Machine learning predicts acute respiratory failure in pancreatitis patients: A retrospective study.

Journal: International journal of medical informatics
PMID:

Abstract

PURPOSE: The purpose of the research is to design an algorithm to predict the occurrence of acute respiratory failure (ARF) in patients with acute pancreatitis (AP).

Authors

  • Liu-Xin Zhou
    Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, Jiangsu 225001, China.
  • Qin Zhou
    The Affiliated Mental Health Center of Jiangnan University, Wuxi Central Rehabilitation Hospital, Wuxi, Jiangsu, China.
  • Tian-Ming Gao
    State Key Laboratory of Organ Failure Research, Key Laboratory of Mental Health of the Ministry of Education, Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Guangdong Province Key Laboratory of Psychiatric Disorders, Department of Neurobiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou, 510515, China. tgao@smu.edu.cn.
  • Xiao-Xing Xiang
    Department of Digestive Diseases, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, Jiangsu 225001, China; Department of Digestive Diseases, Northern Jiangsu People's Hospital, Yangzhou, Jiangsu 225001, China.
  • Yong Zhou
    National Institutes for Food and Drug Control, Beijing, 100050, China.
  • Sheng-Jie Jin
    Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, Jiangsu 225001, China; Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital, Yangzhou, Jiangsu 225001, China.
  • Jian-Jun Qian
    Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, Jiangsu 225001, China; Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital, Yangzhou, Jiangsu 225001, China.
  • Bao-Huan Zhou
    Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, Jiangsu 225001, China; Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital, Yangzhou, Jiangsu 225001, China.
  • Dou-Sheng Bai
    Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, Jiangsu 225001, China; Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital, Yangzhou, Jiangsu 225001, China.
  • Guo-Qing Jiang
    Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, Jiangsu 225001, China; Department of Hepatobiliary Surgery, Northern Jiangsu People's Hospital, Yangzhou, Jiangsu 225001, China. Electronic address: jgqing2003@hotmail.com.