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Complex social contagion makes networks more vulnerable to disease outbreaks
Social network analysis is now widely used to investigate the dynamics of infectious disease spread. Vaccination dramatically disrupts disease transmission on a contact network, and indeed, high vaccination rates can potentially halt disease transmission altogether. Here, we build on mounting eviden...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3664906/ https://www.ncbi.nlm.nih.gov/pubmed/23712758 http://dx.doi.org/10.1038/srep01905 |
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author | Campbell, Ellsworth Salathé, Marcel |
author_facet | Campbell, Ellsworth Salathé, Marcel |
author_sort | Campbell, Ellsworth |
collection | PubMed |
description | Social network analysis is now widely used to investigate the dynamics of infectious disease spread. Vaccination dramatically disrupts disease transmission on a contact network, and indeed, high vaccination rates can potentially halt disease transmission altogether. Here, we build on mounting evidence that health behaviors - such as vaccination, and refusal thereof - can spread across social networks through a process of complex contagion that requires social reinforcement. Using network simulations that model health behavior and infectious disease spread, we find that under otherwise identical conditions, the process by which the health behavior spreads has a very strong effect on disease outbreak dynamics. This dynamic variability results from differences in the topology within susceptible communities that arise during the health behavior spreading process, which in turn depends on the topology of the overall social network. Our findings point to the importance of health behavior spread in predicting and controlling disease outbreaks. |
format | Online Article Text |
id | pubmed-3664906 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-36649062013-05-28 Complex social contagion makes networks more vulnerable to disease outbreaks Campbell, Ellsworth Salathé, Marcel Sci Rep Article Social network analysis is now widely used to investigate the dynamics of infectious disease spread. Vaccination dramatically disrupts disease transmission on a contact network, and indeed, high vaccination rates can potentially halt disease transmission altogether. Here, we build on mounting evidence that health behaviors - such as vaccination, and refusal thereof - can spread across social networks through a process of complex contagion that requires social reinforcement. Using network simulations that model health behavior and infectious disease spread, we find that under otherwise identical conditions, the process by which the health behavior spreads has a very strong effect on disease outbreak dynamics. This dynamic variability results from differences in the topology within susceptible communities that arise during the health behavior spreading process, which in turn depends on the topology of the overall social network. Our findings point to the importance of health behavior spread in predicting and controlling disease outbreaks. Nature Publishing Group 2013-05-28 /pmc/articles/PMC3664906/ /pubmed/23712758 http://dx.doi.org/10.1038/srep01905 Text en Copyright © 2013, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-sa/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-ShareALike 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/3.0/ |
spellingShingle | Article Campbell, Ellsworth Salathé, Marcel Complex social contagion makes networks more vulnerable to disease outbreaks |
title | Complex social contagion makes networks more vulnerable to disease outbreaks |
title_full | Complex social contagion makes networks more vulnerable to disease outbreaks |
title_fullStr | Complex social contagion makes networks more vulnerable to disease outbreaks |
title_full_unstemmed | Complex social contagion makes networks more vulnerable to disease outbreaks |
title_short | Complex social contagion makes networks more vulnerable to disease outbreaks |
title_sort | complex social contagion makes networks more vulnerable to disease outbreaks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3664906/ https://www.ncbi.nlm.nih.gov/pubmed/23712758 http://dx.doi.org/10.1038/srep01905 |
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