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Open access Aug 2026

Prospective Validation of a Deep Learning Model to Detect Structural Heart Disease from Apple Watch ECGs: The WATCH-SHD Study

In this prospective cohort, a noise-adapted AI-ECG algorithm identified SHD phenotypes from real-world single-lead Apple Watch ECGs and improved screening efficiency, supporting a potential role for wearable ECG-based screening in the scalable identification of clinically actionable SHD.

Ashraf Aminorroaya, S. Shankar, M. Carter et al. · 0 citations

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