About the Authors

Nicholas G. Reich

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

nick@umass.edu

Affiliation Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst, Amherst, Massachusetts, United States of America

Craig J. McGowan

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

Affiliation Influenza Division, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America

Teresa K. Yamana

Roles Conceptualization, Formal analysis, Investigation, Validation, Writing – review & editing

Affiliation Department of Environmental Health Sciences, Columbia University, New York, New York, United States of America

Abhinav Tushar

Roles Data curation, Software, Validation, Writing – review & editing

Affiliation School of Computer Science, University of Massachusetts-Amherst, Amherst, Massachusetts, United States of America

Evan L. Ray

Roles Conceptualization, Data curation, Formal analysis, Validation, Writing – review & editing

Affiliation Department of Mathematics and Statistics, Mount Holyoke College, South Hadley, Massachusetts, United States of America

Dave Osthus

Roles Conceptualization, Data curation, Formal analysis, Validation, Writing – review & editing

Affiliation Statistical Sciences Group, Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America

Sasikiran Kandula

Roles Conceptualization, Data curation, Validation, Writing – review & editing

Affiliation Department of Environmental Health Sciences, Columbia University, New York, New York, United States of America

Logan C. Brooks

Roles Conceptualization, Data curation, Formal analysis, Methodology, Software, Validation, Writing – review & editing

Affiliation Computer Science Department, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America

Willow Crawford-Crudell

Roles Validation, Writing – review & editing

Affiliation Department of Mathematics and Statistics, Smith College, Northampton, Massachusetts, United States of America

Graham Casey Gibson

Roles Validation, Writing – review & editing

Affiliation Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst, Amherst, Massachusetts, United States of America

Evan Moore

Roles Validation, Visualization, Writing – review & editing

Affiliation Department of Biostatistics and Epidemiology, University of Massachusetts-Amherst, Amherst, Massachusetts, United States of America

Rebecca Silva

Roles Validation, Writing – review & editing

Affiliation Department of Mathematics and Statistics, Amherst College, Amherst, Massachusetts, United States of America

Matthew Biggerstaff

Roles Conceptualization, Writing – review & editing

Affiliation Influenza Division, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America

Michael A. Johansson

Roles Conceptualization, Writing – review & editing

Affiliation Division of Vector-Borne Diseases, Centers for Disease Control and Prevention, San Juan, Puerto Rico, United States of America

Roni Rosenfeld

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

Affiliation Machine Learning Department, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America

Jeffrey Shaman

Roles Conceptualization, Funding acquisition, Supervision, Writing – review & editing

Affiliation Department of Environmental Health Sciences, Columbia University, New York, New York, United States of America

Competing Interests

I have read the journal’s policy and the authors of this manuscript have the following competing interests: JS and Columbia University disclose partial ownership of SK Analytics.