AINeutralarXiv – CS AI · 15h ago6/10
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Towards Error-Free EHRs: Reasoning-Intensive Consistency Verification Between Clinical Notes and Structured Tables in Electronic Health Records
Researchers introduce EHR-ReasonCon, a benchmark dataset and EHR-Inspector, an LLM-based framework designed to verify consistency between unstructured clinical notes and structured data in Electronic Health Records. The work addresses a critical gap in healthcare data quality by moving beyond simple value matching to capture clinical reasoning, temporal relationships, and event interpretations that reflect real-world documentation practices.