Developing a Machine Learning Model for Predicting 30-Day Major Adverse Cardiac and Cerebrovascular Events in Patients Undergoing Noncardiac Surgery: Retrospective Study.

Journal: Journal of medical Internet research
PMID: 40203300

Abstract

BACKGROUND: Considering that most patients with low or no significant risk factors can safely undergo noncardiac surgery without additional cardiac evaluation, and given the excessive evaluations often performed in patients undergoing intermediate or higher risk noncardiac surgeries, practical preoperative risk assessment tools are essential to reduce unnecessary delays for urgent outpatient services and manage medical costs more efficiently.

Authors

  • Ju-Seung Kwun
    Department of Internal Medicine, Seoul National University College of Medicine and Department of Cardiology, Seoul National University Bundang Hospital, Seongnam, South Korea.
  • Houng-Beom Ahn
    Cardiovascular Center, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam-si, Republic of Korea.
  • Si-Hyuck Kang
    Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, 82, Gumi-ro 173 Beon-gil, Bundang-gu, Seongnam-si, Gyeonggi-do 13620, Republic of Korea.
  • Sooyoung Yoo
    Office of eHealth Research and Business, Seoul National University Bundang Hospital, Seongnam, Republic of Korea.
  • Seok Kim
    Office of eHealth Research and Business, Seoul National University Bundang Hospital, Seongnam, Republic of Korea.
  • Wongeun Song
    Office of eHealth Research and Businesses, Seoul National University Bundang Hospital, Seongnam-si, Republic of Korea.
  • Junho Hyun
    Division of Cardiology, Department of Internal Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea.
  • Ji Seon Oh
    Department of Information Medicine, Big Data Research Center, Asan Medical Center, Seoul, Korea.
  • Gakyoung Baek
    Big Data Research Center, Asan Institute for Life Sciences, Asan Medical Center, Seoul, Republic of Korea.
  • Jung-Won Suh
    Department of Internal Medicine, Seoul National University College of Medicine and Department of Cardiology, Seoul National University Bundang Hospital, Seongnam, South Korea.

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