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

Journal: Journal of medical Internet research
Published Date:

Abstract

BACKGROUND: The rapid deterioration observed in the condition of some hospitalized patients can be attributed to either disease progression or imperfect triage and level of care assignment after their admission. An early warning system (EWS) to identify patients at high risk of subsequent intrahospital death can be an effective tool for ensuring patient safety and quality of care and reducing avoidable harm and costs.

Authors

  • Chengyin Ye
    Department of Health Management, Hangzhou Normal University, Hangzhou, China.
  • Oliver Wang
    HBI Solutions Inc, Palo Alto, CA, United States.
  • Modi Liu
    HBI Solutions Inc, Palo Alto, CA, United States.
  • Le Zheng
    Departments of Surgery, Stanford University, Stanford, CA 94305, USA.
  • Minjie Xia
    HBI Solutions Inc, Palo Alto, CA, United States.
  • Shiying Hao
    Departments of Surgery, Stanford University, Stanford, CA 94305, USA.
  • Bo Jin
    HBISolutions Inc., Palo Alto, CA 94301, USA.
  • Hua Jin
    HBI Solutions Inc, Palo Alto, CA, United States.
  • Chunqing Zhu
    HBISolutions Inc., Palo Alto, CA 94301, USA.
  • Chao Jung Huang
    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, Taiwan.
  • Peng Gao
    Department of Environmental and Occupational Health, University of Pittsburgh, Pittsburgh, PA, United States.
  • Gray Ellrodt
    Department of Medicine, Berkshire Medical Center, Pittsfield, MA, United States.
  • Denny Brennan
    Massachusetts Health Data Consortium, Waltham, CA, United States.
  • Frank Stearns
    HBISolutions Inc., Palo Alto, CA 94301, USA.
  • Karl G Sylvester
    Departments of Surgery, Stanford University, Stanford, CA 94305, USA.
  • Eric Widen
    HBISolutions Inc., Palo Alto, CA 94301, USA.
  • Doff B McElhinney
    Stanford University, Stanford, California, United States of America.
  • Xuefeng Ling
    Department of Surgery, Stanford University, Stanford, CA, United States.