Published on in Vol 21 , No 7 (2019) :July

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/13719, first published .
A Real-Time Early Warning System for Monitoring Inpatient Mortality Risk: Prospective Study Using Electronic Medical Record Data

A Real-Time Early Warning System for Monitoring Inpatient Mortality Risk: Prospective Study Using Electronic Medical Record Data

A Real-Time Early Warning System for Monitoring Inpatient Mortality Risk: Prospective Study Using Electronic Medical Record Data

Chengyin Ye 1 * , PhD ;   Oliver Wang 2 * , BA ;   Modi Liu 2 , BS ;   Le Zheng 3, 4 , PhD ;   Minjie Xia 2 , BS ;   Shiying Hao 3, 4 , PhD ;   Bo Jin 2 , MS ;   Hua Jin 2 , MS ;   Chunqing Zhu 2 , MS ;   Chao Jung Huang 5 , PhD ;   Peng Gao 6, 7 , PhD ;   Gray Ellrodt 8 , MD ;   Denny Brennan 9 , MEd, MBA ;   Frank Stearns 2 , MHA ;   Karl G Sylvester 6 , MD ;   Eric Widen 2 , MHA ;   Doff B McElhinney 3, 4 , MD ;   Xuefeng Ling 3, 6 , PhD

1 Department of Health Management, Hangzhou Normal University , Hangzhou , CN

2 HBI Solutions Inc , Palo Alto , CA , US

3 Clinical and Translational Research Program , Betty Irene Moore Children's Heart Center , Lucile Packard Children’s Hospital , Palo Alto , CA , US

4 Department of Cardiothoracic Surgery , Stanford University , Stanford , CA , US

5 National Taiwan University-Stanford Joint Program Office of AI in Biotechnology , Ministry of Science and Technology Joint Research Center for Artificial Intelligence Technology and All Vista Healthcare , Taipei , TW

6 Department of Surgery , Stanford University , Stanford , CA , US

7 Shandong University of Traditional Chinese Medicine , Shandong , CN

8 Department of Medicine, Berkshire Medical Center , Pittsfield , MA , US

9 Massachusetts Health Data Consortium , Waltham , CA , US

*these authors contributed equally

Corresponding Author:

  • Xuefeng Ling, PhD
  • Department of Surgery
  • Stanford University
  • S370 Grant Bldg, 300 Pasteur Drive
  • Stanford, CA
  • US
  • Phone: 1 6504279198
  • Email: bxling@stanford.edu