Published on in Vol 25 (2023)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/45515, first published .
Clinical Timing-Sequence Warning Models for Serious Bacterial Infections in Adults Based on Machine Learning: Retrospective Study

Clinical Timing-Sequence Warning Models for Serious Bacterial Infections in Adults Based on Machine Learning: Retrospective Study

Clinical Timing-Sequence Warning Models for Serious Bacterial Infections in Adults Based on Machine Learning: Retrospective Study

Jian Liu   1 * , MD ;   Jia Chen   2 * , MSc ;   Yongquan Dong   3 , MD ;   Yan Lou   4 , PhD ;   Yu Tian   5 , PhD ;   Huiyao Sun   2 , MSc ;   Yuqing Jin   2 , MSc ;   Jingsong Li   6 , PhD ;   Yunqing Qiu   7 , MD, PhD

1 Department of Intensive Care Unit, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China

2 Research Center for Healthcare Data Science, Zhejiang Laboratory, Hangzhou, China

3 Department of Respiratory Disease, Yinzhou Second Hospital, Ningbo, China

4 Zhejiang Provincial Key Laboratory for Drug Clinical Research and Evaluation,Department of Clinical Pharmacy, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China

5 Engineering Research Center of Electronic Medical Record and Intelligent Expert System, Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China

6 Research Center for Healthcare Data Science, Zhejiang Laboratory, Engineering Research Center of Electronic Medical Record and Intelligent Expert System, Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China

7 State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang Provincial Key Laboratory for Drug Clinical Research and Evaluation, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China

*these authors contributed equally

Corresponding Author:

  • Yunqing Qiu, MD, PhD
  • State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang Provincial Key Laboratory for Drug Clinical Research and Evaluation
  • the First Affiliated Hospital, College of Medicine, Zhejiang University
  • NO.79 Qingchun Road
  • Hangzhou, 310003
  • China
  • Phone: 86 13588189339
  • Fax: 86 0571-87236800
  • Email: qiuyq@zju.edu.cn