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Accounting for farmers’ control decisions in a model of pathogen spread through animal trade
Accounting for individual decisions in mechanistic epidemiological models remains a challenge, especially for unregulated endemic animal diseases for which control is not compulsory. We propose a new integrative model by combining two sub-models. The first one for the dynamics of a livestock epidemi...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8100180/ https://www.ncbi.nlm.nih.gov/pubmed/33953245 http://dx.doi.org/10.1038/s41598-021-88471-6 |
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author | Cristancho Fajardo, Lina Ezanno, Pauline Vergu, Elisabeta |
author_facet | Cristancho Fajardo, Lina Ezanno, Pauline Vergu, Elisabeta |
author_sort | Cristancho Fajardo, Lina |
collection | PubMed |
description | Accounting for individual decisions in mechanistic epidemiological models remains a challenge, especially for unregulated endemic animal diseases for which control is not compulsory. We propose a new integrative model by combining two sub-models. The first one for the dynamics of a livestock epidemic on a metapopulation network, grounded on demographic and animal trade data. The second one for farmers’ behavior regarding the adoption of a control measure against the disease spread in their herd. The measure is specified as a protective vaccine with given economic implications, and the model is numerically studied through intensive simulations and sensitivity analyses. While each tested parameter of the model has an impact on the overall model behavior, the most important factor in farmers’ decisions is their frequency, as this factor explained almost 30% of the variation in decision-related outputs of the model. Indeed, updating frequently local health information impacts positively vaccination, and limits strongly the propagation of the pathogen. Our study is relevant for the understanding of the interplay between decision-related human behavior and livestock epidemic dynamics. The model can be used for other structures of epidemic models or different interventions, by adapting its components. |
format | Online Article Text |
id | pubmed-8100180 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-81001802021-05-07 Accounting for farmers’ control decisions in a model of pathogen spread through animal trade Cristancho Fajardo, Lina Ezanno, Pauline Vergu, Elisabeta Sci Rep Article Accounting for individual decisions in mechanistic epidemiological models remains a challenge, especially for unregulated endemic animal diseases for which control is not compulsory. We propose a new integrative model by combining two sub-models. The first one for the dynamics of a livestock epidemic on a metapopulation network, grounded on demographic and animal trade data. The second one for farmers’ behavior regarding the adoption of a control measure against the disease spread in their herd. The measure is specified as a protective vaccine with given economic implications, and the model is numerically studied through intensive simulations and sensitivity analyses. While each tested parameter of the model has an impact on the overall model behavior, the most important factor in farmers’ decisions is their frequency, as this factor explained almost 30% of the variation in decision-related outputs of the model. Indeed, updating frequently local health information impacts positively vaccination, and limits strongly the propagation of the pathogen. Our study is relevant for the understanding of the interplay between decision-related human behavior and livestock epidemic dynamics. The model can be used for other structures of epidemic models or different interventions, by adapting its components. Nature Publishing Group UK 2021-05-05 /pmc/articles/PMC8100180/ /pubmed/33953245 http://dx.doi.org/10.1038/s41598-021-88471-6 Text en © The Author(s) 2021, corrected publication 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 | Article Cristancho Fajardo, Lina Ezanno, Pauline Vergu, Elisabeta Accounting for farmers’ control decisions in a model of pathogen spread through animal trade |
title | Accounting for farmers’ control decisions in a model of pathogen spread through animal trade |
title_full | Accounting for farmers’ control decisions in a model of pathogen spread through animal trade |
title_fullStr | Accounting for farmers’ control decisions in a model of pathogen spread through animal trade |
title_full_unstemmed | Accounting for farmers’ control decisions in a model of pathogen spread through animal trade |
title_short | Accounting for farmers’ control decisions in a model of pathogen spread through animal trade |
title_sort | accounting for farmers’ control decisions in a model of pathogen spread through animal trade |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8100180/ https://www.ncbi.nlm.nih.gov/pubmed/33953245 http://dx.doi.org/10.1038/s41598-021-88471-6 |
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