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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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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. |
format | Online Article Text |
id | pubmed-6102227 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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