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ECG2AF

Broad Institute (ML4H) · ecg2af_quintuplet_v2024_01_13 (updated 2025) · 2022

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Code & model weights public

Multi-task 12-lead ECG model with output heads for incident atrial-fibrillation risk (as a survival curve), incident mortality risk, prevalent AF classification, sex classification, and age regression. Built on a 1D CNN over the raw waveform, and developed by the Broad Institute's ML4H group as a successor to their ECG-AI model published in Circulation. Trained on ECGs from UK Biobank and Massachusetts General Hospital, neither of which is publicly released.

12-lead ECG

Filter by Modality:
ECG

Atrial fibrillation

Filter by Disease / Trait:
Arrhythmia

Mortality

Filter by Disease / Trait:
Prognosis & Aging

Multi-label classification

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Classification

CNN (1D)

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Convolutional (CNN)

TensorFlow

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TensorFlow / Keras

GPL 3.0

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Copyleft


Model ID: 0016

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Subject Count: 45,770