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Modelling Maternal Depression: An Agent-Based Model to Examine the Complex Relationship between Relative Income and Depression
Depression is a major public health concern among expectant mothers in Canada. Income inequality has been linked to depression, so interventions for reducing income inequality may reduce the prevalence of maternal depression. The current study aims to simulate the effects of government transfers and...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8998540/ https://www.ncbi.nlm.nih.gov/pubmed/35409890 http://dx.doi.org/10.3390/ijerph19074208 |
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author | Benny, Claire Yamamoto, Shelby McDonald, Sheila Chari, Radha Pabayo, Roman |
author_facet | Benny, Claire Yamamoto, Shelby McDonald, Sheila Chari, Radha Pabayo, Roman |
author_sort | Benny, Claire |
collection | PubMed |
description | Depression is a major public health concern among expectant mothers in Canada. Income inequality has been linked to depression, so interventions for reducing income inequality may reduce the prevalence of maternal depression. The current study aims to simulate the effects of government transfers and increases to minimum wage on depression in mothers. We used agent-based modelling techniques to identify the predicted effects of income inequality reducing programs on maternal depression. Model parameters were identified using the All Our Families cohort dataset and the existing literature. The mean age of our sample was 30 years. The sample was also predominantly white (78.6%) and had at least some post-secondary education (89.1%). When income was increased by just simulating an increase in minimum wage, the proportion of depressed mothers decreased by 2.9% (p < 0.005). Likewise, simulating the Canada Child Benefit resulted in a 5.0% decrease in the prevalence of depression (p < 0.001) and Ontario’s Universal Basic Income pilot project resulted in a simulated 5.6% decrease in the prevalence of depression (p < 0.001). We also assessed simulated changes to the mother’s social networks. Progressive income policies and increasing social networks are predicted to decrease the probability of depression. |
format | Online Article Text |
id | pubmed-8998540 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-89985402022-04-12 Modelling Maternal Depression: An Agent-Based Model to Examine the Complex Relationship between Relative Income and Depression Benny, Claire Yamamoto, Shelby McDonald, Sheila Chari, Radha Pabayo, Roman Int J Environ Res Public Health Article Depression is a major public health concern among expectant mothers in Canada. Income inequality has been linked to depression, so interventions for reducing income inequality may reduce the prevalence of maternal depression. The current study aims to simulate the effects of government transfers and increases to minimum wage on depression in mothers. We used agent-based modelling techniques to identify the predicted effects of income inequality reducing programs on maternal depression. Model parameters were identified using the All Our Families cohort dataset and the existing literature. The mean age of our sample was 30 years. The sample was also predominantly white (78.6%) and had at least some post-secondary education (89.1%). When income was increased by just simulating an increase in minimum wage, the proportion of depressed mothers decreased by 2.9% (p < 0.005). Likewise, simulating the Canada Child Benefit resulted in a 5.0% decrease in the prevalence of depression (p < 0.001) and Ontario’s Universal Basic Income pilot project resulted in a simulated 5.6% decrease in the prevalence of depression (p < 0.001). We also assessed simulated changes to the mother’s social networks. Progressive income policies and increasing social networks are predicted to decrease the probability of depression. MDPI 2022-04-01 /pmc/articles/PMC8998540/ /pubmed/35409890 http://dx.doi.org/10.3390/ijerph19074208 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Benny, Claire Yamamoto, Shelby McDonald, Sheila Chari, Radha Pabayo, Roman Modelling Maternal Depression: An Agent-Based Model to Examine the Complex Relationship between Relative Income and Depression |
title | Modelling Maternal Depression: An Agent-Based Model to Examine the Complex Relationship between Relative Income and Depression |
title_full | Modelling Maternal Depression: An Agent-Based Model to Examine the Complex Relationship between Relative Income and Depression |
title_fullStr | Modelling Maternal Depression: An Agent-Based Model to Examine the Complex Relationship between Relative Income and Depression |
title_full_unstemmed | Modelling Maternal Depression: An Agent-Based Model to Examine the Complex Relationship between Relative Income and Depression |
title_short | Modelling Maternal Depression: An Agent-Based Model to Examine the Complex Relationship between Relative Income and Depression |
title_sort | modelling maternal depression: an agent-based model to examine the complex relationship between relative income and depression |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8998540/ https://www.ncbi.nlm.nih.gov/pubmed/35409890 http://dx.doi.org/10.3390/ijerph19074208 |
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