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Comprehensive evaluation of machine learning algorithms for predicting sleep-wake conditions and differentiating between the wake conditions before and after sleep during pregnancy based on heart rate variability.
Li, Xue; Ono, Chiaki; Warita, Noriko; Shoji, Tomoka; Nakagawa, Takashi; Usukura, Hitomi; Yu, Zhiqian; Takahashi, Yuta; Ichiji, Kei; Sugita, Norihiro; Kobayashi, Natsuko; Kikuchi, Saya; Kimura, Ryoko; Hamaie, Yumiko; Hino, Mizuki; Kunii, Yasuto; Murakami, Keiko; Ishikuro, Mami; Obara, Taku; Nakamura, Tomohiro; Nagami, Fuji; Takai, Takako; Ogishima, Soichi; Sugawara, Junichi; Hoshiai, Tetsuro; Saito, Masatoshi; Tamiya, Gen; Fuse, Nobuo; Fujii, Susumu; Nakayama, Masaharu; Kuriyama, Shinichi; Yamamoto, Masayuki; Yaegashi, Nobuo; Homma, Noriyasu; Tomita, Hiroaki.
Affiliation
  • Li X; Department of Psychiatry, Tohoku University Graduate School of Medicine, Sendai, Japan.
  • Ono C; Department of Psychiatry, Tohoku University Hospital, Sendai, Japan.
  • Warita N; Department of Preventive Medicine and Epidemiology, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Shoji T; Department of Psychiatry, Tohoku University Graduate School of Medicine, Sendai, Japan.
  • Nakagawa T; Department of Preventive Medicine and Epidemiology, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Usukura H; Department of Psychiatry, Tohoku University Graduate School of Medicine, Sendai, Japan.
  • Yu Z; Department of Psychiatry, Tohoku University Hospital, Sendai, Japan.
  • Takahashi Y; Department of Disaster Psychiatry, International Research Institute of Disaster Sciences, Tohoku University, Sendai, Japan.
  • Ichiji K; Department of Disaster Psychiatry, International Research Institute of Disaster Sciences, Tohoku University, Sendai, Japan.
  • Sugita N; Department of Psychiatry, Tohoku University Hospital, Sendai, Japan.
  • Kobayashi N; Department of Radiological Imaging and Informatics, Tohoku University Graduate School of Medicine, Sendai, Japan.
  • Kikuchi S; Department of Management Science and Technology, Graduate School of Engineering, Tohoku University, Sendai, Japan.
  • Kimura R; Department of Psychiatry, Tohoku University Hospital, Sendai, Japan.
  • Hamaie Y; Department of Psychiatry, Tohoku University Hospital, Sendai, Japan.
  • Hino M; Department of Psychiatry, Tohoku University Graduate School of Medicine, Sendai, Japan.
  • Kunii Y; Department of Psychiatry, Tohoku University Hospital, Sendai, Japan.
  • Murakami K; Department of Disaster Psychiatry, International Research Institute of Disaster Sciences, Tohoku University, Sendai, Japan.
  • Ishikuro M; Department of Disaster Psychiatry, International Research Institute of Disaster Sciences, Tohoku University, Sendai, Japan.
  • Obara T; Department of Psychiatry, Tohoku University Hospital, Sendai, Japan.
  • Nakamura T; Department of Disaster Psychiatry, International Research Institute of Disaster Sciences, Tohoku University, Sendai, Japan.
  • Nagami F; Department of Preventive Medicine and Epidemiology, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Takai T; Department of Preventive Medicine and Epidemiology, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Ogishima S; Department of Preventive Medicine and Epidemiology, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Sugawara J; Department of Health Record Informatics, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Hoshiai T; Department of Public Relations and Planning, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Saito M; Department of Health Record Informatics, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Tamiya G; Department of Health Record Informatics, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Fuse N; Department of Community Medical Supports, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Fujii S; Department of Obstetrics, Tohoku University Graduate School of Medicine, Sendai, Japan.
  • Nakayama M; Department of Obstetrics, Tohoku University Graduate School of Medicine, Sendai, Japan.
  • Kuriyama S; Department of Integrative Genomics, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Yamamoto M; Department of Integrative Genomics, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
  • Yaegashi N; Department of Disaster Medical Informatics, International Research Institute of Disaster Sciences, Tohoku University, Sendai, Japan.
  • Homma N; Department of Disaster Medical Informatics, International Research Institute of Disaster Sciences, Tohoku University, Sendai, Japan.
  • Tomita H; Department of Preventive Medicine and Epidemiology, Tohoku University Tohoku Medical Megabank Organization, Sendai, Japan.
Front Psychiatry ; 14: 1104222, 2023.
Article in En | MEDLINE | ID: mdl-37415686
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Full text: 1 Collection: 01-internacional Database: MEDLINE Type of study: Prognostic_studies / Risk_factors_studies Language: En Journal: Front Psychiatry Year: 2023 Document type: Article Affiliation country: Country of publication:
Fulltext
Add to My VHL
Print
XML
PubMed Links
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Full text: 1 Collection: 01-internacional Database: MEDLINE Type of study: Prognostic_studies / Risk_factors_studies Language: En Journal: Front Psychiatry Year: 2023 Document type: Article Affiliation country: Country of publication: