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Social Restrictions versus Testing Campaigns in the COVID-19 Crisis: A Predictive Model Based on the Spanish Case
The global COVID-19 spread has forced countries to implement non-pharmacological interventions (NPI) (i.e., mobility restrictions and testing campaigns) to preserve health systems. Spain is one of the most severely impacted countries, both clinically and economically. In an effort to support policy...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8157049/ https://www.ncbi.nlm.nih.gov/pubmed/34063465 http://dx.doi.org/10.3390/v13050917 |
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author | Candel, Francisco Javier Viayna, Elisabet Callejo, Daniel Ramos, Raul San-Roman-Montero, Jesús Barreiro, Pablo Carretero, María del Mar Kolipiński, Adam Canora, Jesus Zapatero, Antonio Runken, Michael Chris |
author_facet | Candel, Francisco Javier Viayna, Elisabet Callejo, Daniel Ramos, Raul San-Roman-Montero, Jesús Barreiro, Pablo Carretero, María del Mar Kolipiński, Adam Canora, Jesus Zapatero, Antonio Runken, Michael Chris |
author_sort | Candel, Francisco Javier |
collection | PubMed |
description | The global COVID-19 spread has forced countries to implement non-pharmacological interventions (NPI) (i.e., mobility restrictions and testing campaigns) to preserve health systems. Spain is one of the most severely impacted countries, both clinically and economically. In an effort to support policy decision-making, we aimed to assess the impacts of different NPI on COVID-19 epidemiology, healthcare costs and Gross Domestic Product (GDP). A modified Susceptible-Exposed-Infectious-Removed epidemiological model was created to simulate the pandemic evolution. Its output was used to populate an economic model to quantify healthcare costs and GDP variation through a regression model which correlates NPI and GDP change from 42 countries. Thirteen scenarios combining different NPI were consecutively simulated in the epidemiological and economic models. Both increased testing and stringency could reduce cases, hospitalizations and deaths. While policies based on increased testing rates lead to higher healthcare costs, increased stringency is correlated with greater GDP declines, with differences of up to 4.4% points. Increased test sensitivity may lead to a reduction of cases, hospitalizations and deaths and to the implementation of pooling techniques that can increase throughput testing capacity. Alternative strategies to control COVID-19 spread entail differing economic outcomes. Decision-makers may utilize this tool to identify the most suitable strategy considering epidemiological and economic outcomes. |
format | Online Article Text |
id | pubmed-8157049 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-81570492021-05-28 Social Restrictions versus Testing Campaigns in the COVID-19 Crisis: A Predictive Model Based on the Spanish Case Candel, Francisco Javier Viayna, Elisabet Callejo, Daniel Ramos, Raul San-Roman-Montero, Jesús Barreiro, Pablo Carretero, María del Mar Kolipiński, Adam Canora, Jesus Zapatero, Antonio Runken, Michael Chris Viruses Article The global COVID-19 spread has forced countries to implement non-pharmacological interventions (NPI) (i.e., mobility restrictions and testing campaigns) to preserve health systems. Spain is one of the most severely impacted countries, both clinically and economically. In an effort to support policy decision-making, we aimed to assess the impacts of different NPI on COVID-19 epidemiology, healthcare costs and Gross Domestic Product (GDP). A modified Susceptible-Exposed-Infectious-Removed epidemiological model was created to simulate the pandemic evolution. Its output was used to populate an economic model to quantify healthcare costs and GDP variation through a regression model which correlates NPI and GDP change from 42 countries. Thirteen scenarios combining different NPI were consecutively simulated in the epidemiological and economic models. Both increased testing and stringency could reduce cases, hospitalizations and deaths. While policies based on increased testing rates lead to higher healthcare costs, increased stringency is correlated with greater GDP declines, with differences of up to 4.4% points. Increased test sensitivity may lead to a reduction of cases, hospitalizations and deaths and to the implementation of pooling techniques that can increase throughput testing capacity. Alternative strategies to control COVID-19 spread entail differing economic outcomes. Decision-makers may utilize this tool to identify the most suitable strategy considering epidemiological and economic outcomes. MDPI 2021-05-15 /pmc/articles/PMC8157049/ /pubmed/34063465 http://dx.doi.org/10.3390/v13050917 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Candel, Francisco Javier Viayna, Elisabet Callejo, Daniel Ramos, Raul San-Roman-Montero, Jesús Barreiro, Pablo Carretero, María del Mar Kolipiński, Adam Canora, Jesus Zapatero, Antonio Runken, Michael Chris Social Restrictions versus Testing Campaigns in the COVID-19 Crisis: A Predictive Model Based on the Spanish Case |
title | Social Restrictions versus Testing Campaigns in the COVID-19 Crisis: A Predictive Model Based on the Spanish Case |
title_full | Social Restrictions versus Testing Campaigns in the COVID-19 Crisis: A Predictive Model Based on the Spanish Case |
title_fullStr | Social Restrictions versus Testing Campaigns in the COVID-19 Crisis: A Predictive Model Based on the Spanish Case |
title_full_unstemmed | Social Restrictions versus Testing Campaigns in the COVID-19 Crisis: A Predictive Model Based on the Spanish Case |
title_short | Social Restrictions versus Testing Campaigns in the COVID-19 Crisis: A Predictive Model Based on the Spanish Case |
title_sort | social restrictions versus testing campaigns in the covid-19 crisis: a predictive model based on the spanish case |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8157049/ https://www.ncbi.nlm.nih.gov/pubmed/34063465 http://dx.doi.org/10.3390/v13050917 |
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