Published in
American Association for the Advancement of Science, Science Advances, 10(7), 2021
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An early warning approach to monitor COVID-19 activity with multiple digital traces in near real time
Journal article published in 2021 by
Nicole E. Kogan 
,
Leonardo Clemente ,
Parker Liautaud ,
Justin Kaashoek ,
Nicholas B. Link ,
Andre T. Nguyen ,
Fred S. Lu ,
Peter Huybers ,
Bernd Resch ,
Clemens Havas ,
Andreas Petutschnig ,
Jessica Davis ,
Matteo Chinazzi ,
Backtosch Mustafa,
William P. Hanage
and other authors.
,
Leonardo Clemente ,
Parker Liautaud ,
Justin Kaashoek ,
Nicholas B. Link ,
Andre T. Nguyen ,
Fred S. Lu ,
Peter Huybers ,
Bernd Resch ,
Clemens Havas ,
Andreas Petutschnig ,
Jessica Davis ,
Matteo Chinazzi ,
Backtosch Mustafa,
William P. Hanage
and other authors.
This paper is made freely available by the publisher.
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Abstract
Multiple digital data streams forecast COVID-19 activity weeks before traditional epidemiological surveillance.