Zak Loring

Duke University Hospital

paper: 1
model: 1

AUROC 0.996
AFib detection · UHN-ECG · ECG-FM (Full)

Latest paper · 2026

Foundation Model Artificial Intelligence for Electrocardiogram Detection of Rheumatic Mitral Stenosis

ECG

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Zak Loring has 1 paper in the ChatPPG research atlas (2026), linked to 1 model, with work using 1 dataset and 6 co-authors in the atlas. Main topics: ECG, ECG-FM, fine-tuning, reduced-lead, single-lead, 6-lead.

Papers

Foundation Model Artificial Intelligence for Electrocardiogram Detection of Rheumatic Mitral StenosisopenRxiv · 2026

Models

ECG-FMFoundation modelECG2024 · Open weights

Datasets used in this work

Harvard-Emory ECG Database (HEEDB v5.0)~11.7M clinical 12-lead ECGs from MGH + Emory with GE 12SL labels, physician overreads and ICD codes (BDSP credentialed)2,167,795 subjects · ECG

Co-authors

Anil K. Gehi Anthony Mazella Ivan Nenadic Marat Fudim Raghav Sriram Venkatesh L. Murthy

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