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    "headline": "The Clinical Agent Had to Earn the Next Step",
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    "dek": "MediSkill-Evo separates clinical skills, process rules, schemas and measurements behind publication and safety gates.",
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    "body_text": "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.",
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      "title": "arXiv preprint 2608.23397",
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