Real-world evidence in cardiovascular medicine: ensuring data validity in electronic health record-based studies

Foundational study establishing the gap between structured-EHR and AI-augmented unstructured-EHR accuracy for cardiovascular concepts. Structured queries fell short of regulatory-grade thresholds; AI on unstructured notes met or exceeded them across most concepts.