About the Authors

Tomiko Oskotsky

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

marina.sirota@ucsf.edu (MS); tomiko.oskotsky@ucsf.edu (TO)

Affiliations Department of Pediatrics, UCSF, San Francisco, California, United States of America, Bakar Computational Health Sciences Institute, UCSF, San Francisco, California, United States of America

Ruchika Bajaj

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliation Department of Bioengineering and Therapeutic Sciences, UCSF, San Francisco, California, United States of America

Jillian Burchard

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliation Cognitive Science and Computer Science Programs, UCLA, Los Angeles, California, United States of America

Taylor Cavazos

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliation Program in Biological and Medical Informatics, UCSF, San Francisco, California, United States of America

Ina Chen

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliation Program in Biological and Medical Informatics, UCSF, San Francisco, California, United States of America

William T. Connell

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliations Department of Pharmaceutical Chemistry, UCSF, San Francisco, California, United States of America, Institute for Neurodegenerative Diseases, UCSF, San Francisco, California, United States of America

Stephanie Eaneff

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliations Bakar Computational Health Sciences Institute, UCSF, San Francisco, California, United States of America, Berkeley Institute for Data Science, UC Berkeley, Berkeley, California, United States of America

Tianna Grant

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliation Program in Biological and Medical Informatics, UCSF, San Francisco, California, United States of America

Ishan Kanungo

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliation School of Medicine, UCSF, San Francisco, California, United States of America

Karla Lindquist

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliation Department of Epidemiology & Biostatistics, UCSF, San Francisco, California, United States of America

Douglas Myers-Turnbull

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliations Department of Pharmaceutical Chemistry, UCSF, San Francisco, California, United States of America, Quantitative Biosciences Consortium, UCSF, San Francisco, California, United States of America

Zun Zar Chi Naing

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliations Program in Biological and Medical Informatics, UCSF, San Francisco, California, United States of America, QBI COVID-19 Research Group (QCRG), San Francisco, California, United States of America, Quantitative Biosciences Institute (QBI), UCSF, San Francisco, California, United States of America, J. David Gladstone Institutes, San Francisco, California, United States of America, Department of Cellular and Molecular Pharmacology, UCSF, San Francisco, California, United States of America

Alice Tang

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliations Bakar Computational Health Sciences Institute, UCSF, San Francisco, California, United States of America, School of Medicine, UCSF, San Francisco, California, United States of America, Department of Bioengineering, UC Berkeley, Berkeley, California, United States of America

Bianca Vora

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliation Department of Bioengineering and Therapeutic Sciences, UCSF, San Francisco, California, United States of America

Jon Wang

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliation School of Medicine, UCSF, San Francisco, California, United States of America

Isha Karim

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliations Saint Francis High School, Mountain View, California, United States of America, AI4ALL, Oakland, California, United States of America

Claire Swadling

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliations AI4ALL, Oakland, California, United States of America, Canton High School, Canton, Michigan, United States of America

Janice Yang

Contributed equally to this work with: Tomiko Oskotsky, Ruchika Bajaj, Jillian Burchard, Taylor Cavazos, Ina Chen, William T. Connell, Stephanie Eaneff, Tianna Grant, Ishan Kanungo, Karla Lindquist, Douglas Myers-Turnbull, Zun Zar Chi Naing, Alice Tang, Bianca Vora, Jon Wang, Isha Karim, Claire Swadling, Janice Yang

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

Affiliations AI4ALL, Oakland, California, United States of America, Department of Computer Science, Stanford University, Stanford, California, United States of America

AI4ALL Student Cohort 2020

Membership of AI4ALL Student Cohort 2020 is provided in the acknowledgments.

Affiliation AI4ALL, Oakland, California, United States of America

Bill Lindstaedt

Roles Resources, Writing – review & editing

Affiliations Office of Career and Professional Development, UCSF, San Francisco, California, United States of America, Office for Postdoctoral Scholars, UCSF, San Francisco, California, United States of America

Marina Sirota

Roles Conceptualization, Funding acquisition, Methodology, Project administration, Resources, Supervision, Writing – original draft, Writing – review & editing

marina.sirota@ucsf.edu (MS); tomiko.oskotsky@ucsf.edu (TO)

Affiliations Department of Pediatrics, UCSF, San Francisco, California, United States of America, Bakar Computational Health Sciences Institute, UCSF, San Francisco, 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: Dr Sirota reported serving as a scientific advisor at Aria Pharmaceuticals, Inc. No other competing interests exist.