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Feedback Between Behavioral Adaptations and Disease Dynamics

We study the feedback processes between individual behavior, disease prevalence, interventions and social networks during an influenza pandemic when a limited stockpile of antivirals is shared between the private and the public sectors. An economic model that uses prevalence-elastic demand for inter...

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Detalles Bibliográficos
Autores principales: Chen, Jiangzhuo, Marathe, Achla, Marathe, Madhav
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6102227/
https://www.ncbi.nlm.nih.gov/pubmed/30127447
http://dx.doi.org/10.1038/s41598-018-30471-0
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author Chen, Jiangzhuo
Marathe, Achla
Marathe, Madhav
author_facet Chen, Jiangzhuo
Marathe, Achla
Marathe, Madhav
author_sort Chen, Jiangzhuo
collection PubMed
description We study the feedback processes between individual behavior, disease prevalence, interventions and social networks during an influenza pandemic when a limited stockpile of antivirals is shared between the private and the public sectors. An economic model that uses prevalence-elastic demand for interventions is combined with a detailed social network and a disease propagation model to understand the feedback mechanism between epidemic dynamics, market behavior, individual perceptions, and the social network. An urban and a rural region are simulated to assess the robustness of results. Results show that an optimal split between the private and public sectors can be reached to contain the disease but the accessibility of antivirals from the private sector is skewed towards the richest income quartile. Also, larger allocations to the private sector result in wastage where individuals who do not need it are able to purchase it but who need it cannot afford it. Disease prevalence increases with household size and total contact time but not by degree in the social network, whereas wastage of antivirals decreases with degree and contact time. The best utilization of drugs is achieved when individuals with high contact time use them, who tend to be the school-aged children of large families.
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spelling pubmed-61022272018-08-27 Feedback Between Behavioral Adaptations and Disease Dynamics Chen, Jiangzhuo Marathe, Achla Marathe, Madhav Sci Rep Article We study the feedback processes between individual behavior, disease prevalence, interventions and social networks during an influenza pandemic when a limited stockpile of antivirals is shared between the private and the public sectors. An economic model that uses prevalence-elastic demand for interventions is combined with a detailed social network and a disease propagation model to understand the feedback mechanism between epidemic dynamics, market behavior, individual perceptions, and the social network. An urban and a rural region are simulated to assess the robustness of results. Results show that an optimal split between the private and public sectors can be reached to contain the disease but the accessibility of antivirals from the private sector is skewed towards the richest income quartile. Also, larger allocations to the private sector result in wastage where individuals who do not need it are able to purchase it but who need it cannot afford it. Disease prevalence increases with household size and total contact time but not by degree in the social network, whereas wastage of antivirals decreases with degree and contact time. The best utilization of drugs is achieved when individuals with high contact time use them, who tend to be the school-aged children of large families. Nature Publishing Group UK 2018-08-20 /pmc/articles/PMC6102227/ /pubmed/30127447 http://dx.doi.org/10.1038/s41598-018-30471-0 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Chen, Jiangzhuo
Marathe, Achla
Marathe, Madhav
Feedback Between Behavioral Adaptations and Disease Dynamics
title Feedback Between Behavioral Adaptations and Disease Dynamics
title_full Feedback Between Behavioral Adaptations and Disease Dynamics
title_fullStr Feedback Between Behavioral Adaptations and Disease Dynamics
title_full_unstemmed Feedback Between Behavioral Adaptations and Disease Dynamics
title_short Feedback Between Behavioral Adaptations and Disease Dynamics
title_sort feedback between behavioral adaptations and disease dynamics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6102227/
https://www.ncbi.nlm.nih.gov/pubmed/30127447
http://dx.doi.org/10.1038/s41598-018-30471-0
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