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Coupled Contagion Dynamics of Fear and Disease: Mathematical and Computational Explorations
BACKGROUND: In classical mathematical epidemiology, individuals do not adapt their contact behavior during epidemics. They do not endogenously engage, for example, in social distancing based on fear. Yet, adaptive behavior is well-documented in true epidemics. We explore the effect of including such...
Autores principales: | , , , |
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2008
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2596968/ https://www.ncbi.nlm.nih.gov/pubmed/19079607 http://dx.doi.org/10.1371/journal.pone.0003955 |
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author | Epstein, Joshua M. Parker, Jon Cummings, Derek Hammond, Ross A. |
author_facet | Epstein, Joshua M. Parker, Jon Cummings, Derek Hammond, Ross A. |
author_sort | Epstein, Joshua M. |
collection | PubMed |
description | BACKGROUND: In classical mathematical epidemiology, individuals do not adapt their contact behavior during epidemics. They do not endogenously engage, for example, in social distancing based on fear. Yet, adaptive behavior is well-documented in true epidemics. We explore the effect of including such behavior in models of epidemic dynamics. METHODOLOGY/PRINCIPAL FINDINGS: Using both nonlinear dynamical systems and agent-based computation, we model two interacting contagion processes: one of disease and one of fear of the disease. Individuals can “contract” fear through contact with individuals who are infected with the disease (the sick), infected with fear only (the scared), and infected with both fear and disease (the sick and scared). Scared individuals–whether sick or not–may remove themselves from circulation with some probability, which affects the contact dynamic, and thus the disease epidemic proper. If we allow individuals to recover from fear and return to circulation, the coupled dynamics become quite rich, and can include multiple waves of infection. We also study flight as a behavioral response. CONCLUSIONS/SIGNIFICANCE: In a spatially extended setting, even relatively small levels of fear-inspired flight can have a dramatic impact on spatio-temporal epidemic dynamics. Self-isolation and spatial flight are only two of many possible actions that fear-infected individuals may take. Our main point is that behavioral adaptation of some sort must be considered. |
format | Text |
id | pubmed-2596968 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-25969682008-12-16 Coupled Contagion Dynamics of Fear and Disease: Mathematical and Computational Explorations Epstein, Joshua M. Parker, Jon Cummings, Derek Hammond, Ross A. PLoS One Research Article BACKGROUND: In classical mathematical epidemiology, individuals do not adapt their contact behavior during epidemics. They do not endogenously engage, for example, in social distancing based on fear. Yet, adaptive behavior is well-documented in true epidemics. We explore the effect of including such behavior in models of epidemic dynamics. METHODOLOGY/PRINCIPAL FINDINGS: Using both nonlinear dynamical systems and agent-based computation, we model two interacting contagion processes: one of disease and one of fear of the disease. Individuals can “contract” fear through contact with individuals who are infected with the disease (the sick), infected with fear only (the scared), and infected with both fear and disease (the sick and scared). Scared individuals–whether sick or not–may remove themselves from circulation with some probability, which affects the contact dynamic, and thus the disease epidemic proper. If we allow individuals to recover from fear and return to circulation, the coupled dynamics become quite rich, and can include multiple waves of infection. We also study flight as a behavioral response. CONCLUSIONS/SIGNIFICANCE: In a spatially extended setting, even relatively small levels of fear-inspired flight can have a dramatic impact on spatio-temporal epidemic dynamics. Self-isolation and spatial flight are only two of many possible actions that fear-infected individuals may take. Our main point is that behavioral adaptation of some sort must be considered. Public Library of Science 2008-12-16 /pmc/articles/PMC2596968/ /pubmed/19079607 http://dx.doi.org/10.1371/journal.pone.0003955 Text en Epstein et al. 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 Epstein, Joshua M. Parker, Jon Cummings, Derek Hammond, Ross A. Coupled Contagion Dynamics of Fear and Disease: Mathematical and Computational Explorations |
title | Coupled Contagion Dynamics of Fear and Disease: Mathematical and Computational Explorations |
title_full | Coupled Contagion Dynamics of Fear and Disease: Mathematical and Computational Explorations |
title_fullStr | Coupled Contagion Dynamics of Fear and Disease: Mathematical and Computational Explorations |
title_full_unstemmed | Coupled Contagion Dynamics of Fear and Disease: Mathematical and Computational Explorations |
title_short | Coupled Contagion Dynamics of Fear and Disease: Mathematical and Computational Explorations |
title_sort | coupled contagion dynamics of fear and disease: mathematical and computational explorations |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2596968/ https://www.ncbi.nlm.nih.gov/pubmed/19079607 http://dx.doi.org/10.1371/journal.pone.0003955 |
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