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D. B. Kramer

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Open access Jul 2026

Electrocardiogram-Based Deep Learning for Time-Resolved Prediction of Heart Failure With Reduced Ejection Fraction: A Multinational Study

This ECG-based deep learning survival model provides individualized, time-resolved, and clinically interpretable estimates of future HFrEF risk with robust performance across multinational cohorts and supports the potential of AI-enabled ECG analysis as an accessible tool for early HFrEF risk stratification within rout...

L. Pan, S. Li, J. Huo et al. · 0 citations

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