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Record W4409564692 · doi:10.1186/s12954-025-01217-9

Facilitating access to supervised smoking facilities: a qualitative study

2025· article· en· W4409564692 on OpenAlexafffundabout
Courteney Wettemann, Jeffrey Morgan, Tara Taylor, Scott Maxwell, Lindsey Richardson, Seonaid Nolan, Jenna van Draanen

Bibliographic record

VenueHarm Reduction Journal · 2025
Typearticle
Languageen
FieldMedicine
TopicSmoking Behavior and Cessation
Canadian institutionsBritish Columbia Centre on Substance UseUniversity of British Columbia
FundersCanadian Institutes of Health ResearchCanada Research ChairsMichael Smith Health Research BC
KeywordsQualitative researchHarm reductionHealth psychologyPublic healthParticipatory action researchMedical educationPublic relationsMedicinePsychologyNursingSociologyPolitical science

Abstract

fetched live from OpenAlex

INTRODUCTION: The implementation of supervised smoking facilities (SSFs) as a harm reduction intervention has public health benefits for people who inhale drugs, but there are significant knowledge gaps surrounding the perspectives of SSF visitors and staff on their implementation and accessibility. We conducted this study to learn about their perspectives on barriers and facilitators to accessibility at SSFs. METHODS: The study used a community-based participatory research study design. PWUD and SSF leadership were involved in all phases of the research project as members of the research team. Between June 2021 and April 2022, we conducted 10 qualitative semi-structured interviews with peer workers and stakeholders at an SSF in Vancouver, Canada to examine perspectives on how to facilitate accessibility for visitors. Interviews were analyzed using an abductive analytic approach, themes were defined and organized collaboratively by the research team. RESULTS: Peer workers and SSF leadership interviewed in the study described aspects of the SSF that contributed to a low-barrier service model and resulted in greater accessibility for visitors, including: (1) non-punitive approaches to interpersonal challenges, (2) anonymity and privacy, (3) peer involvement, and (4) physical environment. Limitations to access were also described and included: (1) age restrictions, (2) geographical location and (3) infrequent, temporary bars for certain behaviors. DISCUSSION: Findings from this study identified many dimensions of the low-barrier SSF service model and site design that may contribute to greater accessibility for SSF visitors. Findings from this study could be used to inform the scale-up and implementation of SSFs as a harm reduction approach to reducing mortality and other negative outcomes related to the current drug toxicity crisis.

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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.039
Threshold uncertainty score0.634

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)0.0010.000

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 head0.104
GPT teacher head0.436
Teacher spread0.332 · 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 designQualitative
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

Citations0
Published2025
Admission routes3
Has abstractyes

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