Developing a rapid screening tool for high-risk ICU patients of sepsis: integrating electronic medical records with machine learning methods for mortality prediction in hospitalized patients-model establishment, internal and external validation, and visualization.

Abstract

Authors

• Songchang Shi
  Shanghai Jiao Tong University School of Medicine, Shanghai, China.
• Lihui Zhang
  College of Civil Engineering and Architecture, Zhejiang University, 866, Yuhangtang Road, Hangzhou, 310058, China.
• Shujuan Zhang
  College of Agricultural Engineering, Shanxi Agriculture University, Jinzhong 030801, China.
• Jinyang Shi
  Fujian Medical University, Fuzhou, 350001, People's Republic of China.
• Donghuang Hong
  Department of Critical Care Medicine, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, Fuzhou University Affiliated Provincial Hospital, Fuzhou, 350001, People's Republic of China.
• Siqi Wu
  Research Center, The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen 518107, China.
• Xiaobin Pan
  Department of Critical Care Medicine, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital South Branch, Fujian Provincial Hospital, Fuzhou University Affiliated Provincial Hospital, Fuzhou, 350001, People's Republic of China.
• Wei Lin
  Department of Geriatric Rehabilitation, Jiangbin Hospital, Nanning, China.

Keywords

External Resources