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Lattice Model for Influenza Spreading with Spontaneous Behavioral Changes
Individual behavioral response to the spreading of an epidemic plays a crucial role in the progression of the epidemic itself. The risk perception induces individuals to adopt a protective behavior, as for instance reducing their social contacts, adopting more restrictive hygienic measures or underg...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3871576/ https://www.ncbi.nlm.nih.gov/pubmed/24376727 http://dx.doi.org/10.1371/journal.pone.0083641 |
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author | Fierro, Annalisa Liccardo, Antonella |
author_facet | Fierro, Annalisa Liccardo, Antonella |
author_sort | Fierro, Annalisa |
collection | PubMed |
description | Individual behavioral response to the spreading of an epidemic plays a crucial role in the progression of the epidemic itself. The risk perception induces individuals to adopt a protective behavior, as for instance reducing their social contacts, adopting more restrictive hygienic measures or undergoing prophylaxis procedures. In this paper, starting with a previously developed lattice-gas SIR model, we construct a coupled behavior-disease model for influenza spreading with spontaneous behavioral changes. The focus is on self-initiated behavioral changes that alter the susceptibility to the disease, without altering the contact patterns among individuals. Three different mechanisms of awareness spreading are analyzed: the local spreading due to the presence in the neighborhood of infective individuals; the global spreading due to the news published by the mass media and to educational campaigns implemented at institutional level; the local spreading occurring through the “thought contagion” among aware and unaware individuals. The peculiarity of the present approach is that the awareness spreading model is calibrated on available data on awareness and concern of the population about the risk of contagion. In particular, the model is validated against the A(H1N1) epidemic outbreak in Italy during the [Image: see text] season, by making use of the awareness data gathered by the behavioral risk factor surveillance system (PASSI). We find that, increasing the accordance between the simulated awareness spreading and the PASSI data on risk perception, the agreement between simulated and experimental epidemiological data improves as well. Furthermore, we show that, within our model, the primary mechanism to reproduce a realistic evolution of the awareness during an epidemic, is the one due to globally available information. This result highlights how crucial is the role of mass media and educational campaigns in influencing the epidemic spreading of infectious diseases. |
format | Online Article Text |
id | pubmed-3871576 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-38715762013-12-27 Lattice Model for Influenza Spreading with Spontaneous Behavioral Changes Fierro, Annalisa Liccardo, Antonella PLoS One Research Article Individual behavioral response to the spreading of an epidemic plays a crucial role in the progression of the epidemic itself. The risk perception induces individuals to adopt a protective behavior, as for instance reducing their social contacts, adopting more restrictive hygienic measures or undergoing prophylaxis procedures. In this paper, starting with a previously developed lattice-gas SIR model, we construct a coupled behavior-disease model for influenza spreading with spontaneous behavioral changes. The focus is on self-initiated behavioral changes that alter the susceptibility to the disease, without altering the contact patterns among individuals. Three different mechanisms of awareness spreading are analyzed: the local spreading due to the presence in the neighborhood of infective individuals; the global spreading due to the news published by the mass media and to educational campaigns implemented at institutional level; the local spreading occurring through the “thought contagion” among aware and unaware individuals. The peculiarity of the present approach is that the awareness spreading model is calibrated on available data on awareness and concern of the population about the risk of contagion. In particular, the model is validated against the A(H1N1) epidemic outbreak in Italy during the [Image: see text] season, by making use of the awareness data gathered by the behavioral risk factor surveillance system (PASSI). We find that, increasing the accordance between the simulated awareness spreading and the PASSI data on risk perception, the agreement between simulated and experimental epidemiological data improves as well. Furthermore, we show that, within our model, the primary mechanism to reproduce a realistic evolution of the awareness during an epidemic, is the one due to globally available information. This result highlights how crucial is the role of mass media and educational campaigns in influencing the epidemic spreading of infectious diseases. Public Library of Science 2013-12-23 /pmc/articles/PMC3871576/ /pubmed/24376727 http://dx.doi.org/10.1371/journal.pone.0083641 Text en © 2013 Fierro, Liccardo 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 Fierro, Annalisa Liccardo, Antonella Lattice Model for Influenza Spreading with Spontaneous Behavioral Changes |
title | Lattice Model for Influenza Spreading with Spontaneous Behavioral Changes |
title_full | Lattice Model for Influenza Spreading with Spontaneous Behavioral Changes |
title_fullStr | Lattice Model for Influenza Spreading with Spontaneous Behavioral Changes |
title_full_unstemmed | Lattice Model for Influenza Spreading with Spontaneous Behavioral Changes |
title_short | Lattice Model for Influenza Spreading with Spontaneous Behavioral Changes |
title_sort | lattice model for influenza spreading with spontaneous behavioral changes |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3871576/ https://www.ncbi.nlm.nih.gov/pubmed/24376727 http://dx.doi.org/10.1371/journal.pone.0083641 |
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