The VALID framework combines human abstraction benchmarks, automated consistency checks, and replication analyses to evaluate LLM-extracted EHR data quality.
Assessing Real-World Data From Electronic Health Records for Health Technology Assessment: The SUITABILITY Checklist: A Good Practices Report of an ISPOR Task Force
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Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework
The VALID framework combines human abstraction benchmarks, automated consistency checks, and replication analyses to evaluate LLM-extracted EHR data quality.