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Optimal non-pharmaceutical pandemic response strategies depend critically on time horizons and costs
The COVID-19 pandemic has called for swift action from local governments, which have instated non-pharmaceutical interventions (NPIs) to curb the spread of the disease. The swift implementation of social distancing policies has raised questions about the costs and benefits of strategies that either...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9912209/ https://www.ncbi.nlm.nih.gov/pubmed/36765151 http://dx.doi.org/10.1038/s41598-023-28936-y |
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author | Nowak, Sarah A. Nascimento de Lima, Pedro Vardavas, Raffaele |
author_facet | Nowak, Sarah A. Nascimento de Lima, Pedro Vardavas, Raffaele |
author_sort | Nowak, Sarah A. |
collection | PubMed |
description | The COVID-19 pandemic has called for swift action from local governments, which have instated non-pharmaceutical interventions (NPIs) to curb the spread of the disease. The swift implementation of social distancing policies has raised questions about the costs and benefits of strategies that either aim to keep cases as low as possible (suppression) or aim to reach herd immunity quickly (mitigation) to tackle the COVID-19 pandemic. While curbing COVID-19 required blunt instruments, it is unclear whether a less-transmissible and less-deadly emerging pathogen would justify the same response. This paper illuminates this question using a parsimonious transmission model by formulating the social distancing lives vs. livelihoods dilemma as a boundary value problem using calculus of variations. In this setup, society balances the costs and benefits of social distancing contingent on the costs of reducing transmission relative to the burden imposed by the disease. We consider both single-objective and multi-objective formulations of the problem. To the best of our knowledge, our approach is distinct in the sense that strategies emerge from the problem structure rather than being imposed a priori. We find that the relative time-horizon of the pandemic (i.e., the time it takes to develop effective vaccines and treatments) and the relative cost of social distancing influence the choice of the optimal policy. Unsurprisingly, we find that the appropriate policy response depends on these two factors. We discuss the conditions under which each policy archetype (suppression vs. mitigation) appears to be the most appropriate. |
format | Online Article Text |
id | pubmed-9912209 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-99122092023-02-10 Optimal non-pharmaceutical pandemic response strategies depend critically on time horizons and costs Nowak, Sarah A. Nascimento de Lima, Pedro Vardavas, Raffaele Sci Rep Article The COVID-19 pandemic has called for swift action from local governments, which have instated non-pharmaceutical interventions (NPIs) to curb the spread of the disease. The swift implementation of social distancing policies has raised questions about the costs and benefits of strategies that either aim to keep cases as low as possible (suppression) or aim to reach herd immunity quickly (mitigation) to tackle the COVID-19 pandemic. While curbing COVID-19 required blunt instruments, it is unclear whether a less-transmissible and less-deadly emerging pathogen would justify the same response. This paper illuminates this question using a parsimonious transmission model by formulating the social distancing lives vs. livelihoods dilemma as a boundary value problem using calculus of variations. In this setup, society balances the costs and benefits of social distancing contingent on the costs of reducing transmission relative to the burden imposed by the disease. We consider both single-objective and multi-objective formulations of the problem. To the best of our knowledge, our approach is distinct in the sense that strategies emerge from the problem structure rather than being imposed a priori. We find that the relative time-horizon of the pandemic (i.e., the time it takes to develop effective vaccines and treatments) and the relative cost of social distancing influence the choice of the optimal policy. Unsurprisingly, we find that the appropriate policy response depends on these two factors. We discuss the conditions under which each policy archetype (suppression vs. mitigation) appears to be the most appropriate. Nature Publishing Group UK 2023-02-10 /pmc/articles/PMC9912209/ /pubmed/36765151 http://dx.doi.org/10.1038/s41598-023-28936-y Text en © The Author(s) 2023 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 Nowak, Sarah A. Nascimento de Lima, Pedro Vardavas, Raffaele Optimal non-pharmaceutical pandemic response strategies depend critically on time horizons and costs |
title | Optimal non-pharmaceutical pandemic response strategies depend critically on time horizons and costs |
title_full | Optimal non-pharmaceutical pandemic response strategies depend critically on time horizons and costs |
title_fullStr | Optimal non-pharmaceutical pandemic response strategies depend critically on time horizons and costs |
title_full_unstemmed | Optimal non-pharmaceutical pandemic response strategies depend critically on time horizons and costs |
title_short | Optimal non-pharmaceutical pandemic response strategies depend critically on time horizons and costs |
title_sort | optimal non-pharmaceutical pandemic response strategies depend critically on time horizons and costs |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9912209/ https://www.ncbi.nlm.nih.gov/pubmed/36765151 http://dx.doi.org/10.1038/s41598-023-28936-y |
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