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Simulating influenza pandemic dynamics with public risk communication and individual responsive behavior
Individual responsive behavior to an influenza pandemic has significant impacts on the spread dynamics of this epidemic. Current influenza modeling efforts considering responsive behavior either oversimplify the process and may underestimate pandemic impacts, or make other problematic assumptions an...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2016
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7087887/ https://www.ncbi.nlm.nih.gov/pubmed/32214873 http://dx.doi.org/10.1007/s10588-016-9238-9 |
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author | Zhong, Wei |
author_facet | Zhong, Wei |
author_sort | Zhong, Wei |
collection | PubMed |
description | Individual responsive behavior to an influenza pandemic has significant impacts on the spread dynamics of this epidemic. Current influenza modeling efforts considering responsive behavior either oversimplify the process and may underestimate pandemic impacts, or make other problematic assumptions and are therefore constrained in utility. This study develops an agent-based model for pandemic simulation, and incorporates individual responsive behavior in the model based on public risk communication literature. The resultant model captures the stochastic nature of epidemic spread process, and constructs a realistic picture of individual reaction process and responsive behavior to pandemic situations. The model is then applied to simulate the spread dynamics of 2009 H1N1 influenza in a medium-size community in Arizona. Simulation results illustrate and compare the spread timeline and scale of this pandemic influenza, without and with the presence of pubic risk communication and individual responsive behavior. Sensitivity analysis sheds some lights on the influence of different communication strategies on pandemic impacts. Those findings contribute to effective pandemic planning and containment, particularly at the beginning of an outbreak. |
format | Online Article Text |
id | pubmed-7087887 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-70878872020-03-23 Simulating influenza pandemic dynamics with public risk communication and individual responsive behavior Zhong, Wei Comput Math Organ Theory Manuscript Individual responsive behavior to an influenza pandemic has significant impacts on the spread dynamics of this epidemic. Current influenza modeling efforts considering responsive behavior either oversimplify the process and may underestimate pandemic impacts, or make other problematic assumptions and are therefore constrained in utility. This study develops an agent-based model for pandemic simulation, and incorporates individual responsive behavior in the model based on public risk communication literature. The resultant model captures the stochastic nature of epidemic spread process, and constructs a realistic picture of individual reaction process and responsive behavior to pandemic situations. The model is then applied to simulate the spread dynamics of 2009 H1N1 influenza in a medium-size community in Arizona. Simulation results illustrate and compare the spread timeline and scale of this pandemic influenza, without and with the presence of pubic risk communication and individual responsive behavior. Sensitivity analysis sheds some lights on the influence of different communication strategies on pandemic impacts. Those findings contribute to effective pandemic planning and containment, particularly at the beginning of an outbreak. Springer US 2016-11-29 2017 /pmc/articles/PMC7087887/ /pubmed/32214873 http://dx.doi.org/10.1007/s10588-016-9238-9 Text en © Springer Science+Business Media New York 2016 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 | Manuscript Zhong, Wei Simulating influenza pandemic dynamics with public risk communication and individual responsive behavior |
title | Simulating influenza pandemic dynamics with public risk communication and individual responsive behavior |
title_full | Simulating influenza pandemic dynamics with public risk communication and individual responsive behavior |
title_fullStr | Simulating influenza pandemic dynamics with public risk communication and individual responsive behavior |
title_full_unstemmed | Simulating influenza pandemic dynamics with public risk communication and individual responsive behavior |
title_short | Simulating influenza pandemic dynamics with public risk communication and individual responsive behavior |
title_sort | simulating influenza pandemic dynamics with public risk communication and individual responsive behavior |
topic | Manuscript |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7087887/ https://www.ncbi.nlm.nih.gov/pubmed/32214873 http://dx.doi.org/10.1007/s10588-016-9238-9 |
work_keys_str_mv | AT zhongwei simulatinginfluenzapandemicdynamicswithpublicriskcommunicationandindividualresponsivebehavior |