Author

J. Farina

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Open access Aug 2026

Diagnostic accuracy of electronic medical record retrieval methods and a large language model for identifying cardiovascular events: a multisite retrospective validation study in a medical system in the United States

In this multisite retrospective validation study, the LLM-assisted workflow showed strong but context-dependent performance for identifying cardiovascular events from the EMR, and ICD-based retrieval remained competitive for some use cases.

Omar H. Ibrahim, J. Farina, Milagros Pereyra Pietri et al. · BMJ Open · 0 citations

Aug 2026

Beyond Doppler: Scalable AI Detection of LVOT Obstruction in HCM.

BACKGROUND Accurate assessment of left ventricular outflow tract (LVOT) gradients is critical for hypertrophic cardiomyopathy management, yet Doppler-based measurements are technically demanding and require expertise. The objective of this work was to develop a multi-view deep learning model capable of classifying LVOT...

O. Crystal, J. Farina, I. Scalia et al. · Circulation Cardiovascular I... · 0 citations