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Record W4412522742 · doi:10.1186/s12954-025-01276-y

Characterizing changes to harm reduction site operations in British Columbia following the implementation of the decriminalization of drugs: Findings from a provincial survey

2025· article· en· W4412522742 on OpenAlexafffundabout
Farihah Ali, Cayley Russell, Justine Law, Sameer Imtiaz, Juls Budau, Rita Shahin, Laura MacKinnon, Sean Patenaude, Jessica Xavier, Jürgen Rehm

Bibliographic record

VenueHarm Reduction Journal · 2025
Typearticle
Languageen
FieldMedicine
TopicHIV, Drug Use, Sexual Risk
Canadian institutionsCanada Research ChairsUniversity of TorontoPacific Insight Electronics (Canada)BC Centre for Disease ControlPublic Health OntarioUniversity of British ColumbiaSheridan CollegeCanadian Centre on Substance Use and AddictionToronto Public HealthCentre for Addiction and Mental Health
FundersCanadian Institutes of Health Research
KeywordsDecriminalizationStaffingHarm reductionMedicineDemographicsService (business)Environmental healthBusinessPublic healthDemographyPsychologyNursingCriminologyMarketingSociology

Abstract

fetched live from OpenAlex

BACKGROUND: In January 2023, British Columbia (BC), Canada, piloted a three-year decriminalization policy to address the escalating overdose crisis. The policy seeks to reduce stigma and the fear of criminal prosecution, and foster a safer and more supportive environment, encouraging greater utilization of treatment and harm reduction (HR) services among people who use drugs. There are limited data on the operational characteristics of HR sites in BC, which are essential for monitoring how decriminalization may influence service operations and utilization. This study aimed to characterize HR site operations in BC and assess any operational changes following decriminalization. METHODS: A cross-sectional, online self-report survey was distributed to HR sites across BC between March and April 2024. The survey was completed by a site representative, and survey questions focused on client demographics and drug use patterns, service uptake and capacity, resource and staffing demands, police activity near sites, and the availability of HR services. Changes pre-and post-decriminalization were analyzed descriptively to identify trends. RESULTS: A total of 33 HR sites completed the survey. Almost a third (30%) of sites reported an increase in client's post-decriminalization, and 18% indicated plans to expand or modify services to meet the increasing demand. However, challenges related to staffing and resources were highlighted, with 45% of sites reporting increased staffing demands post-decriminalization, and 33% noting changes to resource needs, most of which increased. Five sites reported an increase in annual operating budgets. Nearly half (43%) of sites that experienced police activity around their site reported increased police activity post-decriminalization. Moreover, approximately one-fifth (21%) of sites received formal decriminalization training. CONCLUSIONS: HR sites have experienced an increase in client engagement post-decriminalization, reporting challenges related to site capacity and funding, and emphasizing the need for additional investments to support and expand HR services. Consideration should be given to needs-based planning and providing decriminalization training to HR staff. Moreover, steps are necessary to address the continued police presence near sites, which may hinder service uptake and perpetuate stigma. Addressing these gaps is critical for improving health system engagement for people who use drugs and achieving the goals of decriminalization.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.686
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.037
GPT teacher head0.350
Teacher spread0.313 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations5
Published2025
Admission routes3
Has abstractyes

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