Evidence map›Paper›PMID 38331901›Full record

ArticleJournal of cannabis research2024

Examining attributes of retailers that influence where cannabis is purchased: a discrete choice experiment.

Jennifer R Donnan, Molly Downey, Karissa Johnston, Maisam Najafizada, Lisa D Bishop

Open access · goldAbstract read
In one paragraph

Article in Journal of cannabis research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
4.0field-weighted citation impact, top 7% of its field
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

3 citing papers in PubMed, 9 citations in OpenAlex.

  1. Developing an online cannabis store paradigm for Cannabis Regulatory Science.medRxiv : the preprint server for health sciences · 2025
    Article
  2. Article
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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

5 authors at 1 institution in 1 country.

Jennifer R DonnanSchool of Pharmacy, Memorial University of Newfoundland School of Pharmacy, 300 Prince Phillip Drive St. John's, NL, A1B 3V6, St. John's, Canada. Jennifer.donnan@mun.ca.ORCID http://orcid.org/0000-0002-2908-0804
Molly DowneyFaculty of Science, Department of Psychology, Memorial University, St. John's, NL, Canada.
Karissa JohnstonSchool of Pharmacy, Memorial University of Newfoundland School of Pharmacy, 300 Prince Phillip Drive St. John's, NL, A1B 3V6, St. John's, Canada.
Maisam NajafizadaFaculty of Medicine, Memorial University of Newfoundland, St. John's, Canada.
Lisa D BishopSchool of Pharmacy, Memorial University of Newfoundland School of Pharmacy, 300 Prince Phillip Drive St. John's, NL, A1B 3V6, St. John's, Canada.
Memorial University of Newfoundland · CA

Funding

CIHR Grant No. 201910CPV - 429120
6 · The paper itself

Abstract

backgroundWith the legalization of cannabis in Canada, consumers are presented with numerous purchase options. Licensed retailers are limited by the Cannabis Act and provincial regulations with respect to offering sales, advertising, location, maximum quantities, and information sharing in an effort to protect public health and safety. The degree these policies influence consumer purchase behavior will help inform regulatory refinement.

methodsA discrete choice experiment within a cross-sectional online survey was used to explore trade-offs consumers make when deciding where to purchase cannabis. Attributes included availability of sales/discounts, proximity, product information, customer service, product variety, and provincial regulation. Participants ≥ 19 years old who lived in Canada and purchased cannabis in the previous 12 months were recruited through an online market research survey panel. A multinomial logit (MNL) model was used for the base model, and latent class analysis was used to assess preference sub-groups. Key limitations included ordering effect, hypothetical bias, and framing effect.

resultsThe survey was completed by 1626 people, and the base model showed that customer service carried the most weight in purchase decisions, followed by proximity and availability of sales and discounts. There was considerable heterogeneity in preference patterns, with a five-group latent class model demonstrating best fit. Only one group (15% of sample) placed a high value on the store being provincially regulated, while three groups were willing to make a trade-off with regulation to access better customer service, product information, or closer proximity. One group preferred non-regulated sources (24% of sample); this group was also primarily driven by the availability of sales and discounts. Three groups (60.5% of sample) preferred online stores.

conclusionThis study highlighted that there exists significant diversity with respect to the influence of consumer experiences on cannabis purchase behaviors. Modifications to cannabis retail regulations that focus on improving access to product information as well as reviewing limitations on sales and discounts could have the most impact for shifting customers to licensed retailers.

Indexed as

CannabisCannabis retailerConsumer preferencesDiscrete choice experiment

Identifiers

PMID38331901
PMCPMC10851494
OpenAlexW4391651697

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.