“The Box Has Become an Indispensable Part of My Life”: A Case Study of Victoria Cannabis Buyers Club and its Consumption Space
Bibliographic record
Abstract
Community-based models of cannabis cultivation, distribution, and consumption—such as cannabis clubs—have been documented across Europe, North America, South America, and New Zealand since the 1990s. For the most part, these models have a history of operating outside existing legislation and regulations. Jurisdictions that have legalized cannabis have approached community-based models in opposite ways (eliminate vs. regulate). Canada legalizing cannabis has resulted in more stringent enforcement and concerted efforts to close these models despite documented health and social benefits. This paper presents a case study of the Victoria Cannabis Buyers Club (VCBC) and its consumption space—The Box. We conducted a survey of VCBC members to explore four domains: demographics, cannabis consumption, access to and use of The Box, and the impact of its temporary closure due to COVID-19. From the survey data ( n = 104), descriptive statistics were generated and three conceptual avenues were identified. The majority of respondents were 40 years old and older and identified as White (European descent) cisgendered men and women. The majority reported an income of $40,000 or less and a housing status that prevented them from smoking. Close to 75% of our sample consumed cannabis multidaily for therapeutic purposes primarily, but also for a mix of recreation, social, spiritual, and traditional healing purposes. Smoking was the preferred mode of consumption. Respondents accessed The Box daily or weekly. Reasons and benefits for using The Box fell into three categories: public health, harm reduction, and wellness perspectives. Conceptually, we found that The Box acted as a therapeutic space and offered a much-needed consumption space for smokers. We also identified a need to unpack the concept of safety. Overall, the survey reinforces the need for an equity-informed approach to community-based models and cannabis consumption spaces in Canada.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.020 | 0.007 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".