ArticleNicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco2026
Assessing Social Vulnerability and FDA Tobacco Retailer Compliance Inspections and Violations in Los Angeles County, CA (2021-2023).
Article in Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
Abstract
introductionTobacco control policies aim to limit access, reduce initiation, and mitigate tobacco-related harms, particularly among youth. However, the effectiveness of these policies relies on consistent enforcement to ensure widespread compliance and achieve their intended public health impacts. Socioeconomic vulnerability and neighborhood characteristics have been shown to influence retailer compliance, although existing studies often primarily focus on compliance violations instead of inspections. This study uses Los Angeles (LA) County, California to explore the associations between compliance inspections, violations, and neighborhood social vulnerability.
methodsWe identified inspection and violation data from the Food and Drug Administration (FDA) Tobacco Compliance Check Outcomes database for Los Angeles County, CA (January 1, 2021 to December 31, 2023) and linked these data to census tract level data from the 2022 Centers for Disease Control and Prevention Social Vulnerability Index (SVI). All analyses were conducted at the census-tract level, with separate multivariable models adjusted for tobacco retailer density, and used to examine the relationship between inspections, violations, and neighborhood social vulnerability.
findingsNeighborhood-level social vulnerability significantly predicted the likelihood of tobacco retailer inspections, but not violations. Census tracts with greater socioeconomic vulnerability and housing vulnerability had higher odds of inspections, while census tracts with higher proportions of racial/ethnic minority residents were less likely to undergo compliance inspections.
conclusionThe uneven distribution of FDA compliance inspection efforts in socially vulnerable neighborhoods highlights systemic inequities. The results underscore the importance of utilizing equitable enforcement frameworks that leverage tools like SVI to pinpoint high-need areas, optimize resource allocation, and support comprehensive tobacco policy implementation. IMPLICATIONS: This study reveals disparities in Food and Drug Administration compliance inspections with a concentration of inspections identified in socioeconomically vulnerable areas and gaps in predominantly racial/ethnic minority communities. No direct link was found between social vulnerability and violations, suggesting heightened retailer compliance may stem from successful outreach, past regulatory scrutiny, or other factors. Leveraging the Centers for Disease Control and Prevention Social Vulnerability Index can strengthen tobacco control enforcement in high-need areas, ensuring inspections are more equitable and targeted where enforcement gaps and tobacco access remain most pronounced.
Indexed as
Identifiers
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.