Hypoxemia prediction in pediatric patients under general anesthesia using machine learning: A retrospective observational study and external validation

• Sujin Baek ,

  Contributed equally to this work with: Sujin Baek, Jung-Bin Park, Dongheon Lee, Boohwi Hong

  Roles Resources, Validation, Writing – original draft

  Affiliations Department of Anesthesiology and Pain Medicine, Chungnam National University Hospital, Daejeon, Republic of Korea, Department of Anesthesiology and Pain Medicine, Chungnam National University College of Medicine, Daejeon, Republic of Korea

  https://orcid.org/0000-0002-1478-2096

  ⨯
• Jung-Bin Park ,

  Contributed equally to this work with: Sujin Baek, Jung-Bin Park, Dongheon Lee, Boohwi Hong

  Roles Conceptualization, Data curation, Validation

  Affiliation Department of Anesthesiology and Pain Medicine, Seoul National University Hospital, Seoul, Republic of Korea

  ⨯
• Jihye Heo,

  Roles Software, Visualization, Writing – original draft

  Affiliation Department of Radiology, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, Republic of Korea

  ⨯
• Kyungsang Kim,

  Roles Conceptualization, Supervision, Writing – review & editing

  Affiliation Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Massachusetts, United States of America

  ⨯
• Donghyeon Baek,

  Roles Software, Validation, Visualization

  Affiliation Chungnam National University College of Medicine, Daejeon, Republic of Korea

  ⨯
• Chahyun Oh,

  Roles Supervision, Writing – review & editing

  Affiliations Department of Anesthesiology and Pain Medicine, Chungnam National University Hospital, Daejeon, Republic of Korea, Department of Anesthesiology and Pain Medicine, Chungnam National University College of Medicine, Daejeon, Republic of Korea

  https://orcid.org/0000-0001-8344-4245

  ⨯
• Hyung-Chul Lee,

  Roles Data curation, Supervision

  Affiliation Department of Anesthesiology and Pain Medicine, Seoul National University Hospital, Seoul, Republic of Korea

  https://orcid.org/0000-0003-0048-7958

  ⨯
• Dongheon Lee ,

  Contributed equally to this work with: Sujin Baek, Jung-Bin Park, Dongheon Lee, Boohwi Hong

  Roles Conceptualization, Software, Supervision, Writing – review & editing

  * E-mail: koho0127@gmail.com (BH); dhlee.jubilee@gmail.com (DL)

  Affiliations Department of Radiology, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, Republic of Korea, Institute of Medical and Biological Engineering, Seoul National University Medical Research Center, Seoul, Republic of Korea

  https://orcid.org/0000-0002-3121-7099

  ⨯
• Boohwi Hong

  Contributed equally to this work with: Sujin Baek, Jung-Bin Park, Dongheon Lee, Boohwi Hong

  Roles Conceptualization, Data curation, Funding acquisition, Resources, Supervision, Writing – review & editing

  * E-mail: koho0127@gmail.com (BH); dhlee.jubilee@gmail.com (DL)

  Affiliations Department of Anesthesiology and Pain Medicine, Chungnam National University Hospital, Daejeon, Republic of Korea, Department of Anesthesiology and Pain Medicine, Chungnam National University College of Medicine, Daejeon, Republic of Korea, Big Data Center, Department of Medical Information, Chungnam National University Hospital, Daejeon, Korea

  https://orcid.org/0000-0003-2468-9271

  ⨯