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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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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. |
format | Online Article Text |
id | pubmed-8849534 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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