Expert-augmented automated machine learning optimizes hemodynamic predictors of spinal cord injury outcome

• Austin Chou,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, United States of America

  https://orcid.org/0000-0003-4328-5811

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• Abel Torres-Espin,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Writing – review & editing

  Affiliations Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, United States of America

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• Nikos Kyritsis,

  Roles Conceptualization, Formal analysis, Writing – review & editing

  Affiliations Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, United States of America

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• J. Russell Huie,

  Roles Conceptualization, Formal analysis, Writing – review & editing

  Affiliations Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, United States of America

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• Sarah Khatry,

  Roles Methodology, Software, Writing – review & editing

  Affiliation DataRobot, Inc., Boston, Massachusetts, United States of America

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• Jeremy Funk,

  Roles Methodology, Software, Writing – review & editing

  Affiliation DataRobot, Inc., Boston, Massachusetts, United States of America

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• Jennifer Hay,

  Roles Methodology, Software, Writing – review & editing

  Affiliation DataRobot, Inc., Boston, Massachusetts, United States of America

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• Andrew Lofgreen,

  Roles Methodology, Software, Writing – review & editing

  Affiliation DataRobot, Inc., Boston, Massachusetts, United States of America

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• Rajiv Shah,

  Roles Methodology, Software, Writing – review & editing

  Affiliation DataRobot, Inc., Boston, Massachusetts, United States of America

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• Chandler McCann,

  Roles Methodology, Software, Writing – review & editing

  Affiliation DataRobot, Inc., Boston, Massachusetts, United States of America

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• Lisa U. Pascual,

  Roles Conceptualization, Investigation, Writing – review & editing

  Affiliation Orthopedic Trauma Institute, Department of Orthopedic Surgery, University of California, San Francisco (UCSF), San Francisco, California, United States of America

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• Edilberto Amorim,

  Roles Conceptualization, Writing – review & editing

  Affiliations Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, United States of America, Department of Neurology, University of California, San Francisco (UCSF), San Francisco, California, United States of America

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• Philip R. Weinstein,

  Roles Conceptualization, Writing – review & editing

  Affiliations Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Department of Neurology, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Weill Institute for Neurosciences, Institute for Neurodegenerative Diseases, Spine Center, University of California, San Francisco (UCSF), San Francisco, California, United States of America

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• Geoffrey T. Manley,

  Roles Conceptualization, Funding acquisition, Writing – review & editing

  Affiliations Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, United States of America

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• Sanjay S. Dhall,

  Roles Conceptualization, Resources, Writing – review & editing

  Affiliations Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, United States of America

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• Jonathan Z. Pan,

  Roles Conceptualization, Data curation, Investigation, Resources, Writing – review & editing

  Affiliations Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Department of Anesthesia and Perioperative Care, University of California, San Francisco (UCSF), San Francisco, California, United States of America

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• Jacqueline C. Bresnahan,

  Roles Conceptualization, Funding acquisition, Writing – review & editing

  Affiliations Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, United States of America

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• Michael S. Beattie,

  Roles Conceptualization, Funding acquisition, Resources, Writing – review & editing

  Affiliations Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, United States of America

  https://orcid.org/0000-0001-9463-3631

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• William D. Whetstone,

  Roles Conceptualization, Investigation, Writing – review & editing

  Affiliation Department of Emergency Medicine, University of California, San Francisco (UCSF), San Francisco, California, United States of America

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• Adam R. Ferguson ,

  Roles Conceptualization, Formal analysis, Funding acquisition, Methodology, Project administration, Supervision, Writing – review & editing

  * E-mail: Adam.Ferguson@ucsf.edu

  Affiliations Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California, United States of America, Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, United States of America

  https://orcid.org/0000-0001-7102-1608

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•  [ ... ],
• the TRACK-SCI Investigators

  ¶TRACK-SCI Consortia authorship. Full author list in Acknowledgments.

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