ArticleBMC public health2023
Social vulnerability indices: a scoping review.
Article in BMC public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 98 papers, 5 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
98 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- Exploring Determinants of Community Flood Resilience in Southeast Asia: A Systematic Review.International journal of environmental research and public health · 2026Pooled it
- Utility of the Social Vulnerability Index in Addressing Breast Cancer Disparities: A Meta-Analysis.Journal of surgical oncology · 2025Pooled it
- Social vulnerability indices for proactively identifying at-risk individuals in healthcare: a systematic review.European journal of public health · 2025Pooled it
- The effect of climate mitigation and adaptation policies on health and health inequalities: a systematic review.The Lancet. Planetary health · 2025Pooled it
- Social Vulnerability and Child Food Insecurity in Developed Countries: A Systematic Review.Advances in nutrition (Bethesda, Md.) · 2025Pooled it
- Socioeconomic Risk and Sleep Health Among Young Adults With Type 1 Diabetes.Western journal of nursing research · 2025Trial
- Reducing dropout rates in cardiac rehabilitation among cardiac patients in a vulnerable situation: systematic development and feasibility testing of the Heart Priority Programme.BMC health services research · 2024Trial
- Metabolic Dysfunction After Initiation of Androgen Receptor Pathway Inhibitors in Prostate Cancer.JAMA oncology · 2026Article
- Medical Debt and Advanced Cancer Stage at Diagnosis.JAMA network open · 2026Article
- Lasting effects of redlining: The association of historical redlining and cognitive function in older Black adults.Social science & medicine (1982) · 2026Article
- School nurse staffing: A key factor in enhancing school quality in Georgia.Nursing outlook · 2026Article
- HealthCare Complexity Index (HCIn): A Clinical Decision-Making Tool for Primary Care.Healthcare (Basel, Switzerland) · 2026Article
- Individual-level Social Vulnerability and Cognitive Function Among Older Adults in the United States National Health and Nutrition Examination Survey.medRxiv : the preprint server for health sciences · 2026Article
- Social vulnerability and psychological resources in aging: the role of index weighting and attrition bias.Aging clinical and experimental research · 2026Article
- Associations Between Community Social Vulnerability or Socioeconomic Deprivation and Respiratory Virus Infection in Decedents in a Large, Urban Medical Examiner's Office.Journal of racial and ethnic health disparities · 2026Article
- Associations Between Neighborhood Social Vulnerability and the Distribution of Rhinologists in the United States.Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery · 2026Article
- How Hazards Turn Into Disasters: Perspectives of Emergency Responders.Risk analysis : an official publication of the Society for Risk Analysis · 2026Article
- Article
- The child opportunity index and its association with resting and exercising blood pressure in children: a Chicago metro area pilot study.Preventive medicine reports · 2026Article
- California Healthy Places Index and COVID-19 hospitalization risk: a patient-level analysis.BMC public health · 2026Article
38 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
backgroundSocial vulnerability occurs when the disadvantage conveyed by poor social conditions determines the degree to which one's life and livelihood are at risk from a particular and identifiable event in health, nature, or society. A common way to estimate social vulnerability is through an index aggregating social factors. This scoping review broadly aimed to map the literature on social vulnerability indices. Our main objectives were to characterize social vulnerability indices, understand the composition of social vulnerability indices, and describe how these indices are utilized in the literature.
methodsA scoping review was conducted in six electronic databases to identify original research, published in English, French, Dutch, Spanish or Portuguese, and which addressed the development or use of a social vulnerability index (SVI). Titles, abstracts, and full texts were screened and assessed for eligibility. Data were extracted on the indices and simple descriptive statistics and counts were used to produce a narrative summary.
resultsIn total, 292 studies were included, of which 126 studies came from environmental, climate change or disaster planning fields of study and 156 studies were from the fields of health or medicine. The mean number of items per index was 19 (SD 10.5) and the most common source of data was from censuses. There were 122 distinct items in the composition of these indices, categorized into 29 domains. The top three domains included in the SVIs were: at risk populations (e.g., % older adults, children or dependents), education, and socioeconomic status. SVIs were used to predict outcomes in 47.9% of studies, and rate of Covid-19 infection or mortality was the most common outcome measured.
conclusionsWe provide an overview of SVIs in the literature up to December 2021, providing a novel summary of commonly used variables for social vulnerability indices. We also demonstrate that SVIs are commonly used in several fields of research, especially since 2010. Whether in the field of disaster planning, environmental science or health sciences, the SVIs are composed of similar items and domains. SVIs can be used to predict diverse outcomes, with implications for future use as tools in interdisciplinary collaborations.
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.