Exposure notification system activity as a leading indicator for SARS-COV-2 caseload forecasting

• Eliah Aronoff-Spencer ,

  Contributed equally to this work with: Eliah Aronoff-Spencer, Sepideh Mazrouee

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

  * E-mail: earonoffspencer@health.ucsd.edu

  Affiliation School of Medicine, Division of Infectious Diseases and Global Public Health, University of California San Diego, La Jolla, CA, United States of America

  https://orcid.org/0000-0002-6279-5027

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• Sepideh Mazrouee ,

  Contributed equally to this work with: Eliah Aronoff-Spencer, Sepideh Mazrouee

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

  Affiliation School of Medicine, Division of Infectious Diseases and Global Public Health, University of California San Diego, La Jolla, CA, United States of America

  https://orcid.org/0000-0002-2055-5666

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• Rishi Graham,

  Roles Formal analysis, Investigation, Methodology, Visualization, Writing – review & editing

  Affiliation School of Medicine, Division of Infectious Diseases and Global Public Health, University of California San Diego, La Jolla, CA, United States of America

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• Mark S. Handcock,

  Roles Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – review & editing

  Affiliation University of California Los Angeles, Los Angeles, CA, United States of America

  https://orcid.org/0000-0002-9985-2785

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• Kevin Nguyen,

  Roles Data curation, Writing – review & editing

  Affiliations Herbert Wertheim School of Public Health and Longevity Sciences, University of California San Diego, La Jolla, CA, United States of America, University of California San Diego Health, San Diego, CA, United States of America

  https://orcid.org/0000-0001-9970-6801

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• Camille Nebeker,

  Roles Writing – review & editing

  Affiliation Herbert Wertheim School of Public Health and Longevity Sciences, University of California San Diego, La Jolla, CA, United States of America

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• Mohsen Malekinejad,

  Roles Data curation, Writing – review & editing

  Affiliations California Department of Public Health, Sacramento, CA, United States of America, Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, United States of America

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• Christopher A. Longhurst

  Roles Conceptualization, Writing – review & editing

  Affiliation University of California San Diego Health, San Diego, CA, United States of America

  https://orcid.org/0000-0003-4908-6856

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