An LLM pipeline applied to 3,000 MIMIC-IV discharge summaries surfaced 3,460 candidate documentation inconsistencies, which the authors organize into a graded ontology of contradiction and ambiguity.
Preventable deaths due to problems in care in English acute hospitals: a retrospective case record review study
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Toward Automated Detection of Documentation Inconsistencies in Electronic Health Records
An LLM pipeline applied to 3,000 MIMIC-IV discharge summaries surfaced 3,460 candidate documentation inconsistencies, which the authors organize into a graded ontology of contradiction and ambiguity.