Author

S. Li

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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. · medRxiv · 0 citations

Open access Jul 2026

Multimodal Deep Learning Integrating Electrocardiography and Chest Radiography Enhances Prediction of Incident Regurgitant Valvular Heart Disease

A multimodal deep learning model integrating ECG and CXR significantly improved prediction of incident rVHD compared with ECG alone, with the greatest benefit observed for AR.

S. Li, B. Zhang, L. Pan et al. · medRxiv · 0 citations