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    Utilizing a Wireless Radar Framework in Combination With Deep Learning Approaches to Evaluate Obstructive Sleep Apnea Severity in Home-Setting Environments by Lee KT, Liu WT, Lin YC, Chen Z, Ho YH, Huang YW, Tsai ZL, Hsu CW, Yeh SM, Lin HY, Majumdar A, Chen YL, Kuan YC, Lee KY, Feng PH, Chen KY, Kang JH, Lee HC, Ho SC, Tsai CY

    Published 2025-01-01
    “…Kun-Ta Lee,1 Wen-Te Liu,2– 6 Yi-Chih Lin,3,7 Zhihe Chen,8 Yu-Hsuan Ho,9 Yu-Wen Huang,9 Zong-Lin Tsai,9 Chih-Wei Hsu,9 Shang-Min Yeh,9 Hsiao Yi Lin,9 Arnab Majumdar,8 Yen-Ling Chen,10 Yi-Chun Kuan,3,11– 13 Kang-Yun Lee,4,6 Po-Hao Feng,4,6 Kuan-Yuan Chen,4,6 Jiunn-Horng Kang,5,6,14– 16 Hsin-Chien Lee,17 Shu-Chuan Ho,2,6,* Cheng-Yu Tsai2– 6,16,18,* 1Respiratory Therapy Room, Division of Pulmonary Medicine, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan; 2School of Respiratory Therapy, College of Medicine, Taipei Medical University, Taipei, Taiwan; 3Sleep Center, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan; 4Division of Pulmonary Medicine, Department of Internal Medicine, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan; 5Research Center of Artificial Intelligence in Medicine, Taipei Medical University, Taipei, Taiwan; 6Research Center of Thoracic Medicine, Taipei Medical University, Taipei, Taiwan; 7Department of Otolaryngology, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan; 8Department of Civil and Environmental Engineering, Imperial College London, London, UK; 9Advanced Technology Lab, Wistron Corporation, Taipei, Taiwan; 10Institute of Biomedical Informatics, National Yang Ming Chiao Tung University, Taipei, Taiwan; 11Department of Neurology, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan; 12Department of Neurology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan; 13Taipei Neuroscience Institute, Taipei Medical University, Taipei, Taiwan; 14Department of Physical Medicine and Rehabilitation, Taipei Medical University Hospital, Taipei, Taiwan; 15Graduate Institute of Nanomedicine and Medical Engineering, College of Biomedical Engineering, Taipei Medical University, Taipei, Taiwan; 16Professional Master Program in Artificial Intelligence in Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan; 17Department of Psychiatry, Taipei Medical University Hospital, Taipei, Taiwan; 18School of Biomedical Engineering, College of Biomedical Engineering, Taipei Medical University, Taipei, Taiwan*These authors contributed equally to this workCorrespondence: Cheng-Yu Tsai, School of Biomedical Engineering, College of Biomedical Engineering, Taipei Medical University, 250 Wuxing Street, Taipei, 11031, Taiwan, Tel +886-2-2736-1661, Fax +886-2-2739-1143, Email b117101018@tmu.edu.tw Shu-Chuan Ho, School of Respiratory Therapy, College of Medicine, Taipei Medical University, 250 Wuxing Street, Taipei, 11031, Taiwan, Tel +886-2-2736-1661, Fax +886-2-2739-1143, Email shu-chuan@tmu.edu.twObjective: Common examinations for diagnosing obstructive sleep apnea (OSA) are polysomnography (PSG) and home sleep apnea testing (HSAT). …”
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