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Disease Containment Strategies based on Mobility and Information Dissemination
Human mobility and social structure are at the basis of disease spreading. Disease containment strategies are usually devised from coarse-grained assumptions about human mobility. Cellular networks data, however, provides finer-grained information, not only about how people move, but also about how...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4451846/ https://www.ncbi.nlm.nih.gov/pubmed/26035297 http://dx.doi.org/10.1038/srep10650 |
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author | Lima, A. De Domenico, M. Pejovic, V. Musolesi, M. |
author_facet | Lima, A. De Domenico, M. Pejovic, V. Musolesi, M. |
author_sort | Lima, A. |
collection | PubMed |
description | Human mobility and social structure are at the basis of disease spreading. Disease containment strategies are usually devised from coarse-grained assumptions about human mobility. Cellular networks data, however, provides finer-grained information, not only about how people move, but also about how they communicate. In this paper we analyze the behavior of a large number of individuals in Ivory Coast using cellular network data. We model mobility and communication between individuals by means of an interconnected multiplex structure where each node represents the population in a geographic area (i.e., a sous-préfecture, a third-level administrative region). We present a model that describes how diseases circulate around the country as people move between regions. We extend the model with a concurrent process of relevant information spreading. This process corresponds to people disseminating disease prevention information, e.g., hygiene practices, vaccination campaign notices and other, within their social network. Thus, this process interferes with the epidemic. We then evaluate how restricting the mobility or using preventive information spreading process affects the epidemic. We find that restricting mobility does not delay the occurrence of an endemic state and that an information campaign might be an effective countermeasure. |
format | Online Article Text |
id | pubmed-4451846 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-44518462015-06-09 Disease Containment Strategies based on Mobility and Information Dissemination Lima, A. De Domenico, M. Pejovic, V. Musolesi, M. Sci Rep Article Human mobility and social structure are at the basis of disease spreading. Disease containment strategies are usually devised from coarse-grained assumptions about human mobility. Cellular networks data, however, provides finer-grained information, not only about how people move, but also about how they communicate. In this paper we analyze the behavior of a large number of individuals in Ivory Coast using cellular network data. We model mobility and communication between individuals by means of an interconnected multiplex structure where each node represents the population in a geographic area (i.e., a sous-préfecture, a third-level administrative region). We present a model that describes how diseases circulate around the country as people move between regions. We extend the model with a concurrent process of relevant information spreading. This process corresponds to people disseminating disease prevention information, e.g., hygiene practices, vaccination campaign notices and other, within their social network. Thus, this process interferes with the epidemic. We then evaluate how restricting the mobility or using preventive information spreading process affects the epidemic. We find that restricting mobility does not delay the occurrence of an endemic state and that an information campaign might be an effective countermeasure. Nature Publishing Group 2015-06-02 /pmc/articles/PMC4451846/ /pubmed/26035297 http://dx.doi.org/10.1038/srep10650 Text en Copyright © 2015, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Lima, A. De Domenico, M. Pejovic, V. Musolesi, M. Disease Containment Strategies based on Mobility and Information Dissemination |
title | Disease Containment Strategies based on Mobility and Information Dissemination |
title_full | Disease Containment Strategies based on Mobility and Information Dissemination |
title_fullStr | Disease Containment Strategies based on Mobility and Information Dissemination |
title_full_unstemmed | Disease Containment Strategies based on Mobility and Information Dissemination |
title_short | Disease Containment Strategies based on Mobility and Information Dissemination |
title_sort | disease containment strategies based on mobility and information dissemination |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4451846/ https://www.ncbi.nlm.nih.gov/pubmed/26035297 http://dx.doi.org/10.1038/srep10650 |
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