Article ; Online: Measuring and exploring mental health determinants: a closer look at co-residents' effect using a multilevel structural equations model.
BMC medical research methodology
2022 Volume 22, Issue 1, Page(s) 236
Abstract: Objective: Previous research has demonstrated that individual risk of mental illness is associated with individual, co-resident, and household risk factors. However, modelling the overall effect of these risk factors presents several methodological ... ...
Abstract | Objective: Previous research has demonstrated that individual risk of mental illness is associated with individual, co-resident, and household risk factors. However, modelling the overall effect of these risk factors presents several methodological challenges. In this study we apply a multilevel structural equation model (MSEM) to address some of these challenges and the impact of the different determinants when measuring mental health risk. Study design and setting: Two thousand, one hundred forty-three individuals aged 16 and over from 888 households were analysed based on the Household Survey for England-2014 dataset. We applied MSEM to simultaneously measure and identify psychiatric morbidity determinants while accounting for the dependency among individuals within the same household and the measurement errors. Results: Younger age, female gender, non-working status, headship of the household, having no close relationship with other people, having history of mental illness and obesity were all significant (p < 0.01) individual risk factors for psychiatric morbidity. A previous history of mental illness in the co-residents, living in a deprived household, and a lack of closeness in relationships among residents were also significant predictors. Model fit indices showed a very good model specification (CFI = 0.987, TLI = 0.980, RMSEA = 0.023, GFI = 0.992). Conclusion: Measuring and addressing mental health determinants should consider not only an individual's characteristics but also the co-residents and the households in which they live. |
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MeSH term(s) | England/epidemiology ; Family Characteristics ; Female ; Humans ; Mental Disorders/diagnosis ; Mental Disorders/epidemiology ; Mental Health ; Risk Factors |
Language | English |
Publishing date | 2022-08-31 |
Publishing country | England |
Document type | Journal Article ; Research Support, Non-U.S. Gov't |
ZDB-ID | 2041362-2 |
ISSN | 1471-2288 ; 1471-2288 |
ISSN (online) | 1471-2288 |
ISSN | 1471-2288 |
DOI | 10.1186/s12874-022-01711-9 |
Database | MEDical Literature Analysis and Retrieval System OnLINE |
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