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The Timing and Nature of Behavioural Responses Affect the Course of an Epidemic

During an epidemic, the interplay of disease and opinion dynamics can lead to outcomes that are different from those predicted based on disease dynamics alone. Opinions and the behaviours they elicit are complex, so modelling them requires a measure of abstraction and simplification. Here, we develo...

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Autores principales: Tyson, Rebecca C., Hamilton, Stephanie D., Lo, Aboubakr S., Baumgaertner, Bert O., Krone, Stephen M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7223272/
https://www.ncbi.nlm.nih.gov/pubmed/31932981
http://dx.doi.org/10.1007/s11538-019-00684-z
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author Tyson, Rebecca C.
Hamilton, Stephanie D.
Lo, Aboubakr S.
Baumgaertner, Bert O.
Krone, Stephen M.
author_facet Tyson, Rebecca C.
Hamilton, Stephanie D.
Lo, Aboubakr S.
Baumgaertner, Bert O.
Krone, Stephen M.
author_sort Tyson, Rebecca C.
collection PubMed
description During an epidemic, the interplay of disease and opinion dynamics can lead to outcomes that are different from those predicted based on disease dynamics alone. Opinions and the behaviours they elicit are complex, so modelling them requires a measure of abstraction and simplification. Here, we develop a differential equation model that couples SIR-type disease dynamics with opinion dynamics. We assume a spectrum of opinions that change based on current levels of infection as well as interactions that to some extent amplify the opinions of like-minded individuals. Susceptibility to infection is based on the level of prophylaxis (disease avoidance) that an opinion engenders. In this setting, we observe how the severity of an epidemic is influenced by the distribution of opinions at disease introduction, the relative rates of opinion and disease dynamics, and the amount of opinion amplification. Some insight is gained by considering how the effective reproduction number is influenced by the combination of opinion and disease dynamics.
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spelling pubmed-72232722020-05-15 The Timing and Nature of Behavioural Responses Affect the Course of an Epidemic Tyson, Rebecca C. Hamilton, Stephanie D. Lo, Aboubakr S. Baumgaertner, Bert O. Krone, Stephen M. Bull Math Biol Original Article During an epidemic, the interplay of disease and opinion dynamics can lead to outcomes that are different from those predicted based on disease dynamics alone. Opinions and the behaviours they elicit are complex, so modelling them requires a measure of abstraction and simplification. Here, we develop a differential equation model that couples SIR-type disease dynamics with opinion dynamics. We assume a spectrum of opinions that change based on current levels of infection as well as interactions that to some extent amplify the opinions of like-minded individuals. Susceptibility to infection is based on the level of prophylaxis (disease avoidance) that an opinion engenders. In this setting, we observe how the severity of an epidemic is influenced by the distribution of opinions at disease introduction, the relative rates of opinion and disease dynamics, and the amount of opinion amplification. Some insight is gained by considering how the effective reproduction number is influenced by the combination of opinion and disease dynamics. Springer US 2020-01-14 2020 /pmc/articles/PMC7223272/ /pubmed/31932981 http://dx.doi.org/10.1007/s11538-019-00684-z Text en © Society for Mathematical Biology 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Article
Tyson, Rebecca C.
Hamilton, Stephanie D.
Lo, Aboubakr S.
Baumgaertner, Bert O.
Krone, Stephen M.
The Timing and Nature of Behavioural Responses Affect the Course of an Epidemic
title The Timing and Nature of Behavioural Responses Affect the Course of an Epidemic
title_full The Timing and Nature of Behavioural Responses Affect the Course of an Epidemic
title_fullStr The Timing and Nature of Behavioural Responses Affect the Course of an Epidemic
title_full_unstemmed The Timing and Nature of Behavioural Responses Affect the Course of an Epidemic
title_short The Timing and Nature of Behavioural Responses Affect the Course of an Epidemic
title_sort timing and nature of behavioural responses affect the course of an epidemic
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7223272/
https://www.ncbi.nlm.nih.gov/pubmed/31932981
http://dx.doi.org/10.1007/s11538-019-00684-z
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