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A Few Bad Apples: A Model of Disease Influenced Agent Behaviour in a Heterogeneous Contact Environment

For diseases that infect humans or livestock, transmission dynamics are at least partially dependent on human activity and therefore human behaviour. However, the impact of human behaviour on disease transmission is relatively understudied, especially in the context of heterogeneous contact structur...

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Detalles Bibliográficos
Autores principales: Enright, Jessica, Kao, Rowland R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4348343/
https://www.ncbi.nlm.nih.gov/pubmed/25734661
http://dx.doi.org/10.1371/journal.pone.0118127
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author Enright, Jessica
Kao, Rowland R.
author_facet Enright, Jessica
Kao, Rowland R.
author_sort Enright, Jessica
collection PubMed
description For diseases that infect humans or livestock, transmission dynamics are at least partially dependent on human activity and therefore human behaviour. However, the impact of human behaviour on disease transmission is relatively understudied, especially in the context of heterogeneous contact structures such as described by a social network. Here, we use a strategic game, coupled with a simple disease model, to investigate how strategic agent choices impact the spread of disease over a contact network. Using beliefs that are based on disease status and that build up over time, agents choose actions that stochastically determine disease spread on the network. An agent’s disease status is therefore a function of both his own and his neighbours actions. The effect of disease on agents is modelled by a heterogeneous payoff structure. We find that the combination of network shape and distribution of payoffs has a non-trivial impact on disease prevalence, even if the mean payoff remains the same. An important scenario occurs when a small percentage (called noncooperators) have little incentive to avoid disease. For diseases that are easily acquired when taking a risk, then even when good behavior can lead to disease eradication, a small increase in the percentage of noncooperators (less than 5%) can yield a large (up to 25%) increase in prevalence.
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spelling pubmed-43483432015-03-06 A Few Bad Apples: A Model of Disease Influenced Agent Behaviour in a Heterogeneous Contact Environment Enright, Jessica Kao, Rowland R. PLoS One Research Article For diseases that infect humans or livestock, transmission dynamics are at least partially dependent on human activity and therefore human behaviour. However, the impact of human behaviour on disease transmission is relatively understudied, especially in the context of heterogeneous contact structures such as described by a social network. Here, we use a strategic game, coupled with a simple disease model, to investigate how strategic agent choices impact the spread of disease over a contact network. Using beliefs that are based on disease status and that build up over time, agents choose actions that stochastically determine disease spread on the network. An agent’s disease status is therefore a function of both his own and his neighbours actions. The effect of disease on agents is modelled by a heterogeneous payoff structure. We find that the combination of network shape and distribution of payoffs has a non-trivial impact on disease prevalence, even if the mean payoff remains the same. An important scenario occurs when a small percentage (called noncooperators) have little incentive to avoid disease. For diseases that are easily acquired when taking a risk, then even when good behavior can lead to disease eradication, a small increase in the percentage of noncooperators (less than 5%) can yield a large (up to 25%) increase in prevalence. Public Library of Science 2015-03-03 /pmc/articles/PMC4348343/ /pubmed/25734661 http://dx.doi.org/10.1371/journal.pone.0118127 Text en © 2015 Enright, Kao http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Enright, Jessica
Kao, Rowland R.
A Few Bad Apples: A Model of Disease Influenced Agent Behaviour in a Heterogeneous Contact Environment
title A Few Bad Apples: A Model of Disease Influenced Agent Behaviour in a Heterogeneous Contact Environment
title_full A Few Bad Apples: A Model of Disease Influenced Agent Behaviour in a Heterogeneous Contact Environment
title_fullStr A Few Bad Apples: A Model of Disease Influenced Agent Behaviour in a Heterogeneous Contact Environment
title_full_unstemmed A Few Bad Apples: A Model of Disease Influenced Agent Behaviour in a Heterogeneous Contact Environment
title_short A Few Bad Apples: A Model of Disease Influenced Agent Behaviour in a Heterogeneous Contact Environment
title_sort few bad apples: a model of disease influenced agent behaviour in a heterogeneous contact environment
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4348343/
https://www.ncbi.nlm.nih.gov/pubmed/25734661
http://dx.doi.org/10.1371/journal.pone.0118127
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