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Author

L. Pan

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Open access Oct 2026

Machine Learning-Based Prediction of Long-Term Mortality in Patients with Implantable Cardioverter Defibrillators

Aims: Accurate prediction of the clinical course in implantable cardioverter-defibrillator (ICD) and cardiac resynchronization therapy-defibrillator (CRT-D) patients is crucial, as their disease progression varies significantly due to comorbidities and individual characteristics. Methods: This retrospective study inclu...

L. Pan, Zi-Long Xiao, Zi-Qing Yu et al. · 0 citations
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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