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On the heterogeneous spread of COVID-19 in Chile

Non-pharmaceutical interventions (NPIs) have played a crucial role in controlling the spread of COVID-19. Nevertheless, NPI efficacy varies enormously between and within countries, mainly because of population and behavioral heterogeneity. In this work, we adapted a multi-group SEIRA model to study...

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Autores principales: Freire-Flores, Danton, Llanovarced-Kawles, Nyna, Sanchez-Daza, Anamaria, Olivera-Nappa, Álvaro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Ltd. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8196305/
https://www.ncbi.nlm.nih.gov/pubmed/34149204
http://dx.doi.org/10.1016/j.chaos.2021.111156
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author Freire-Flores, Danton
Llanovarced-Kawles, Nyna
Sanchez-Daza, Anamaria
Olivera-Nappa, Álvaro
author_facet Freire-Flores, Danton
Llanovarced-Kawles, Nyna
Sanchez-Daza, Anamaria
Olivera-Nappa, Álvaro
author_sort Freire-Flores, Danton
collection PubMed
description Non-pharmaceutical interventions (NPIs) have played a crucial role in controlling the spread of COVID-19. Nevertheless, NPI efficacy varies enormously between and within countries, mainly because of population and behavioral heterogeneity. In this work, we adapted a multi-group SEIRA model to study the spreading dynamics of COVID-19 in Chile, representing geographically separated regions of the country by different groups. We use national mobilization statistics to estimate the connectivity between regions and data from governmental repositories to obtain COVID-19 spreading and death rates in each region. We then assessed the effectiveness of different NPIs by studying the temporal evolution of the reproduction number [Formula: see text]. Analysing data-driven and model-based estimates of [Formula: see text] , we found a strong coupling of different regions, highlighting the necessity of organized and coordinated actions to control the spread of SARS-CoV-2. Finally, we evaluated different scenarios to forecast the evolution of COVID-19 in the most densely populated regions, finding that the early lifting of restriction probably will lead to novel outbreaks.
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spelling pubmed-81963052021-06-15 On the heterogeneous spread of COVID-19 in Chile Freire-Flores, Danton Llanovarced-Kawles, Nyna Sanchez-Daza, Anamaria Olivera-Nappa, Álvaro Chaos Solitons Fractals Article Non-pharmaceutical interventions (NPIs) have played a crucial role in controlling the spread of COVID-19. Nevertheless, NPI efficacy varies enormously between and within countries, mainly because of population and behavioral heterogeneity. In this work, we adapted a multi-group SEIRA model to study the spreading dynamics of COVID-19 in Chile, representing geographically separated regions of the country by different groups. We use national mobilization statistics to estimate the connectivity between regions and data from governmental repositories to obtain COVID-19 spreading and death rates in each region. We then assessed the effectiveness of different NPIs by studying the temporal evolution of the reproduction number [Formula: see text]. Analysing data-driven and model-based estimates of [Formula: see text] , we found a strong coupling of different regions, highlighting the necessity of organized and coordinated actions to control the spread of SARS-CoV-2. Finally, we evaluated different scenarios to forecast the evolution of COVID-19 in the most densely populated regions, finding that the early lifting of restriction probably will lead to novel outbreaks. Elsevier Ltd. 2021-09 2021-06-12 /pmc/articles/PMC8196305/ /pubmed/34149204 http://dx.doi.org/10.1016/j.chaos.2021.111156 Text en © 2021 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Article
Freire-Flores, Danton
Llanovarced-Kawles, Nyna
Sanchez-Daza, Anamaria
Olivera-Nappa, Álvaro
On the heterogeneous spread of COVID-19 in Chile
title On the heterogeneous spread of COVID-19 in Chile
title_full On the heterogeneous spread of COVID-19 in Chile
title_fullStr On the heterogeneous spread of COVID-19 in Chile
title_full_unstemmed On the heterogeneous spread of COVID-19 in Chile
title_short On the heterogeneous spread of COVID-19 in Chile
title_sort on the heterogeneous spread of covid-19 in chile
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8196305/
https://www.ncbi.nlm.nih.gov/pubmed/34149204
http://dx.doi.org/10.1016/j.chaos.2021.111156
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