ArticleDrug and alcohol dependence2020
Validation of secondary data sources for enumerating marijuana dispensaries in a state commercializing marijuana.
Article in Drug and alcohol dependence, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
What it found
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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
15 citing papers in PubMed.
- Trends in Cannabis Retailer Density and Proximity to Pregnant Individuals in California, 2018-2024.American journal of preventive medicine · 2026Article
- Cannabis dispensary exposure and smoked, vaped and edible cannabis use among young adults: Comparison of web-scraped and government-maintained registries.Addiction (Abingdon, England) · 2026Article
- Evaluating the Use of Google Street View to Visually Verify the Locations of Cannabis Retailers in the United States Extracted from Websites, 2015-2018.Applied spatial analysis and policy · 2026Article
- Development and evaluation of a method to compile a national list of cannabis dispensaries.Drug and alcohol dependence · 2025Article
- Exploratory analysis of United States-based cannabis product health benefit claims on online marketplaces.Addiction (Abingdon, England) · 2025Article
- Interactive associations of cannabis and alcohol outlet densities with assault injuries in California: a spatiotemporal analysis.American journal of epidemiology · 2025Article
- Multilevel determinants of cannabis prices in legal markets: Evidence from products sold in nearly 4000 cannabis dispensaries in the United States.The International journal on drug policy · 2025Article
- Commentary on Han & Shi: The presence of recreational cannabis dispensaries and storefront marketing activities in residential neighborhoods-recent evidence for associations with individual cannabis use.Addiction (Abingdon, England) · 2023Article
- Associations of recreational cannabis dispensaries' availability, storefront signage and health benefit signs with cannabis use: findings from a representative adult sample in California, United States.Addiction (Abingdon, England) · 2023Article
- Using Online Crowdsourced Data to Measure the Availability of Cannabis Home Delivery: A Pilot Study.Journal of studies on alcohol and drugs · 2023Article
- Accuracy Differences in Cannabis Retailer Information Ascertained from Webservices and Government-Maintained State Registries Across US States Legalizing the Sale of Cannabis in 2019.Cannabis (Albuquerque, N.M.) · 2023Article
- A Spatiotemporal Analysis of the Association of California City and County Cannabis Policies with Cannabis Outlet Densities.Epidemiology (Cambridge, Mass.) · 2022Article
- Association of Tetrahydrocannabinol Content and Price in Herbal Cannabis Products Offered by Dispensaries in California: A Purview of Consumers/Patients.Frontiers in public health · 2022Article
- Assessment of Recreational Cannabis Dispensaries' Compliance With Underage Access and Marketing Restrictions in California.JAMA pediatrics · 2021Article
- Home delivery of legal intoxicants in the age of COVID-19.Addiction (Abingdon, England) · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
objectivesTo assess 1) the validity of online crowdsourcing platforms in enumerating licensed brick-and-mortar marijuana dispensaries and 2) the validity of state licensing directory and online crowdsourcing platforms in enumerating active brick-and-mortar marijuana dispensaries in California.
methodsWe obtained business lists from California Bureau of Cannabis Control (BCC) licensing directory and three online crowdsourcing platforms (Weedmaps, Leafly, and Yelp) in May 2019. Calls were made to verify street address, operation status, dispensary category (recreational-only, medical-only, recreational & medical), and presence of storefronts in May-July 2019. Validity measures, including sensitivity, specificity, positive predictive value, and negative predictive value, were calculated when applicable.
resultsIn identifying licensed dispensaries in BCC, Leafly had the highest sensitivity (.66) and Yelp had the highest specificity (.87). The dispensary category posted on online crowdsourcing platforms in over 25 % licensed dispensaries and the dispensary category claimed in call verification in over 10 % licensed dispensaries disagreed with the approved category in BCC. There were 2121 businesses combined from BCC and online crowdsourcing platforms, among which 826 were verified to be active brick-and-mortar dispensaries. Weedmaps had the highest sensitivity (.80) and Yelp had the highest negative predictive value (.74) in identifying verified dispensaries. Weedmaps overall had the highest sensitivity in all three dispensary categories. Weedmaps had the highest sensitivity in more populated counties whereas BCC had the highest sensitivity in less populated counties.
conclusionsEach secondary data source has strengths and limitations. The findings inform surveillance and research regarding how to best strategize data use when resources are limited.
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Registered trials
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