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Flexible imitation suppresses epidemics through better vaccination

The decision of whether or not to vaccinate is a complex one. It involves the contribution both to a social good—herd immunity—and to one’s own well-being. It is informed by social influence, personal experience, education, and mass media. In our work, we investigate a situation in which individuals...

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Detalles Bibliográficos
Autores principales: Miyoshi, Soya, Jusup, Marko, Holme, Petter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Singapore 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7882238/
https://www.ncbi.nlm.nih.gov/pubmed/33615019
http://dx.doi.org/10.1007/s42001-021-00105-z
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author Miyoshi, Soya
Jusup, Marko
Holme, Petter
author_facet Miyoshi, Soya
Jusup, Marko
Holme, Petter
author_sort Miyoshi, Soya
collection PubMed
description The decision of whether or not to vaccinate is a complex one. It involves the contribution both to a social good—herd immunity—and to one’s own well-being. It is informed by social influence, personal experience, education, and mass media. In our work, we investigate a situation in which individuals make their choice based on how social neighbourhood responded to previous epidemics. We do this by proposing a minimalistic model using components from game theory, network theory and the modelling of epidemic spreading, and opinion dynamics. Individuals can use the information about the neighbourhood in two ways—either they follow the majority or the best-performing neighbour. Furthermore, we let individuals learn which of these two decision-making strategies to follow from their experience. Our results show that the flexibility of individuals to choose how to integrate information from the neighbourhood increases the vaccine uptake and decreases the epidemic severity if the following conditions are fulfilled. First, the initial fraction of individuals who imitate the neighbourhood majority should be limited, and second, the memory of previous outbreaks should be sufficiently long. These results have implications for the acceptance of novel vaccines and raising awareness about vaccination, while also pointing to promising future research directions.
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spelling pubmed-78822382021-02-16 Flexible imitation suppresses epidemics through better vaccination Miyoshi, Soya Jusup, Marko Holme, Petter J Comput Soc Sci Research Article The decision of whether or not to vaccinate is a complex one. It involves the contribution both to a social good—herd immunity—and to one’s own well-being. It is informed by social influence, personal experience, education, and mass media. In our work, we investigate a situation in which individuals make their choice based on how social neighbourhood responded to previous epidemics. We do this by proposing a minimalistic model using components from game theory, network theory and the modelling of epidemic spreading, and opinion dynamics. Individuals can use the information about the neighbourhood in two ways—either they follow the majority or the best-performing neighbour. Furthermore, we let individuals learn which of these two decision-making strategies to follow from their experience. Our results show that the flexibility of individuals to choose how to integrate information from the neighbourhood increases the vaccine uptake and decreases the epidemic severity if the following conditions are fulfilled. First, the initial fraction of individuals who imitate the neighbourhood majority should be limited, and second, the memory of previous outbreaks should be sufficiently long. These results have implications for the acceptance of novel vaccines and raising awareness about vaccination, while also pointing to promising future research directions. Springer Singapore 2021-02-14 2021 /pmc/articles/PMC7882238/ /pubmed/33615019 http://dx.doi.org/10.1007/s42001-021-00105-z Text en © The Author(s), under exclusive licence to Springer Nature Singapore Pte Ltd. part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Research Article
Miyoshi, Soya
Jusup, Marko
Holme, Petter
Flexible imitation suppresses epidemics through better vaccination
title Flexible imitation suppresses epidemics through better vaccination
title_full Flexible imitation suppresses epidemics through better vaccination
title_fullStr Flexible imitation suppresses epidemics through better vaccination
title_full_unstemmed Flexible imitation suppresses epidemics through better vaccination
title_short Flexible imitation suppresses epidemics through better vaccination
title_sort flexible imitation suppresses epidemics through better vaccination
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7882238/
https://www.ncbi.nlm.nih.gov/pubmed/33615019
http://dx.doi.org/10.1007/s42001-021-00105-z
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