Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study.

Abstract

Authors

• Fahad Kamran
  Division of Computer Science and Engineering, University of Michigan College of Engineering, Ann Arbor, MI 48109, USA.
• Shengpu Tang
  Division of Computer Science and Engineering, Department of Electronic Engineering and Computer Science, University of Michigan, Ann Arbor, MI.
• Erkin Ötleş
  E. Ötleş is Medical Scientist Training Program fellow, Department of Industrial and Operations Engineering, University of Michigan Medical School, Ann Arbor, Michigan.
• Dustin S McEvoy
  Mass General Brigham Digital Health eCare, Somerville, MA, USA.
• Sameh N Saleh
  Clinical Informatics Center, University of Texas Southwestern Medical Center, Dallas, Texas, USA.
• Jen Gong
  Center for Clinical Informatics and Improvement Research, University of California, San Francisco, CA, USA.
• Benjamin Y Li
  Dow Division of Health Services Research, Department of Urology, University of Michigan Health System, Ann Arbor, MI.
• Sayon Dutta
  Mass General Brigham Digital Health eCare, Somerville, MA, USA.
• Xinran Liu
• Richard J Medford
  Division of Infectious Diseases, University of Texas Southwestern Medical Center, Dallas, Texas, USA.
• Thomas S Valley
  Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.
• Lauren R West
  Infection Control Unit, Massachusetts General Hospital, Boston, MA, USA.
• Karandeep Singh
  Department of Internal Medicine and School of Information, University of Michigan, Ann Arbor, Michigan.
• Seth Blumberg
  Division of Hospital Medicine, University of California, San Francisco, San Francisco, CA, USA.
• John P Donnelly
  Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.
• Erica S Shenoy
  Infection Control Unit, Boston, Massachusetts.
• John Z Ayanian
  Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.
• Brahmajee K Nallamothu
  From the Division of Cardiology, Department of Medicine; Cardiovascular Research Institute; Institute for Human Genetics; and Institute for Computational Health Sciences, University of California San Francisco, and California Institute for Quantitative Biosciences (R.C.D.); and VA Health Services Research and Development Center for Clinical Management Research, VA Ann Arbor Healthcare System, MI; Michigan Center for Health Analytics and Medical Prediction (M-CHAMP), Department of Internal Medicine, University of Michigan Medical School, Ann Arbor (B.K.N.).
• Michael W Sjoding
  1 Department of Internal Medicine, and.
• Jenna Wiens
  Computer Science and Engineering, University of Michigan, Ann Arbor.

Keywords

External Resources