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This paper is in the following e-collection/theme issue:

Digital Health Reviews (3773) Clinical Information and Decision Making (3824) Theme Issue: Bayesian Methods In Medical Research (38) Artificial Intelligence (4911) Sleep Apnea (44) Sleep Medicine (57)

Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/78718, first published .
Man sleeping with pulse oximeter on finger, showing oxygen levels

Accuracy of Artificial Intelligence in Diagnosing Obstructive Sleep Apnea Using Photoplethysmography: Systematic Review and Meta-Analysis

Accuracy of Artificial Intelligence in Diagnosing Obstructive Sleep Apnea Using Photoplethysmography: Systematic Review and Meta-Analysis

Authors of this article:

Brian Sheng Yep Yeo1, 2 Author Orcid Image ;   Esther Yanxin Gao1, 2 Author Orcid Image ;   Joan Ern Xin Tan1 Author Orcid Image ;   Jun Yuan Koo1 Author Orcid Image ;   Yi Siang Lee1 Author Orcid Image ;   Nicole Kye Wen Tan1 Author Orcid Image ;   Adele Chin Wei Ng2, 3 Author Orcid Image ;   Zhou Hao Leong2 Author Orcid Image ;   Thun How Ong3, 4 ;   Leong Chai Leow3, 4 ;   Guang-Bin Huang5 Author Orcid Image ;   Benjamin Kye Jyn Tan1, 2 Author Orcid Image ;   Song Tar Toh2, 3 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Brian Sheng Yep Yeo   1, 2 , MBBS ;   Esther Yanxin Gao   1, 2 , MBBS, MRCS ;   Joan Ern Xin Tan   1 ;   Jun Yuan Koo   1 ;   Yi Siang Lee   1 , MBBS ;   Nicole Kye Wen Tan   1 , MBBS, MRCS ;   Adele Chin Wei Ng   2, 3 , MBBS, MRCS, MMed ;   Zhou Hao Leong   2 , MBBS, MRCS, MMed ;   Thun How Ong   3, 4 , MBBS, MRCP ;   Leong Chai Leow   3, 4 , MD ;   Guang-Bin Huang   5 , PhD ;   Benjamin Kye Jyn Tan   1, 2 , MBBS (Hons), MRCS, MS ;   Song Tar Toh   2, 3 , MBBS, MRCS, MMed

1 Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore

2 Department of Otorhinolaryngology – Head and Neck Surgery, Singapore General Hospital, Singapore, Singapore

3 Duke-NUS Sleep Centre, SingHealth, Singapore, Singapore

4 Department of Respiratory and Critical Care Medicine, Singapore General Hospital, Singapore, Singapore

5 School of Automation, Southeast University, Nanjing, China

Corresponding Author:

  • Song Tar Toh, MBBS, MRCS, MMed
  • Department of Otorhinolaryngology – Head and Neck Surgery
  • Singapore General Hospital
  • Outram Road
  • Singapore 169608
  • Singapore
  • Phone: +6563214790
  • Email: toh.song.tar@singhealth.com.sg