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Author

S. Shankar

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2 papers indexed here

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Open access Sep 2026

Detection of Severe Structural Heart Disease Using an AI-Enhanced Portable 1-Lead ECG: The ACCESS-SHD Study

Aims: Structural heart disease (SHD) often remains undetected until symptoms develop. Portable 1-lead ECG devices return an automated rhythm-based interpretation, but whether AI-ECG adds diagnostic value beyond this interpretation is unknown. We prospectively evaluated a noise-adapted 1-lead AI-ECG algorithm for detect...

A. Aminorroaya, S. Shankar, Mariam Khan et al. · 0 citations
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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