ArticleSocial psychiatry and psychiatric epidemiology2019
Development of the Australian neighborhood social fragmentation index and its association with spatial variation in depression across communities.
Article in Social psychiatry and psychiatric epidemiology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 28 citations in OpenAlex.
- The spatial analysis of multimorbidity in Thai Cohort Study.Archives of public health = Archives belges de sante publique · 2025Article
- The role of childhood social fragmentation and perceived discrimination on maladaptive core schemas later in life among young adults at clinical high risk for psychosis and healthy comparisons.Schizophrenia research · 2025Article
- Spatial Analysis of patterns of Multimorbidity in the Thai Cohort Study Using Latent Class Analysis.Journal of epidemiology and global health · 2025Article
- Neighborhood context, genetic influences, and life satisfaction: Evidence from the German twin family panel.PloS one · 2025Article
- Urban-Rural Differences in Schizophrenia Risk: Multilevel Survival Analyses of Individual- and Neighborhood-Level Indicators, Urbanicity and Population Density in a Danish National Cohort Study.Schizophrenia bulletin open · 2022Article
- Using Geospatial Analysis to Inform Development of a Place-Based Integrated Care Initiative: The Healthy Homes and Neighbourhoods Experience.International journal of integrated care · 2021Article
- A Semiautomated Classification System for Producing Service Directories in Social and Health Care (DESDE-AND): Maturity Assessment Study.Journal of medical Internet research · 2021Article
- Article
- What Is Rural Adversity, How Does It Affect Wellbeing and What Are the Implications for Action?International journal of environmental research and public health · 2020Article
Corrections and comments
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Authors and funding
7 authors at 3 institutions in 2 countries.
Funding
Abstract
purposeWe know little about how community structures influence the risk of common mental illnesses. This study presents a new way to establish links between depression and social fragmentation, thereby identifying pathways to better target mental health services and prevention programs to the right people in the right place.
methodA principal components analysis (PCA) was conducted to develop the proposed Australian neighborhood social fragmentation index (ANSFI). General practice clinical data were used to identify cases of diagnosed depression. The association between ANSFI and depression was explored using multilevel logistic regression. Spatial hot spots (clusters) of depression prevalence and social fragmentation at the statistical area level 1 (SA1) were examined.
resultsTwo components of social fragmentation emerged, reflecting fragmentation related to family structure and mobility. Individuals treated for depression in primary care were more likely to live in neighborhoods with lower socioeconomic status and with higher social fragmentation related to family structure. A 1-SD increase in social fragmentation was associated with a 16% higher depression prevalence (95% CI 11%, 20%). However, the association attenuated with adjustment for neighborhood socio-economic status. Considerable spatial variation in social fragmentation and depression patterns across communities was observed.
conclusionsDeveloping a social fragmentation index for the first time in Australia at a small area level generates a new line of knowledge on the impact of community structures on health risks. Findings may extend our understanding of the mechanisms that drive geographical variation in the incidence of common mental disorders and mental health care.
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