Machine Learning and Prediction of All-Cause Mortality in COPD.

Journal: Chest
Published Date:

Abstract

BACKGROUND: COPD is a leading cause of mortality.

Authors

  • Matthew Moll
    Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA; Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA.
  • Dandi Qiao
    Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA.
  • Elizabeth A Regan
    National Jewish Health, Denver, CO.
  • Gary M Hunninghake
    Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA.
  • Barry J Make
    National Jewish Health, Denver, CO.
  • Ruth Tal-Singer
    GlaxoSmithKline Research and Development, Collegeville, PA.
  • Michael J McGeachie
    Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA.
  • Peter J Castaldi
    Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; General Medicine and Primary Care, Brigham and Women's Hospital, Harvard Medical School, Boston, MA. Electronic address: repjc@channing.harvard.edu.
  • Raúl San José Estépar
    2 Applied Chest Imaging Laboratory, Department of Radiology, and.
  • George R Washko
    3 Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital, Boston Massachusetts.
  • James M Wells
    Division of Pulmonary, Allergy and Critical Care Medicine, University of Alabama at Birmingham, Birmingham, AL.
  • David LaFon
    Division of Pulmonary, Allergy and Critical Care Medicine, University of Alabama at Birmingham, Birmingham, AL.
  • Matthew Strand
    Division of Pulmonary and Critical Care Medicine, National Jewish Health, Denver, CO.
  • Russell P Bowler
    Division of Pulmonary and Critical Care Medicine, University of Colorado, Denver, CO; Division of Pulmonary and Critical Care Medicine, National Jewish Health, Denver, CO.
  • MeiLan K Han
    Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, Michigan.
  • Jorgen Vestbo
    Division of Infection, Immunity and Respiratory Medicine, Manchester Academic Health Sciences Centre, The University of Manchester and the Manchester University NHS Foundation Trust, Manchester, England.
  • Bartolome Celli
    Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA.
  • Peter Calverley
    Department of Medicine, University of Liverpool, Liverpool, England.
  • James Crapo
    National Jewish Health, Denver, CO.
  • Edwin K Silverman
    Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA.
  • Brian D Hobbs
    Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA; Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA.
  • Michael H Cho
    Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA; Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA.