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From work stress to disease: A computational model

In modern society, work stress is highly prevalent. Problematically, work stress can cause disease. To help understand the causal relationship between work stress and disease, we present a computational model of this relationship. That is, drawing from allostatic load theory, we captured the link be...

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Detalles Bibliográficos
Autores principales: Benthem de Grave, Remco, Hasselman, Fred, Bijleveld, Erik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8849534/
https://www.ncbi.nlm.nih.gov/pubmed/35171964
http://dx.doi.org/10.1371/journal.pone.0263966
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author Benthem de Grave, Remco
Hasselman, Fred
Bijleveld, Erik
author_facet Benthem de Grave, Remco
Hasselman, Fred
Bijleveld, Erik
author_sort Benthem de Grave, Remco
collection PubMed
description In modern society, work stress is highly prevalent. Problematically, work stress can cause disease. To help understand the causal relationship between work stress and disease, we present a computational model of this relationship. That is, drawing from allostatic load theory, we captured the link between work stress and disease in a set of mathematical formulas. With simulation studies, we then examined our model’s ability to reproduce key findings from previous empirical research. Specifically, results from Study 1 suggested that our model could accurately reproduce established findings on daily fluctuations in cortisol levels (both on the group level and the individual level). Results from Study 2 suggested that our model could accurately reproduce established findings on the relationship between work stress and cardiovascular disease. Finally, results from Study 3 yielded new predictions about the relationship between workweek configurations (i.e., how working hours are distributed over days) and the subsequent development of disease. Together, our studies suggest a new, computational approach to studying the causal link between work stress and disease. We suggest that this approach is fruitful, as it aids the development of falsifiable theory, and as it opens up new ways of generating predictions about why and when work stress is (un)healthy.
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spelling pubmed-88495342022-02-17 From work stress to disease: A computational model Benthem de Grave, Remco Hasselman, Fred Bijleveld, Erik PLoS One Research Article In modern society, work stress is highly prevalent. Problematically, work stress can cause disease. To help understand the causal relationship between work stress and disease, we present a computational model of this relationship. That is, drawing from allostatic load theory, we captured the link between work stress and disease in a set of mathematical formulas. With simulation studies, we then examined our model’s ability to reproduce key findings from previous empirical research. Specifically, results from Study 1 suggested that our model could accurately reproduce established findings on daily fluctuations in cortisol levels (both on the group level and the individual level). Results from Study 2 suggested that our model could accurately reproduce established findings on the relationship between work stress and cardiovascular disease. Finally, results from Study 3 yielded new predictions about the relationship between workweek configurations (i.e., how working hours are distributed over days) and the subsequent development of disease. Together, our studies suggest a new, computational approach to studying the causal link between work stress and disease. We suggest that this approach is fruitful, as it aids the development of falsifiable theory, and as it opens up new ways of generating predictions about why and when work stress is (un)healthy. Public Library of Science 2022-02-16 /pmc/articles/PMC8849534/ /pubmed/35171964 http://dx.doi.org/10.1371/journal.pone.0263966 Text en © 2022 Benthem de Grave et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Benthem de Grave, Remco
Hasselman, Fred
Bijleveld, Erik
From work stress to disease: A computational model
title From work stress to disease: A computational model
title_full From work stress to disease: A computational model
title_fullStr From work stress to disease: A computational model
title_full_unstemmed From work stress to disease: A computational model
title_short From work stress to disease: A computational model
title_sort from work stress to disease: a computational model
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8849534/
https://www.ncbi.nlm.nih.gov/pubmed/35171964
http://dx.doi.org/10.1371/journal.pone.0263966
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