Dynamic multi-outcome prediction after injury: Applying adaptive machine learning for precision medicine in trauma

• S. Ariane Christie ,

  Contributed equally to this work with: S. Ariane Christie, Amanda S. Conroy, Rachael A. Callcut, Alan E. Hubbard, Mitchell J. Cohen

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Project administration, Writing – original draft

  * E-mail: Sabrinah.Christie@ucsf.edu

  Affiliation Department of Surgery, Zuckerberg San Francisco General Hospital and Trauma Center and the University of California, San Francisco; San Francisco, California, United States of America

  http://orcid.org/0000-0002-0430-7187

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• Amanda S. Conroy ,

  Contributed equally to this work with: S. Ariane Christie, Amanda S. Conroy, Rachael A. Callcut, Alan E. Hubbard, Mitchell J. Cohen

  Roles Conceptualization, Data curation, Project administration, Writing – review & editing

  Affiliation Department of Surgery, Zuckerberg San Francisco General Hospital and Trauma Center and the University of California, San Francisco; San Francisco, California, United States of America

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• Rachael A. Callcut ,

  Contributed equally to this work with: S. Ariane Christie, Amanda S. Conroy, Rachael A. Callcut, Alan E. Hubbard, Mitchell J. Cohen

  Roles Conceptualization, Data curation, Investigation, Project administration, Supervision, Writing – review & editing

  Affiliation Department of Surgery, Zuckerberg San Francisco General Hospital and Trauma Center and the University of California, San Francisco; San Francisco, California, United States of America

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• Alan E. Hubbard ,

  Contributed equally to this work with: S. Ariane Christie, Amanda S. Conroy, Rachael A. Callcut, Alan E. Hubbard, Mitchell J. Cohen

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Supervision, Validation, Writing – original draft, Writing – review & editing

  Affiliation Department of Biostatistics, University of California, Berkeley School of Public Health; Berkeley, California, United States of America

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• Mitchell J. Cohen

  Contributed equally to this work with: S. Ariane Christie, Amanda S. Conroy, Rachael A. Callcut, Alan E. Hubbard, Mitchell J. Cohen

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Project administration, Resources, Supervision, Writing – original draft, Writing – review & editing

  Affiliation Denver Health Medical Center and the University of Colorado; Denver, Colorado, United States of America

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