About the Authors

Qandeel Tariq

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

Affiliations Department of Pediatrics, Division of Systems Medicine, Stanford University, California, United States of America, Department of Biomedical Data Science, Stanford University, California, United States of America

Jena Daniels

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

Affiliations Department of Pediatrics, Division of Systems Medicine, Stanford University, California, United States of America, Department of Biomedical Data Science, Stanford University, California, United States of America

Jessey Nicole Schwartz

Roles Data curation, Investigation, Project administration, Resources, Visualization, Writing – original draft, Writing – review & editing

Affiliations Department of Pediatrics, Division of Systems Medicine, Stanford University, California, United States of America, Department of Biomedical Data Science, Stanford University, California, United States of America

Peter Washington

Roles Data curation, Formal analysis, Resources, Writing – review & editing

Affiliations Department of Pediatrics, Division of Systems Medicine, Stanford University, California, United States of America, Department of Biomedical Data Science, Stanford University, California, United States of America

Haik Kalantarian

Roles Data curation, Formal analysis, Resources, Writing – review & editing

Affiliations Department of Pediatrics, Division of Systems Medicine, Stanford University, California, United States of America, Department of Biomedical Data Science, Stanford University, California, United States of America

Dennis Paul Wall

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

dpwall@stanford.edu

Affiliations Department of Pediatrics, Division of Systems Medicine, Stanford University, California, United States of America, Department of Biomedical Data Science, Stanford University, California, United States of America

Competing Interests

I have read the journal's policy and the authors of this manuscript have the following competing interests: DPW is the scientific founder of Cognoa, a company focused on digital pediatric healthcare; the approach and findings presented in this paper are independent from/not related to Cognoa. All other authors have declared no competing interests exist.