Using machine learning of clinical data to diagnose COVID-19: a systematic review and meta-analysis.

Journal: BMC medical informatics and decision making
PMID:

Abstract

BACKGROUND: The recent Coronavirus Disease 2019 (COVID-19) pandemic has placed severe stress on healthcare systems worldwide, which is amplified by the critical shortage of COVID-19 tests.

Authors

  • Wei Tse Li
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Jiayan Ma
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Neil Shende
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Grant Castaneda
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Jaideep Chakladar
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Joseph C Tsai
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Lauren Apostol
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Christine O Honda
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Jingyue Xu
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Lindsay M Wong
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Tianyi Zhang
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Abby Lee
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Aditi Gnanasekar
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Thomas K Honda
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA.
  • Selena Z Kuo
    Department of Medicine, Columbia University Medical Center, New York, NY, 10032, USA.
  • Michael Andrew Yu
    Department of Internal Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA.
  • Eric Y Chang
    Department of Radiology, University of California San Diego, San Diego, CA, 92093, USA.
  • Mahadevan Raj Rajasekaran
    Department of Urology, University of California San Diego, San Diego, CA, 92093, USA.
  • Weg M Ongkeko
    Department of Surgery, Division of Otolaryngology-Head and Neck Surgery, UC San Diego School of Medicine, San Diego, CA, 92093, USA. rongkeko@health.ucsd.edu.