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Digitalization impacts the COVID-19 pandemic and the stringency of government measures
COVID-19 poses a significant burden to populations worldwide. Although the pandemic has accelerated digital transformation, little is known about the influence of digitalization on pandemic developments. Therefore, this country-level study aims to explore the impact of pre-pandemic digital adoption...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9749635/ https://www.ncbi.nlm.nih.gov/pubmed/36517489 http://dx.doi.org/10.1038/s41598-022-24726-0 |
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author | Heinrichs, Helen Mueller, Florian Rohfleisch, Lucia Schulz, Volkmar Talbot, Steven R. Kiessling, Fabian |
author_facet | Heinrichs, Helen Mueller, Florian Rohfleisch, Lucia Schulz, Volkmar Talbot, Steven R. Kiessling, Fabian |
author_sort | Heinrichs, Helen |
collection | PubMed |
description | COVID-19 poses a significant burden to populations worldwide. Although the pandemic has accelerated digital transformation, little is known about the influence of digitalization on pandemic developments. Therefore, this country-level study aims to explore the impact of pre-pandemic digital adoption on COVID-19 outcomes and government measures. Using the Digital Adoption Index (DAI), we examined the association between countries' digital preparedness levels and COVID-19 cases, deaths, and stringency indices (SI) of government measures until March 2021. Gradient Tree Boosting based algorithm pinpointed essential features related to COVID-19 trends, such as digital adoption, populations' smoker fraction, age, and poverty. Subsequently, regression analyses indicated that higher DAI was associated with significant declines in new cases (β = − 362.25/pm; p < 0.001) and attributed deaths (β = − 5.53/pm; p < 0.001) months after the peak. When plotting DAI against the SI normalized for the starting day, countries with higher DAI adopted slightly more stringent government measures (β = 4.86; p < 0.01). Finally, a scoping review identified 70 publications providing valuable arguments for our findings. Countries with higher DAI before the pandemic show a positive trend in handling the pandemic and facilitate the implementation of more decisive governmental measures. Further distribution of digital adoption may have the potential to attenuate the impact of COVID-19 cases and deaths. |
format | Online Article Text |
id | pubmed-9749635 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-97496352022-12-14 Digitalization impacts the COVID-19 pandemic and the stringency of government measures Heinrichs, Helen Mueller, Florian Rohfleisch, Lucia Schulz, Volkmar Talbot, Steven R. Kiessling, Fabian Sci Rep Article COVID-19 poses a significant burden to populations worldwide. Although the pandemic has accelerated digital transformation, little is known about the influence of digitalization on pandemic developments. Therefore, this country-level study aims to explore the impact of pre-pandemic digital adoption on COVID-19 outcomes and government measures. Using the Digital Adoption Index (DAI), we examined the association between countries' digital preparedness levels and COVID-19 cases, deaths, and stringency indices (SI) of government measures until March 2021. Gradient Tree Boosting based algorithm pinpointed essential features related to COVID-19 trends, such as digital adoption, populations' smoker fraction, age, and poverty. Subsequently, regression analyses indicated that higher DAI was associated with significant declines in new cases (β = − 362.25/pm; p < 0.001) and attributed deaths (β = − 5.53/pm; p < 0.001) months after the peak. When plotting DAI against the SI normalized for the starting day, countries with higher DAI adopted slightly more stringent government measures (β = 4.86; p < 0.01). Finally, a scoping review identified 70 publications providing valuable arguments for our findings. Countries with higher DAI before the pandemic show a positive trend in handling the pandemic and facilitate the implementation of more decisive governmental measures. Further distribution of digital adoption may have the potential to attenuate the impact of COVID-19 cases and deaths. Nature Publishing Group UK 2022-12-14 /pmc/articles/PMC9749635/ /pubmed/36517489 http://dx.doi.org/10.1038/s41598-022-24726-0 Text en © The Author(s) 2022 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Heinrichs, Helen Mueller, Florian Rohfleisch, Lucia Schulz, Volkmar Talbot, Steven R. Kiessling, Fabian Digitalization impacts the COVID-19 pandemic and the stringency of government measures |
title | Digitalization impacts the COVID-19 pandemic and the stringency of government measures |
title_full | Digitalization impacts the COVID-19 pandemic and the stringency of government measures |
title_fullStr | Digitalization impacts the COVID-19 pandemic and the stringency of government measures |
title_full_unstemmed | Digitalization impacts the COVID-19 pandemic and the stringency of government measures |
title_short | Digitalization impacts the COVID-19 pandemic and the stringency of government measures |
title_sort | digitalization impacts the covid-19 pandemic and the stringency of government measures |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9749635/ https://www.ncbi.nlm.nih.gov/pubmed/36517489 http://dx.doi.org/10.1038/s41598-022-24726-0 |
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