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Exploring the association between compliance with measures to prevent the spread of COVID-19 and big five traits with Bayesian generalized linear model

Research has examined the association between people's compliance with measures to prevent the spread of COVID-19 and personality traits. However, previous studies were conducted with relatively small-size datasets and employed frequentist analysis that does not allow data-driven model explorat...

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Autor principal: Han, Hyemin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Ltd. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7901385/
https://www.ncbi.nlm.nih.gov/pubmed/33642661
http://dx.doi.org/10.1016/j.paid.2021.110787
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author Han, Hyemin
author_facet Han, Hyemin
author_sort Han, Hyemin
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description Research has examined the association between people's compliance with measures to prevent the spread of COVID-19 and personality traits. However, previous studies were conducted with relatively small-size datasets and employed frequentist analysis that does not allow data-driven model exploration. To address the limitations, a large-scale international dataset, COVIDiSTRESS Global Survey dataset, was explored with Bayesian generalized linear model that enables identification of the best regression model. The best regression models predicting participants' compliance with Big Five traits were explored. The findings demonstrated first, all Big Five traits, except extroversion, were positively associated with compliance with general measures and distancing. Second, neuroticism, extroversion, and agreeableness were positively associated with the perceived cost of complying with the measures while conscientiousness showed negative association. The findings and the implications of the present study were discussed.
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spelling pubmed-79013852021-02-24 Exploring the association between compliance with measures to prevent the spread of COVID-19 and big five traits with Bayesian generalized linear model Han, Hyemin Pers Individ Dif Article Research has examined the association between people's compliance with measures to prevent the spread of COVID-19 and personality traits. However, previous studies were conducted with relatively small-size datasets and employed frequentist analysis that does not allow data-driven model exploration. To address the limitations, a large-scale international dataset, COVIDiSTRESS Global Survey dataset, was explored with Bayesian generalized linear model that enables identification of the best regression model. The best regression models predicting participants' compliance with Big Five traits were explored. The findings demonstrated first, all Big Five traits, except extroversion, were positively associated with compliance with general measures and distancing. Second, neuroticism, extroversion, and agreeableness were positively associated with the perceived cost of complying with the measures while conscientiousness showed negative association. The findings and the implications of the present study were discussed. Elsevier Ltd. 2021-07 2021-02-23 /pmc/articles/PMC7901385/ /pubmed/33642661 http://dx.doi.org/10.1016/j.paid.2021.110787 Text en © 2021 Elsevier Ltd. All rights reserved. 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
Han, Hyemin
Exploring the association between compliance with measures to prevent the spread of COVID-19 and big five traits with Bayesian generalized linear model
title Exploring the association between compliance with measures to prevent the spread of COVID-19 and big five traits with Bayesian generalized linear model
title_full Exploring the association between compliance with measures to prevent the spread of COVID-19 and big five traits with Bayesian generalized linear model
title_fullStr Exploring the association between compliance with measures to prevent the spread of COVID-19 and big five traits with Bayesian generalized linear model
title_full_unstemmed Exploring the association between compliance with measures to prevent the spread of COVID-19 and big five traits with Bayesian generalized linear model
title_short Exploring the association between compliance with measures to prevent the spread of COVID-19 and big five traits with Bayesian generalized linear model
title_sort exploring the association between compliance with measures to prevent the spread of covid-19 and big five traits with bayesian generalized linear model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7901385/
https://www.ncbi.nlm.nih.gov/pubmed/33642661
http://dx.doi.org/10.1016/j.paid.2021.110787
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