Self-Supervised Speech Representations for Sleep Apnea Severity Prediction

20260 citationsJournal Article

Authors

Behrad TaghiBeyglou · University of Toronto

Jiahao Geng · Toronto Rehabilitation Institute

Dominick McDaulid · Toronto Rehabilitation Institute

Papina Gnaneswaran · University Health Network

Oviga Yasokaran · Toronto Rehabilitation Institute

Alexander Chow · University Health Network

Raymond H. W. Ng

Abstract

This study presents a significant step toward accessible, low-burden, and cost-effective OSA screening, with broad implications for scalable sleep health assessments.

Topics & Keywords

Obstructive Sleep Apnea Research EEG and Brain-Computer Interfaces Sleep and related disorders

Publication Details

Published in: IEEE Transactions on Biomedical Engineering

Volume PP, pp. 1-11

DOI: 10.1109/tbme.2026.3656326

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Self-Supervised Speech Representations for Sleep Apnea Severity Prediction

Authors

Abstract

Topics & Keywords

Publication Details