About the Authors

Sarah F. Poole

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

sarahfpoole@verily.com

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

Jessica Gronsbell

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

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

Dale Winter

Roles Formal analysis, Methodology, Writing – review & editing

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

Stefanie Nickels

Roles Formal analysis, Methodology, Software, Writing – review & editing

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

Roie Levy

Roles Formal analysis, Methodology, Software, Writing – review & editing

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

Bin Fu

Roles Methodology, Software, Writing – review & editing

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

Maximilien Burq

Roles Methodology, Validation, Writing – review & editing

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

Sohrab Saeb

Roles Methodology, Software, Validation, Writing – review & editing

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

Matthew D. Edwards

Roles Methodology, Validation, Writing – review & editing

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

Michael K. Behr

Roles Software, Writing – review & editing

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

Vignesh Kumaresan

Roles Methodology, Writing – review & editing

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

Alexander R. Macalalad

Roles Conceptualization, Methodology, Validation, Writing – review & editing

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

Sneh Shah

Roles Project administration, Writing – review & editing

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

Michelle Prevost

Roles Project administration, Writing – review & editing

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

Nigel Snoad

Roles Conceptualization, Methodology, Project administration, Writing – review & editing

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

Michael P. Brenner

Roles Conceptualization, Methodology, Supervision, Writing – review & editing

Affiliation Google Research, Mountain View, CA, United States of America

Lance J. Myers

Roles Supervision, Writing – review & editing

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

Paul Varghese

Roles Methodology, Supervision, Writing – review & editing

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

Robert M. Califf

Roles Conceptualization, Methodology, Supervision, Writing – review & editing

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

Vindell Washington

Roles Methodology, Supervision, Writing – review & editing

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

Vivian S. Lee

Roles Methodology, Supervision, Writing – review & editing

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

Menachem Fromer

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

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

Competing Interests

At the time of work, SFP, JG, DW, SN, RL, BF, MB, SS, MDE, MKB, VK, ARM, SS, MP, NS, LJM, PV, RMC, VM, VSL, and MF were employees of and owned equity in Verily Life Sciences. While this manuscript does not explicitly mention Verily’s Healthy At Work program, the models presented herein are used in that program.