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Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe
European governments use non-pharmaceutical interventions (NPIs) to control resurging waves of COVID-19. However, they only have outdated estimates for how effective individual NPIs were in the first wave. We estimate the effectiveness of 17 NPIs in Europe’s second wave from subnational case and dea...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8492703/ https://www.ncbi.nlm.nih.gov/pubmed/34611158 http://dx.doi.org/10.1038/s41467-021-26013-4 |
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author | Sharma, Mrinank Mindermann, Sören Rogers-Smith, Charlie Leech, Gavin Snodin, Benedict Ahuja, Janvi Sandbrink, Jonas B. Monrad, Joshua Teperowski Altman, George Dhaliwal, Gurpreet Finnveden, Lukas Norman, Alexander John Oehm, Sebastian B. Sandkühler, Julia Fabienne Aitchison, Laurence Gavenčiak, Tomáš Mellan, Thomas Kulveit, Jan Chindelevitch, Leonid Flaxman, Seth Gal, Yarin Mishra, Swapnil Bhatt, Samir Brauner, Jan Markus |
author_facet | Sharma, Mrinank Mindermann, Sören Rogers-Smith, Charlie Leech, Gavin Snodin, Benedict Ahuja, Janvi Sandbrink, Jonas B. Monrad, Joshua Teperowski Altman, George Dhaliwal, Gurpreet Finnveden, Lukas Norman, Alexander John Oehm, Sebastian B. Sandkühler, Julia Fabienne Aitchison, Laurence Gavenčiak, Tomáš Mellan, Thomas Kulveit, Jan Chindelevitch, Leonid Flaxman, Seth Gal, Yarin Mishra, Swapnil Bhatt, Samir Brauner, Jan Markus |
author_sort | Sharma, Mrinank |
collection | PubMed |
description | European governments use non-pharmaceutical interventions (NPIs) to control resurging waves of COVID-19. However, they only have outdated estimates for how effective individual NPIs were in the first wave. We estimate the effectiveness of 17 NPIs in Europe’s second wave from subnational case and death data by introducing a flexible hierarchical Bayesian transmission model and collecting the largest dataset of NPI implementation dates across Europe. Business closures, educational institution closures, and gathering bans reduced transmission, but reduced it less than they did in the first wave. This difference is likely due to organisational safety measures and individual protective behaviours—such as distancing—which made various areas of public life safer and thereby reduced the effect of closing them. Specifically, we find smaller effects for closing educational institutions, suggesting that stringent safety measures made schools safer compared to the first wave. Second-wave estimates outperform previous estimates at predicting transmission in Europe’s third wave. |
format | Online Article Text |
id | pubmed-8492703 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84927032021-10-07 Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe Sharma, Mrinank Mindermann, Sören Rogers-Smith, Charlie Leech, Gavin Snodin, Benedict Ahuja, Janvi Sandbrink, Jonas B. Monrad, Joshua Teperowski Altman, George Dhaliwal, Gurpreet Finnveden, Lukas Norman, Alexander John Oehm, Sebastian B. Sandkühler, Julia Fabienne Aitchison, Laurence Gavenčiak, Tomáš Mellan, Thomas Kulveit, Jan Chindelevitch, Leonid Flaxman, Seth Gal, Yarin Mishra, Swapnil Bhatt, Samir Brauner, Jan Markus Nat Commun Article European governments use non-pharmaceutical interventions (NPIs) to control resurging waves of COVID-19. However, they only have outdated estimates for how effective individual NPIs were in the first wave. We estimate the effectiveness of 17 NPIs in Europe’s second wave from subnational case and death data by introducing a flexible hierarchical Bayesian transmission model and collecting the largest dataset of NPI implementation dates across Europe. Business closures, educational institution closures, and gathering bans reduced transmission, but reduced it less than they did in the first wave. This difference is likely due to organisational safety measures and individual protective behaviours—such as distancing—which made various areas of public life safer and thereby reduced the effect of closing them. Specifically, we find smaller effects for closing educational institutions, suggesting that stringent safety measures made schools safer compared to the first wave. Second-wave estimates outperform previous estimates at predicting transmission in Europe’s third wave. Nature Publishing Group UK 2021-10-05 /pmc/articles/PMC8492703/ /pubmed/34611158 http://dx.doi.org/10.1038/s41467-021-26013-4 Text en © The Author(s) 2021, corrected publication 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Sharma, Mrinank Mindermann, Sören Rogers-Smith, Charlie Leech, Gavin Snodin, Benedict Ahuja, Janvi Sandbrink, Jonas B. Monrad, Joshua Teperowski Altman, George Dhaliwal, Gurpreet Finnveden, Lukas Norman, Alexander John Oehm, Sebastian B. Sandkühler, Julia Fabienne Aitchison, Laurence Gavenčiak, Tomáš Mellan, Thomas Kulveit, Jan Chindelevitch, Leonid Flaxman, Seth Gal, Yarin Mishra, Swapnil Bhatt, Samir Brauner, Jan Markus Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe |
title | Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe |
title_full | Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe |
title_fullStr | Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe |
title_full_unstemmed | Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe |
title_short | Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe |
title_sort | understanding the effectiveness of government interventions against the resurgence of covid-19 in europe |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8492703/ https://www.ncbi.nlm.nih.gov/pubmed/34611158 http://dx.doi.org/10.1038/s41467-021-26013-4 |
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