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The MedDialogRubrics framework employs a clinically grounded, multi-agent synthesis pipeline, a Patient Agent anchored to atomic medical facts with a dynamic guidance mechanism to correct hallucinations, and an automated evaluation process using over 60,000 fine-grained rubrics derived from Evidence-Based Medicine (EBM) guidelines.

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