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Individual risk-aversion responses tune epidemics to critical transmissibility (R = 1)
Changes in human behaviour are a major determinant of epidemic dynamics. Collective activity can be modified through imposed control measures, but spontaneous changes can also arise as a result of uncoordinated individual responses to the perceived risk of contagion. Here, we introduce a stochastic...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8984323/ https://www.ncbi.nlm.nih.gov/pubmed/35425636 http://dx.doi.org/10.1098/rsos.211667 |
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author | Manrubia, S. Zanette, D. H. |
author_facet | Manrubia, S. Zanette, D. H. |
author_sort | Manrubia, S. |
collection | PubMed |
description | Changes in human behaviour are a major determinant of epidemic dynamics. Collective activity can be modified through imposed control measures, but spontaneous changes can also arise as a result of uncoordinated individual responses to the perceived risk of contagion. Here, we introduce a stochastic epidemic model implementing population responses driven by individual time-varying risk aversion. The model reveals an emergent mechanism for the generation of multiple infection waves of decreasing amplitude that progressively tune the effective reproduction number to its critical value R = 1. In successive waves, individuals with gradually lower risk propensity are infected. The overall mechanism shapes well-defined risk-aversion profiles over the whole population as the epidemic progresses. We conclude that uncoordinated changes in human behaviour can by themselves explain major qualitative and quantitative features of the epidemic process, like the emergence of multiple waves and the tendency to remain around R = 1 observed worldwide after the first few waves of COVID-19. |
format | Online Article Text |
id | pubmed-8984323 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-89843232022-04-13 Individual risk-aversion responses tune epidemics to critical transmissibility (R = 1) Manrubia, S. Zanette, D. H. R Soc Open Sci Mathematics Changes in human behaviour are a major determinant of epidemic dynamics. Collective activity can be modified through imposed control measures, but spontaneous changes can also arise as a result of uncoordinated individual responses to the perceived risk of contagion. Here, we introduce a stochastic epidemic model implementing population responses driven by individual time-varying risk aversion. The model reveals an emergent mechanism for the generation of multiple infection waves of decreasing amplitude that progressively tune the effective reproduction number to its critical value R = 1. In successive waves, individuals with gradually lower risk propensity are infected. The overall mechanism shapes well-defined risk-aversion profiles over the whole population as the epidemic progresses. We conclude that uncoordinated changes in human behaviour can by themselves explain major qualitative and quantitative features of the epidemic process, like the emergence of multiple waves and the tendency to remain around R = 1 observed worldwide after the first few waves of COVID-19. The Royal Society 2022-04-06 /pmc/articles/PMC8984323/ /pubmed/35425636 http://dx.doi.org/10.1098/rsos.211667 Text en © 2022 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Mathematics Manrubia, S. Zanette, D. H. Individual risk-aversion responses tune epidemics to critical transmissibility (R = 1) |
title | Individual risk-aversion responses tune epidemics to critical transmissibility (R = 1) |
title_full | Individual risk-aversion responses tune epidemics to critical transmissibility (R = 1) |
title_fullStr | Individual risk-aversion responses tune epidemics to critical transmissibility (R = 1) |
title_full_unstemmed | Individual risk-aversion responses tune epidemics to critical transmissibility (R = 1) |
title_short | Individual risk-aversion responses tune epidemics to critical transmissibility (R = 1) |
title_sort | individual risk-aversion responses tune epidemics to critical transmissibility (r = 1) |
topic | Mathematics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8984323/ https://www.ncbi.nlm.nih.gov/pubmed/35425636 http://dx.doi.org/10.1098/rsos.211667 |
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