Accepted for Publication: November 30, 2020.
Published: January 21, 2021. doi:10.1001/jamanetworkopen.2020.34261
Open Access: This is an open access article distributed under the terms of the CC-BY License. © 2021 Ayers JW et al. JAMA Network Open.
Corresponding Author: John W. Ayers, PhD, MA, Division of Infectious Diseases and Global Public Health, Department of Medicine, University of California San Diego, #333 CRSF 9500 Gilman Dr, La Jolla, CA 92093 (email@example.com).
Author Contributions: Drs Ayers and Nobles had full access to all of the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis.
Concept and design: Ayers, Poliak, Leas, Dredze, Nobles.
Acquisition, analysis, or interpretation of data: Ayers, Johnson, Leas, Caputi, Nobles.
Drafting of the manuscript: Ayers, Leas, Caputi, Nobles.
Critical revision of the manuscript for important intellectual content: Poliak, Johnson, Leas, Dredze.
Statistical analysis: Leas, Caputi.
Obtained funding: Nobles.
Administrative, technical, or material support: Dredze.
Conflict of Interest Disclosures: Dr Ayers reported owning equity positions in Directing Medicine LLC, Health Watcher Inc, and Good Analytics Inc, outside the submitted work. Dr Poliak reported being a paid advisor for Bloomberg LP, MyFitnessPal, and Lincoln Labs. Dr Leas reported receiving personal fees from Good Analytics outside the submitted work. Dr Dredze reported holding equity in Good Analytics, receiving consulting fees from Directing Medicine, and receiving financial support from Sickweather and Bloomberg LP outside the submitted work. Mr Caputi reported receiving personal fees from Good Analytics and having an equity interest in Data Science Solutions outside the submitted work. No other disclosures were reported.
Funding/Support: This work was supported by grants 587873 and R00RG2545 from the University of California Office of the President Research Grants Program Office.
Role of the Funder/Sponsor: The University of California Office of the President Research Grants Program Office had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.
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