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Epidemiological models and COVID-19: a comparative view

Epidemiological models have played a central role in the COVID-19 pandemic, particularly when urgent decisions were required and available evidence was sparse. They have been used to predict the evolution of the disease and to inform policy-making. In this paper, we address two kinds of epidemiologi...

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Autores principales: Iranzo, Valeriano, Pérez-González, Saúl
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8386152/
https://www.ncbi.nlm.nih.gov/pubmed/34432152
http://dx.doi.org/10.1007/s40656-021-00457-9
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author Iranzo, Valeriano
Pérez-González, Saúl
author_facet Iranzo, Valeriano
Pérez-González, Saúl
author_sort Iranzo, Valeriano
collection PubMed
description Epidemiological models have played a central role in the COVID-19 pandemic, particularly when urgent decisions were required and available evidence was sparse. They have been used to predict the evolution of the disease and to inform policy-making. In this paper, we address two kinds of epidemiological models widely used in the pandemic, namely, compartmental models and agent-based models. After describing their essentials—some real examples are invoked—we discuss their main strengths and weaknesses. Then, on the basis of this analysis, we make a comparison between their respective merits concerning three different goals: prediction, explanation, and intervention. We argue that there are general considerations which could favour any of those sorts of models for obtaining the aforementioned goals. We conclude, however, that preference for particular models must be grounded case-by-case since additional contextual factors, as the peculiarities of the target population and the aims and expectations of policy-makers, cannot be overlooked.
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spelling pubmed-83861522021-08-25 Epidemiological models and COVID-19: a comparative view Iranzo, Valeriano Pérez-González, Saúl Hist Philos Life Sci Original Paper Epidemiological models have played a central role in the COVID-19 pandemic, particularly when urgent decisions were required and available evidence was sparse. They have been used to predict the evolution of the disease and to inform policy-making. In this paper, we address two kinds of epidemiological models widely used in the pandemic, namely, compartmental models and agent-based models. After describing their essentials—some real examples are invoked—we discuss their main strengths and weaknesses. Then, on the basis of this analysis, we make a comparison between their respective merits concerning three different goals: prediction, explanation, and intervention. We argue that there are general considerations which could favour any of those sorts of models for obtaining the aforementioned goals. We conclude, however, that preference for particular models must be grounded case-by-case since additional contextual factors, as the peculiarities of the target population and the aims and expectations of policy-makers, cannot be overlooked. Springer International Publishing 2021-08-25 2021 /pmc/articles/PMC8386152/ /pubmed/34432152 http://dx.doi.org/10.1007/s40656-021-00457-9 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 Original Paper
Iranzo, Valeriano
Pérez-González, Saúl
Epidemiological models and COVID-19: a comparative view
title Epidemiological models and COVID-19: a comparative view
title_full Epidemiological models and COVID-19: a comparative view
title_fullStr Epidemiological models and COVID-19: a comparative view
title_full_unstemmed Epidemiological models and COVID-19: a comparative view
title_short Epidemiological models and COVID-19: a comparative view
title_sort epidemiological models and covid-19: a comparative view
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8386152/
https://www.ncbi.nlm.nih.gov/pubmed/34432152
http://dx.doi.org/10.1007/s40656-021-00457-9
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