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The reproduction number of COVID-19 and its correlation with public health interventions
by
Linka, Kevin
, Kuhl, Ellen
, Peirlinck, Mathias
in
Classical and Continuum Physics
/ Computational Science and Engineering
/ Engineering
/ Epidemics
/ Epidemiology
/ Machine learning
/ Original Paper
/ Theoretical and Applied Mechanics
/ World health
2020
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The reproduction number of COVID-19 and its correlation with public health interventions
by
Linka, Kevin
, Kuhl, Ellen
, Peirlinck, Mathias
in
Classical and Continuum Physics
/ Computational Science and Engineering
/ Engineering
/ Epidemics
/ Epidemiology
/ Machine learning
/ Original Paper
/ Theoretical and Applied Mechanics
/ World health
2020
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Do you wish to request the book?
The reproduction number of COVID-19 and its correlation with public health interventions
by
Linka, Kevin
, Kuhl, Ellen
, Peirlinck, Mathias
in
Classical and Continuum Physics
/ Computational Science and Engineering
/ Engineering
/ Epidemics
/ Epidemiology
/ Machine learning
/ Original Paper
/ Theoretical and Applied Mechanics
/ World health
2020
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The reproduction number of COVID-19 and its correlation with public health interventions
Journal Article
The reproduction number of COVID-19 and its correlation with public health interventions
2020
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Overview
Throughout the past six months, no number has dominated the public media more persistently than the reproduction number of COVID-19. This powerful but simple concept is widely used by the public media, scientists, and political decision makers to explain and justify political strategies to control the COVID-19 pandemic. Here we explore the effectiveness of political interventions using the reproduction number of COVID-19 across Europe. We propose a dynamic SEIR epidemiology model with a time-varying reproduction number, which we identify using machine learning. During the early outbreak, the basic reproduction number was 4.22 ± 1.69, with maximum values of 6.33 and 5.88 in Germany and the Netherlands. By May 10, 2020, it dropped to 0.67 ± 0.18, with minimum values of 0.37 and 0.28 in Hungary and Slovakia. We found a strong correlation between passenger air travel, driving, walking, and transit mobility and the effective reproduction number with a time delay of 17.24 ± 2.00 days. Our new dynamic SEIR model provides the flexibility to simulate various outbreak control and exit strategies to inform political decision making and identify safe solutions in the benefit of global health.
Publisher
Springer Berlin Heidelberg,Springer
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