AI-Enabled Prediction of Heart Failure Risk From Single-Lead Electrocardiograms [English]
A noise-adapted AI model for single-lead electrocardiograms (ECGs) effectively predicts heart failure risk, offering a scalable strategy for risk stratification. This study analyzed data from diverse cohorts, demonstrating that AI-ECG significantly improves risk assessment compared to traditional methods, highlighting its potential in community-based health monitoring.