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Gi-Ren Liu

National Cheng Kung University - Department of Mathematics

Tainan

Taiwan

  • National Cheng Kung University - Department of Mathematics

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Large Scale Assessment of Consistency in Sleep Stage Scoring Rules Among Multiple Sleep Centers Using an Interpretable Machine Learning Algorithm

Number of pages: 17 Posted: 20 Mar 2020
Gi-Ren Liu, Ting-Yu Lin, Hau-Tieng Wu, Yuan-Chung Sheu, Ching-Lung Liu, Wen-Te Liu, Mei-Chen Yang, Yung-Lun Ni, Kun-Ta Chou, Chao-Hsien Chen, Dean Wu, Chou-Chin Lan, Kuo-Liang Chiu, Hwa-Yen Chiu and Yu-Lun Lo
National Cheng Kung University - Department of Mathematics, Chang Gung University - Department of Thoracic Medicine, Duke University, Trinity College of Arts & Sciences, Department of Staistical Science, National Chiao Tung University - Department of Applied Mathematics, Mackay Memorial Hospital - Division of Chest, Taipei Medical University - Sleep Center, Buddhist Tzu Chi Medical Foundation - Division of Pulmonary Medicine, Buddhist Tzu Chi Medical Foundation - Department of Pulmonary Medicine, National Yang Ming University - Department of Chest Medicine, Mackay Memorial Hospital - Division of Chest, Taipei Medical University - Sleep Center, Buddhist Tzu Chi Medical Foundation - Division of Pulmonary Medicine, Buddhist Tzu Chi Medical Foundation - Department of Pulmonary Medicine, National Yang Ming University - Center of Sleep Medicine and Chang Gung University - Department of Thoracic Medicine
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machine learning; sleep stage scoring; interrater reliability; intra-center assessments; inter-center assessments