About the Authors

John R. Zech

Contributed equally to this work with: John R. Zech, Marcus A. Badgeley

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

Affiliation Department of Medicine, California Pacific Medical Center, San Francisco, California, United States of America

Marcus A. Badgeley

Contributed equally to this work with: John R. Zech, Marcus A. Badgeley

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

Affiliation Verily Life Sciences, South San Francisco, California, United States of America

Manway Liu

Roles Formal analysis, Writing – review & editing

Affiliation Verily Life Sciences, South San Francisco, California, United States of America

Anthony B. Costa

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

Affiliation Department of Neurological Surgery, Icahn School of Medicine, New York, New York, United States of America

Joseph J. Titano

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

Affiliation Department of Radiology, Icahn School of Medicine, New York, New York, United States of America

Eric Karl Oermann

Roles Conceptualization, Data curation, Methodology, Supervision, Writing – original draft, Writing – review & editing

eric.oermann@mountsinai.org

Affiliation Department of Neurological Surgery, Icahn School of Medicine, New York, New York, United States of America

Competing Interests

I have read the journal's policy and the authors of this manuscript have the following competing interests: MAB and ML are currently employees at Verily Life Sciences, which played no role in the research and has no commercial interest in it. EKO and ABC receive funding from Intel for unrelated work.