Development and External Validation of a Detection Model to Retrospectively Identify Patients With Acute Respiratory Distress Syndrome.

Journal: Critical care medicine
Published Date:

Abstract

OBJECTIVE: The aim of this study was to develop and externally validate a machine-learning model that retrospectively identifies patients with acute respiratory distress syndrome (acute respiratory distress syndrome [ARDS]) using electronic health record (EHR) data.

Authors

  • Elizabeth Levy
    Division of Pulmonary, Allergy and Critical Care, Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA.
  • Dru Claar
    Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA.
  • Ivan Co
    Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA; Department of Emergency Medicine, University of Michigan Medical School, Ann Arbor, MI, USA; Michigan Center for Integrative Research in Critical Care; Ann Arbor, MI, USA.
  • Barry D Fuchs
    1 Pulmonary, Allergy, and Critical Care Division, Hospital of the University of Pennsylvania.
  • Jennifer Ginestra
    Palliative and Advanced Illness (PAIR) Center, Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA.
  • Rachel Kohn
    Division of Pulmonary, Allergy and Critical Care, Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA.
  • Jakob I McSparron
    Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA; Michigan Center for Integrative Research in Critical Care; Ann Arbor, MI, USA.
  • Bhavik Patel
    Department of Radiology, Mayo Clinic, 5777 E Mayo Blvd, Phoenix, AZ, 85054, USA.
  • Gary E Weissman
    1 Pulmonary, Allergy, and Critical Care Division, Hospital of the University of Pennsylvania.
  • Meeta Prasad Kerlin
    Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
  • Michael W Sjoding
    1 Department of Internal Medicine, and.