet data

Worksheet selections are stored in this browser on this device. They are not sent to Arcophos. You can reset selections at any time or download them as a text file. This site has no analytics or advertising scripts.

Contact and corrections

For a correction, include the page URL, the specific claim, and a link to the original evidence. Contact Arcophos ↗