MedGuideX: Internalizing Decision Logic from Executable Guidelines into Large Language Models for Clinical Reasoning

In three linesMedGuideX transforms clinical practice guideline (CPG) recommendations into executable decision logic to generate question-answering training data. Post-training a medical LLM on this data improves accuracy by 10.28% across four clinical reasoning benchmarks and produces physician-preferred rationales in faithfulness, validity, completeness, and clarity.

Summary generated by Claude — human-verified