Evidence map›Paper›PMID 41913813›Full record

ArticleApplied spatial analysis and policy2026

Evaluating the Use of Google Street View to Visually Verify the Locations of Cannabis Retailers in the United States Extracted from Websites, 2015-2018.

Danielle Haley, Magdalena Pankowska, Michael Williams, Hannah Cooper, Andrew Edmonds, Kyle Nameth, Matthew Mahlan, Yen-Tyng Chen

Abstract read
In one paragraph

Article in Applied spatial analysis and policy, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Danielle HaleySchool of Public Health, Boston University, Boston, United States.
Magdalena PankowskaNortheastern University, Boston, United States.
Michael WilliamsNortheastern University, Boston, United States.
Hannah CooperEmory University, Atlanta, United States.
Andrew EdmondsUniversity of North Carolina at Chapel Hill, Chapel Hill, United States.
Kyle NamethNortheastern University, Boston, United States.
Matthew MahlanNortheastern University, Boston, United States.
Yen-Tyng ChenRutgers, The State University of New Jersey, New Brunswick, United States.

Funding

Developing the evidence base for overdose policies: a multilevel analysis of NHBSR01DA046197 · NIDA · EMORY UNIVERSITY · PI COOPER, HANNAH LF · 2018 to 2022
$3.2M
Quantifying health policy impacts on substance use and treatment among women with and at risk for HIV: a longitudinal multilevel analysis using the Women's Interagency HIV StudyK01DA046307 · NIDA · NORTHEASTERN UNIVERSITY · PI HALEY, DANIELLE FRANCES · 2018 to 2022
$865k
NIDA NIH HHS K01 DA046307NIDA NIH HHS R01 DA046197
6 · The paper itself

Abstract

Our ability to advance public health and policy responses to cannabis legalization is limited by a lack of geographic data on cannabis retailers across states and over time. This study evaluated the feasibility and utility of using Google Street View (GSV) to: 1) visually verify cannabis retailers locations extracted from websites and (2) create a historical retailer list. We extracted and deduplicated cannabis retailer addresses from 6 websites advertising medical and adult use cannabis retailers across 13 US states in February 2019. We visually verified the locations of cannabis retailers in 2015, 2016, 2017 and 2018, summarizing results by state and year. We assessed proportions of verified retailers within and across the legislative period in which states first legalized medical cannabis (ballot [1996-1999], early [2000-2008], late [2009-2018]) using a Chi-square test. Of 1,739 retailers, 74% were visually verified at least one year between 2015 and 2018. Verification was ≥ 74% in all but California and Florida in 2018. Visual verification prior to 2017 was low, largely due to missing GSV images. Proportions of visually verified retailers varied between states legalizing medical cannabis in the ballot (

Indexed as

CannabisCannabis legislationCannabis retailGoogle street view

Identifiers

PMID41913813
PMCPMC13032938

What OpenQuestion holds

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Registered trials

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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.