Predictive model for acute respiratory distress syndrome events in ICU patients in China using machine learning algorithms: a secondary analysis of a cohort study.

Journal: Journal of translational medicine
Published Date:

Abstract

BACKGROUND: To develop a machine learning model for predicting acute respiratory distress syndrome (ARDS) events through commonly available parameters, including baseline characteristics and clinical and laboratory parameters.

Authors

  • Xian-Fei Ding
    Department of General ICU, The First Affiliated Hospital of Zhengzhou University, Henan Key Laboratory of Critical Care Medicine, 1 Jianshe East Road, Zhengzhou, 450052, China.
  • Jin-Bo Li
    Department of General ICU, The First Affiliated Hospital of Zhengzhou University, Henan Key Laboratory of Critical Care Medicine, 1 Jianshe East Road, Zhengzhou, 450052, China.
  • Huo-Yan Liang
    Department of General ICU, The First Affiliated Hospital of Zhengzhou University, Henan Key Laboratory of Critical Care Medicine, 1 Jianshe East Road, Zhengzhou, 450052, China.
  • Zong-Yu Wang
    Department of Critical Care Medicine, Peking University Third Hospital, Beijing, China.
  • Ting-Ting Jiao
    Department of General ICU, The First Affiliated Hospital of Zhengzhou University, Henan Key Laboratory of Critical Care Medicine, 1 Jianshe East Road, Zhengzhou, 450052, China.
  • Zhuang Liu
    Department of Radiology, Fudan University Shanghai Cancer Center, Shanghai, 200032, China.
  • Liang Yi
    Intensive Care Unit, Xiyuan Hospital Affiliated with the China Academy of Chinese Medical Sciences, Beijing, China.
  • Wei-Shuai Bian
    Intensive Care Unit, Beijing Shijitan Hospital Affiliated with Capital Medical University, Beijing, China.
  • Shu-Peng Wang
    Department of Gastroenterology, Shengjing Hospital of China Medical University, No. 36, Sanhao Street, Shenyang, 110004, Liaoning Province, China.
  • Xi Zhu
    Department of Psychiatry, Columbia University Irving Medical Center and New York State Psychiatric Institute, New York, New York.
  • Tong-Wen Sun
    Department of General ICU, The First Affiliated Hospital of Zhengzhou University, Henan Key Laboratory of Critical Care Medicine, 1 Jianshe East Road, Zhengzhou, 450052, China. suntongwen@163.com.