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Adaptive human behavior in epidemics: the impact of risk misperception on the spread of epidemics
Infections produced by pre-symptomatic and asymptomatic (non-symptomatic) individuals have been identified as major drivers of COVID-19 transmission. Non-symptomatic individuals unaware of the infection risk they pose to others, may perceive themselves –and being perceived by others– as not represen...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Journal Experts
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7924275/ https://www.ncbi.nlm.nih.gov/pubmed/33655240 http://dx.doi.org/10.21203/rs.3.rs-220733/v1 |
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author | Espinoza, Baltazar Marathe, Madhav Swarup, Samarth Thakur, Mugdha |
author_facet | Espinoza, Baltazar Marathe, Madhav Swarup, Samarth Thakur, Mugdha |
author_sort | Espinoza, Baltazar |
collection | PubMed |
description | Infections produced by pre-symptomatic and asymptomatic (non-symptomatic) individuals have been identified as major drivers of COVID-19 transmission. Non-symptomatic individuals unaware of the infection risk they pose to others, may perceive themselves –and being perceived by others– as not representing risk of infection. Yet many epidemiological models currently in use do not include a behavioral component, and do not address the potential consequences of risk misperception. To study the impact of behavioral adaptations to the perceived infection risk, we use a mathematical model that incorporates individuals’ behavioral decisions based on a projection of the future system’s state over a finite planning horizon. We found that individuals’ risk misperception in the presence of asymptomatic individuals may increase or reduce the final epidemic size. Moreover, under behavioral response the impact of asymptomatic infections is modulated by symptomatic individuals’ behavior. Finally, we found that there is an optimal planning horizon that minimizes the final epidemic size. |
format | Online Article Text |
id | pubmed-7924275 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Journal Experts |
record_format | MEDLINE/PubMed |
spelling | pubmed-79242752021-03-03 Adaptive human behavior in epidemics: the impact of risk misperception on the spread of epidemics Espinoza, Baltazar Marathe, Madhav Swarup, Samarth Thakur, Mugdha Res Sq Article Infections produced by pre-symptomatic and asymptomatic (non-symptomatic) individuals have been identified as major drivers of COVID-19 transmission. Non-symptomatic individuals unaware of the infection risk they pose to others, may perceive themselves –and being perceived by others– as not representing risk of infection. Yet many epidemiological models currently in use do not include a behavioral component, and do not address the potential consequences of risk misperception. To study the impact of behavioral adaptations to the perceived infection risk, we use a mathematical model that incorporates individuals’ behavioral decisions based on a projection of the future system’s state over a finite planning horizon. We found that individuals’ risk misperception in the presence of asymptomatic individuals may increase or reduce the final epidemic size. Moreover, under behavioral response the impact of asymptomatic infections is modulated by symptomatic individuals’ behavior. Finally, we found that there is an optimal planning horizon that minimizes the final epidemic size. American Journal Experts 2021-02-23 /pmc/articles/PMC7924275/ /pubmed/33655240 http://dx.doi.org/10.21203/rs.3.rs-220733/v1 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use. |
spellingShingle | Article Espinoza, Baltazar Marathe, Madhav Swarup, Samarth Thakur, Mugdha Adaptive human behavior in epidemics: the impact of risk misperception on the spread of epidemics |
title | Adaptive human behavior in epidemics: the impact of risk misperception on the spread of epidemics |
title_full | Adaptive human behavior in epidemics: the impact of risk misperception on the spread of epidemics |
title_fullStr | Adaptive human behavior in epidemics: the impact of risk misperception on the spread of epidemics |
title_full_unstemmed | Adaptive human behavior in epidemics: the impact of risk misperception on the spread of epidemics |
title_short | Adaptive human behavior in epidemics: the impact of risk misperception on the spread of epidemics |
title_sort | adaptive human behavior in epidemics: the impact of risk misperception on the spread of epidemics |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7924275/ https://www.ncbi.nlm.nih.gov/pubmed/33655240 http://dx.doi.org/10.21203/rs.3.rs-220733/v1 |
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