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Testing a simple and frugal model of health protective behaviour in epidemic times

The COVID-19 epidemic highlighted the necessity to integrate dynamic human behaviour change into infectious disease transmission models. The adoption of health protective behaviour, such as handwashing or staying at home, depends on both epidemiological and personal variables. However, only a few mo...

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Autores principales: Martin-Lapoirie, Dylan, d’Onofrio, Alberto, McColl, Kathleen, Raude, Jocelyn
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Authors. Published by Elsevier B.V. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9721169/
https://www.ncbi.nlm.nih.gov/pubmed/36508954
http://dx.doi.org/10.1016/j.epidem.2022.100658
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author Martin-Lapoirie, Dylan
d’Onofrio, Alberto
McColl, Kathleen
Raude, Jocelyn
author_facet Martin-Lapoirie, Dylan
d’Onofrio, Alberto
McColl, Kathleen
Raude, Jocelyn
author_sort Martin-Lapoirie, Dylan
collection PubMed
description The COVID-19 epidemic highlighted the necessity to integrate dynamic human behaviour change into infectious disease transmission models. The adoption of health protective behaviour, such as handwashing or staying at home, depends on both epidemiological and personal variables. However, only a few models have been proposed in the recent literature to account for behavioural change in response to the health threat over time. This study aims to estimate the relevance of TELL ME, a simple and frugal agent-based model developed following the 2009 H1N1 outbreak to explain individual engagement in health protective behaviours in epidemic times and how communication can influence this. Basically, TELL ME includes a behavioural rule to simulate individual decisions to adopt health protective behaviours. To test this rule, we used behavioural data from a series of 12 cross-sectional surveys in France over a 6-month period (May to November 2020). Samples were representative of the French population (N = 24,003). We found the TELL ME behavioural rule to be associated with a moderate to high error rate in representing the adoption of behaviours, indicating that parameter values are not constant over time and that other key variables influence individual decisions. These results highlight the crucial need for longitudinal behavioural data to better calibrate epidemiological models accounting for public responses to infectious disease threats.
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spelling pubmed-97211692022-12-05 Testing a simple and frugal model of health protective behaviour in epidemic times Martin-Lapoirie, Dylan d’Onofrio, Alberto McColl, Kathleen Raude, Jocelyn Epidemics Article The COVID-19 epidemic highlighted the necessity to integrate dynamic human behaviour change into infectious disease transmission models. The adoption of health protective behaviour, such as handwashing or staying at home, depends on both epidemiological and personal variables. However, only a few models have been proposed in the recent literature to account for behavioural change in response to the health threat over time. This study aims to estimate the relevance of TELL ME, a simple and frugal agent-based model developed following the 2009 H1N1 outbreak to explain individual engagement in health protective behaviours in epidemic times and how communication can influence this. Basically, TELL ME includes a behavioural rule to simulate individual decisions to adopt health protective behaviours. To test this rule, we used behavioural data from a series of 12 cross-sectional surveys in France over a 6-month period (May to November 2020). Samples were representative of the French population (N = 24,003). We found the TELL ME behavioural rule to be associated with a moderate to high error rate in representing the adoption of behaviours, indicating that parameter values are not constant over time and that other key variables influence individual decisions. These results highlight the crucial need for longitudinal behavioural data to better calibrate epidemiological models accounting for public responses to infectious disease threats. The Authors. Published by Elsevier B.V. 2023-03 2022-12-05 /pmc/articles/PMC9721169/ /pubmed/36508954 http://dx.doi.org/10.1016/j.epidem.2022.100658 Text en © 2022 The Authors Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Article
Martin-Lapoirie, Dylan
d’Onofrio, Alberto
McColl, Kathleen
Raude, Jocelyn
Testing a simple and frugal model of health protective behaviour in epidemic times
title Testing a simple and frugal model of health protective behaviour in epidemic times
title_full Testing a simple and frugal model of health protective behaviour in epidemic times
title_fullStr Testing a simple and frugal model of health protective behaviour in epidemic times
title_full_unstemmed Testing a simple and frugal model of health protective behaviour in epidemic times
title_short Testing a simple and frugal model of health protective behaviour in epidemic times
title_sort testing a simple and frugal model of health protective behaviour in epidemic times
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9721169/
https://www.ncbi.nlm.nih.gov/pubmed/36508954
http://dx.doi.org/10.1016/j.epidem.2022.100658
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