ArticlePloS one2024
A standard procedure for constructing a multi-level social vulnerability index using CLSA and SOS data as working examples.
Article in PloS one, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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Who cites it
5 citing papers in PubMed.
- Sino-Canadian Healthy Life Trajectories Initiative in China: an economic evaluation protocol.BMJ open · 2026Article
- Frailty modulates the predictive value of performance status in older adults living with cancer.Aging clinical and experimental research · 2025Article
- Changes in frailty predict social vulnerability among home care clients living in the community followed for ten years.The Journal of frailty & aging · 2025Article
- Community Vulnerability: Measuring the Health Situation of a Population After COVID-19 Through Electronic Health Record Indicators.Healthcare (Basel, Switzerland) · 2025Article
- Neonatal birth trauma: identifying new risk factors and short-term outcomes.Frontiers in pediatrics · 2025Article
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7 authors.
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Abstract
backgroundThe construct of social vulnerability attempts to understand social circumstances not merely as a descriptor, but as a predictor of adverse health events. It can be measured by aggregating social deficits in a social vulnerability index (SVI). We describe a standard procedure for constructing a multi-level SVI using two working examples.
methodsFirst, we describe a six-step approach to constructing a SVI. Then, we conducted a secondary analysis of a clinical dataset (Canadian Immunization Research Network's Serious Outcomes Surveillance Network (SOS)) and a population-based dataset (Canadian Longitudinal Study on Aging (CLSA)). In both datasets, we construct SVIs, use descriptive statistics to report distributions by age and sex, and perform a multivariable linear regression of social vulnerability on frailty.
resultsProcedures for drafting a list of candidate social items, selecting deficits for inclusion, and screening deficits to meet inclusion criteria were applied to yield a 18-deficit SVI for the SOS and 74-deficit SVI for the CLSA. Deficits in each SVI were re-scored between 0 and 1, where 1 indicates the greater risk. Finally, the sum of all deficits is calculated into an index. In the SOS, SVI was associated with age only for females and was weakly associated with frailty (r = 0.26, p<0.001). In the CLSA, SVI was associated with age for both sexes and moderately associated with frailty (r = 0.41, p<0.001).
conclusionWe present a standard method of constructing a SVI by incorporating factors from multiple social domains and levels in a social-ecological model. This SVI can be used to improve our understanding of social vulnerability and its impacts on the health of communities and individuals.
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