Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Benny, Claire, Yamamoto, Shelby, McDonald, Sheila, Chari, Radha, Pabayo, Roman
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
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
_version_ 1784684967483146240
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
work_keys_str_mv AT bennyclaire modellingmaternaldepressionanagentbasedmodeltoexaminethecomplexrelationshipbetweenrelativeincomeanddepression
AT yamamotoshelby modellingmaternaldepressionanagentbasedmodeltoexaminethecomplexrelationshipbetweenrelativeincomeanddepression
AT mcdonaldsheila modellingmaternaldepressionanagentbasedmodeltoexaminethecomplexrelationshipbetweenrelativeincomeanddepression
AT chariradha modellingmaternaldepressionanagentbasedmodeltoexaminethecomplexrelationshipbetweenrelativeincomeanddepression
AT pabayoroman modellingmaternaldepressionanagentbasedmodeltoexaminethecomplexrelationshipbetweenrelativeincomeanddepression