Retrospective comparison of traditional and artificial intelligence-based heart failure phenotyping in a US health system to enable real-world evidence

Compares ICD/structured-data heart failure phenotyping against an AI-based approach using unstructured EHR. Shows the accuracy gap that determines whether downstream RWE meets regulatory-grade criteria in cardiology.