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An agent-based model of social care provision during the early stages of Covid-19
Social care is a frequent topic in UK policy debates, with widespread concern that the country will be unable to face the challenges posed by the increase in demand for social care. While this is a societal problem whose dynamics depends on long-term trends, such as the increase of human lifespans a...
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/PMC9528879/ https://www.ncbi.nlm.nih.gov/pubmed/36192471 http://dx.doi.org/10.1038/s41598-022-20846-9 |
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author | Gostoli, Umberto Silverman, Eric |
author_facet | Gostoli, Umberto Silverman, Eric |
author_sort | Gostoli, Umberto |
collection | PubMed |
description | Social care is a frequent topic in UK policy debates, with widespread concern that the country will be unable to face the challenges posed by the increase in demand for social care. While this is a societal problem whose dynamics depends on long-term trends, such as the increase of human lifespans and the drop of birth-rates, a short-term crisis, such as a pandemic, can affect the need and supply of social care to a considerable, although temporary, extent. Building on previous modelling effort of social care provision, we present an agent-based computational model to investigate social care provision in the context of a pandemic (using as an example, the early stages of the Covid-19 pandemic), and related mitigation policies, on social care demand and supply, using a proof-of-concept agent-based model (ABM). We show how policy solutions aimed at controlling the pandemic may have substantial effects on the level of unmet social care need and propose that such models may help policymakers to compare alternative containment policies, taking into account their side effects on the social care provision process. |
format | Online Article Text |
id | pubmed-9528879 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-95288792022-10-04 An agent-based model of social care provision during the early stages of Covid-19 Gostoli, Umberto Silverman, Eric Sci Rep Article Social care is a frequent topic in UK policy debates, with widespread concern that the country will be unable to face the challenges posed by the increase in demand for social care. While this is a societal problem whose dynamics depends on long-term trends, such as the increase of human lifespans and the drop of birth-rates, a short-term crisis, such as a pandemic, can affect the need and supply of social care to a considerable, although temporary, extent. Building on previous modelling effort of social care provision, we present an agent-based computational model to investigate social care provision in the context of a pandemic (using as an example, the early stages of the Covid-19 pandemic), and related mitigation policies, on social care demand and supply, using a proof-of-concept agent-based model (ABM). We show how policy solutions aimed at controlling the pandemic may have substantial effects on the level of unmet social care need and propose that such models may help policymakers to compare alternative containment policies, taking into account their side effects on the social care provision process. Nature Publishing Group UK 2022-10-03 /pmc/articles/PMC9528879/ /pubmed/36192471 http://dx.doi.org/10.1038/s41598-022-20846-9 Text en © The Author(s) 2022 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 | Article Gostoli, Umberto Silverman, Eric An agent-based model of social care provision during the early stages of Covid-19 |
title | An agent-based model of social care provision during the early stages of Covid-19 |
title_full | An agent-based model of social care provision during the early stages of Covid-19 |
title_fullStr | An agent-based model of social care provision during the early stages of Covid-19 |
title_full_unstemmed | An agent-based model of social care provision during the early stages of Covid-19 |
title_short | An agent-based model of social care provision during the early stages of Covid-19 |
title_sort | agent-based model of social care provision during the early stages of covid-19 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9528879/ https://www.ncbi.nlm.nih.gov/pubmed/36192471 http://dx.doi.org/10.1038/s41598-022-20846-9 |
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