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J-GLOBAL ID：202402230261785686   Reference number：24A0664151

Pediatric obstructive sleep apnea diagnosis: leveraging machine learning with linear discriminant analysis

小児閉塞性睡眠時無呼吸診断:線形判別分析による学習機械学習【JST・京大機械翻訳】

Author (18)： Qin Han (Department of Child Health Care, Children’s Hospital Capital Institute of Pediatrics, Chinese Academy of Medical Sciences & Peking Union Medical College, Capital Institute of Pediatrics, Beijing, China) ,  Zhang Liping (Pharmacovigilance Research Center for Information Technology and Data Science, Cross-strait Tsinghua Research Institute, Xiamen, China) ,  Li Xiaodan (Department of Otolaryngology, Head and Neck Surgery, Beijing Children’s Hospital, Capital Medical University, National Center for Children’s Health, Beijing, China) ,  Xu Zhifei (Respiratory Department, Beijing Children’s Hospital, Capital Medical University, National Center for Children’s Health, Beijing, China) ,  Zhang Jie (Department of Otolaryngology, Head and Neck Surgery, Beijing Children’s Hospital, Capital Medical University, National Center for Children’s Health, Beijing, China) ,  Wang Shengcai (Department of Otolaryngology, Head and Neck Surgery, Beijing Children’s Hospital, Capital Medical University, National Center for Children’s Health, Beijing, China) ,  Zheng Li (Department of Otolaryngology, Head and Neck Surgery, Beijing Children’s Hospital, Capital Medical University, National Center for Children’s Health, Beijing, China) ,  Ji Tingting (Department of Otolaryngology, Head and Neck Surgery, Beijing Children’s Hospital, Capital Medical University, National Center for Children’s Health, Beijing, China) ,  Mei Lin (Department of Otolaryngology, Head and Neck Surgery, Beijing Children’s Hospital, Capital Medical University, National Center for Children’s Health, Beijing, China) ,  Kong Yaru (Department of Child Health Care, Children’s Hospital Capital Institute of Pediatrics, Chinese Academy of Medical Sciences & Peking Union Medical College, Capital Institute of Pediatrics, Beijing, China) ,  Jia Xinbei (Department of Child Health Care, Children’s Hospital Capital Institute of Pediatrics, Chinese Academy of Medical Sciences & Peking Union Medical College, Capital Institute of Pediatrics, Beijing, China) ,  Lei Yi (Faculty of Information Technology, Beijing University of Technology, Beijing, China) ,  Qi Yuwei (Department of Otolaryngology, Head and Neck Surgery, Children’s Hospital Capital Institute of Pediatrics, Beijing, China) ,  Ji Jie (Department of Otolaryngology, Head and Neck Surgery, Beijing Children’s Hospital, Capital Medical University, National Center for Children’s Health, Beijing, China) ,  Ni Xin (Department of Otolaryngology, Head and Neck Surgery, Beijing Children’s Hospital, Capital Medical University, National Center for Children’s Health, Beijing, China) ,  Wang Qing (Pharmacovigilance Research Center for Information Technology and Data Science, Cross-strait Tsinghua Research Institute, Xiamen, China) ,  Wang Qing (Department of Automation, Tsinghua University, Beijing, China) ,  Tai Jun (Department of Otolaryngology, Head and Neck Surgery, Children’s Hospital Capital Institute of Pediatrics, Beijing, China)
Material： Frontiers in Pediatrics (Web)
Volume： 12  Page： 1328209  Publication year： 2024 
JST Material Number： U7090A  ISSN： 2296-2360  Document type： Article
Article type： 原著論文  Country of issue： Switzerland (CHE)  Language： ENGLISH (EN)

Abstract/Point： Objective: The objective of th...

Thesaurus term： *learning ,...
Semi thesaurus term： 臨床データ ,...

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Author keywords (5)： obstructive sleep apnea ,  machine learning ,  artificial intelligence ,  computer-aided diagnosis ,  children

JST classification (3)： Biometry  (EL03020C) ,  Respiratory system diseases  (GI03000Z) ,  Respiratory system diagnosis  (GI02000S)

Reference (54)：

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• MarcusCL, BrooksLJ, DraperKA, GozalD, HalbowerAC, JonesJ, et al Diagnosis and management of childhood obstructive sleep apnea syndrome. Pediatrics. (2012) 130:e714-755. doi: 10.1542/peds.2012-1672
• RocheJ, IsaccoL, MasurierJ, PereiraB, MouginF, ChaputJP, et al Are obstructive sleep apnea and sleep improved in response to multidisciplinary weight loss interventions in youth with obesity? A systematic review and meta-analysis. Int J Obes (Lond). (2020) 44:753-70. doi: 10.1038/s41366-019-0497-7
• TanHL, GozalD, Kheirandish-GozalL. Obstructive sleep apnea in children: a critical update. Nat Sci Sleep. (2013) 5:109-23. doi: 10.2147/NSS.S51907
• KangKT, ChiuSN, WengWC, LeePL, HsuWC. Comparisons of office and 24-hour ambulatory blood pressure monitoring in children with obstructive sleep apnea. J Pediatr. (2017) 182:177-183.e2. doi: 10.1016/j.jpeds.2016.11.032

Terms in the title (6)： 小児 ,  閉塞性睡眠時無呼吸 ,  診断 ,  線形判別分析 ,  学習機械 ,  学習