The Pediatric Data Science and Analytics Subgroup of the Pediatric Acute Lung Injury and Sepsis Investigators Network: Use of Supervised Machine Learning Applications in Pediatric Critical Care Medicine Research.

Journal: Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies
PMID:

Abstract

OBJECTIVE: Perform a scoping review of supervised machine learning in pediatric critical care to identify published applications, methodologies, and implementation frequency to inform best practices for the development, validation, and reporting of predictive models in pediatric critical care.

Authors

  • Julia A Heneghan
    Department of Pediatrics, Division of Critical Care Medicine, Children's National Hospital and George Washington University School of Medicine and Health Sciences, Washington, DC.
  • Sarah B Walker
    Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA. sbwalker@luriechildrens.org.
  • Andrea Fawcett
    Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
  • Tellen D Bennett
    Section of Informatics and Data Science, Department of Pediatrics, University of Colorado School of Medicine, Aurora, CO.
  • Adam C Dziorny
    Department of Pediatrics, University of Rochester, Rochester, NY.
  • L Nelson Sanchez-Pinto
    Ann & Robert H. Lurie Children's Hospital of Chicago, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
  • Reid W D Farris
    Department of Pediatrics, University of Washington and Seattle Children's Hospital, Seattle, WA.
  • Meredith C Winter
    Department of Anesthesiology Critical Care Medicine, Children's Hospital Los Angeles and Keck School of Medicine, University of Southern California, Los Angeles, CA.
  • Colleen Badke
    Department of Pediatrics (Critical Care), Northwestern University Feinberg School of Medicine and Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL.
  • Blake Martin
    Departments of Biomedical Informatics and Pediatrics (Critical Care Medicine), University of Colorado School of Medicine, Aurora, CO.
  • Stephanie R Brown
    Section of Pediatric Critical Care, Oklahoma Children's Hospital and Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, OK.
  • Michael C McCrory
    Department of Anesthesiology, Wake Forest University School of Medicine, Winston Salem, NC.
  • Manette Ness-Cochinwala
    Department of Pediatrics, Rutgers Robert Wood Johnson, New Brunswick, NJ.
  • Colin Rogerson
    Division of Critical Care, Department of Pediatrics, Indiana University, Indianapolis, IN.
  • Orkun Baloglu
    Department of Pediatric Critical Care Medicine, Cleveland Clinic Children's, Cleveland Clinic, Cleveland, Ohio, USA BALOGLO@ccf.org.
  • Ilana Harwayne-Gidansky
    Department of Pediatrics, Bernard and Millie Duker Children's Hospital, Albany, NY.
  • Matthew R Hudkins
    Division of Pediatric Critical Care, Department of Pediatrics, Oregon Health & Science University, Portland, OR.
  • Rishikesan Kamaleswaran
    Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA.
  • Sandeep Gangadharan
    Department of Pediatrics, Mount Sinai Icahn School of Medicine, New York, NY.
  • Sandeep Tripathi
    Department of Pediatrics, University of Illinois College of Medicine at Peoria/OSF HealthCare, Children's Hospital of Illinois, Peoria, IL.
  • Eneida A Mendonca
    University of Wisconsin-Madison, USA.
  • Barry P Markovitz
    Division of Pediatric Critical Care, Department of Pediatrics, University of Utah Spencer F Eccles School of Medicine, Intermountain Primary Children's Hospital, Salt Lake City, UT.
  • Anoop Mayampurath
    Department of Medicine, University of Wisconsin-Madison, Madison, WI, United States.
  • Michael C Spaeder
    Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, VA.