research
The Clinical Agent Had to Earn the Next Step
MediSkill-Evo separates clinical skills, process rules, schemas and measurements behind publication and safety gates.
Summary
MediSkill-Evo separates clinical skills, process rules, schemas and measurements behind publication and safety gates.
On 300 held-out simulated Qwen encounters, the complete system raised diagnosis accuracy from 61.33 to 69 percent and treatment-intent coverage from 33.62 to 66.44 percent while halving automatically scored critical failures relative to AgentClinic. The authors explicitly describe this as fixed-suite system evidence, not clinical validation.
Why it matters
MediSkill-Evo separates clinical skills, process rules, schemas and measurements behind publication and safety gates.
Limits and context
- The authors explicitly describe this as fixed-suite system evidence, not clinical validation.
Key claims
MediSkill-Evo separates clinical skills, process rules, schemas and measurements behind publication and safety gates.
Qualification: The authors explicitly describe this as fixed-suite system evidence, not clinical validation.
Evidence: source-2026-08-25-007
Sources
- arXiv preprint 2608.23397arXiv · primary research
Corrections
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