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How disease risk awareness modulates transmission: coupling infectious disease models with behavioural dynamics

Epidemiological models often assume that individuals do not change their behaviour or that those aspects are implicitly incorporated in parameters in the models. Typically, these assumptions are included in the contact rate between infectious and susceptible individuals. However, adaptive behaviours...

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Autores principales: Cascante-Vega, Jaime, Torres-Florez, Samuel, Cordovez, Juan, Santos-Vega, Mauricio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8753147/
https://www.ncbi.nlm.nih.gov/pubmed/35035985
http://dx.doi.org/10.1098/rsos.210803
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author Cascante-Vega, Jaime
Torres-Florez, Samuel
Cordovez, Juan
Santos-Vega, Mauricio
author_facet Cascante-Vega, Jaime
Torres-Florez, Samuel
Cordovez, Juan
Santos-Vega, Mauricio
author_sort Cascante-Vega, Jaime
collection PubMed
description Epidemiological models often assume that individuals do not change their behaviour or that those aspects are implicitly incorporated in parameters in the models. Typically, these assumptions are included in the contact rate between infectious and susceptible individuals. However, adaptive behaviours are expected to emerge and play an important role in the transmission dynamics across populations. Here, we propose a theoretical framework to couple transmission dynamics with behavioural dynamics due to infection awareness. We modelled the dynamics of social behaviour using a game theory framework, which is then coupled with an epidemiological model that captures the disease dynamics by assuming that individuals are aware of the actual epidemiological state to reduce their contacts. Results from the mechanistic model show that as individuals increase their awareness, the steady-state value of the final fraction of infected individuals in a susceptible-infected-susceptible (SIS) model decreases. We also incorporate theoretical contact networks, having the awareness parameter dependent on global or local contacts. Results show that even when individuals increase their awareness of the disease, the spatial structure itself defines the steady state.
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spelling pubmed-87531472022-01-13 How disease risk awareness modulates transmission: coupling infectious disease models with behavioural dynamics Cascante-Vega, Jaime Torres-Florez, Samuel Cordovez, Juan Santos-Vega, Mauricio R Soc Open Sci Ecology, Conservation and Global Change Biology Epidemiological models often assume that individuals do not change their behaviour or that those aspects are implicitly incorporated in parameters in the models. Typically, these assumptions are included in the contact rate between infectious and susceptible individuals. However, adaptive behaviours are expected to emerge and play an important role in the transmission dynamics across populations. Here, we propose a theoretical framework to couple transmission dynamics with behavioural dynamics due to infection awareness. We modelled the dynamics of social behaviour using a game theory framework, which is then coupled with an epidemiological model that captures the disease dynamics by assuming that individuals are aware of the actual epidemiological state to reduce their contacts. Results from the mechanistic model show that as individuals increase their awareness, the steady-state value of the final fraction of infected individuals in a susceptible-infected-susceptible (SIS) model decreases. We also incorporate theoretical contact networks, having the awareness parameter dependent on global or local contacts. Results show that even when individuals increase their awareness of the disease, the spatial structure itself defines the steady state. The Royal Society 2022-01-12 /pmc/articles/PMC8753147/ /pubmed/35035985 http://dx.doi.org/10.1098/rsos.210803 Text en © 2022 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited.
spellingShingle Ecology, Conservation and Global Change Biology
Cascante-Vega, Jaime
Torres-Florez, Samuel
Cordovez, Juan
Santos-Vega, Mauricio
How disease risk awareness modulates transmission: coupling infectious disease models with behavioural dynamics
title How disease risk awareness modulates transmission: coupling infectious disease models with behavioural dynamics
title_full How disease risk awareness modulates transmission: coupling infectious disease models with behavioural dynamics
title_fullStr How disease risk awareness modulates transmission: coupling infectious disease models with behavioural dynamics
title_full_unstemmed How disease risk awareness modulates transmission: coupling infectious disease models with behavioural dynamics
title_short How disease risk awareness modulates transmission: coupling infectious disease models with behavioural dynamics
title_sort how disease risk awareness modulates transmission: coupling infectious disease models with behavioural dynamics
topic Ecology, Conservation and Global Change Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8753147/
https://www.ncbi.nlm.nih.gov/pubmed/35035985
http://dx.doi.org/10.1098/rsos.210803
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