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Record W2981722739 · doi:10.1016/j.drugpo.2019.09.019

‘It's our safe sanctuary’: Experiences of using an unsanctioned overdose prevention site in Toronto, Ontario

2019· article· en· W2981722739 on OpenAlexaffabout
Annie Foreman-Mackey, Ahmed M. Bayoumi, Miroslav Miskovic, Gillian Kolla, Carol Strıke

Bibliographic record

VenueInternational Journal of Drug Policy · 2019
Typearticle
Languageen
FieldMedicine
TopicHIV, Drug Use, Sexual Risk
Canadian institutionsSt. Michael's HospitalPublic Health OntarioUniversity of Toronto
Fundersnot available
KeywordsGrassrootsNegotiationThematic analysisService (business)Public relationsSocial workService providerSpace (punctuation)BusinessMedical emergencyMedicineInternet privacyQualitative researchSociologyPoliticsPolitical scienceMarketingComputer science

Abstract

fetched live from OpenAlex

BACKGROUND: Overdose prevention sites (OPSs) are spaces where people can consume drugs under the supervision of trained volunteers or staff and receive help in the event of an overdose. Unsanctioned OPSs are a grassroots response to the current opioid crisis in Canada. METHODS: We used rapid evaluation methods to study the experiences of 30 individuals accessing the smoking and injection services at the first unsanctioned OPS in Toronto, Ontario using semi-structured interviews. Data were analyzed using an applied thematic analysis approach to identify emergent themes related to service user experiences, characteristics of the risk environment, and recommended changes to the service model. RESULTS: The OPS represented a safe sanctuary and brought a sense of belonging to a community that often experiences discrimination. Valued aspects included: shelter; protection from violence; safety from overdoses; free equipment; information about health and social services; food and beverages; and socializing and connecting with others. Integrating peer workers in the design and delivery of services encouraged service users to visit the site. The OPS changed the risk environment by: providing access to the first supervised smoking service in Toronto; having few explicit rules and a communal approach to making new rules; allowing assisted injection, and negotiating with police to allow people to access the site with minimal contact. Service users noted the need to ensure a safe space for women and recommended extended hours of operation and moving to a more permanent space with heat and lighting for both smoking and injecting drugs. CONCLUSION: The unsanctioned OPS in Toronto served an important role in defining new, community-led, flexible responses to opioid overdose-related deaths at a time of markedly increasing mortality. Providing harm reduction services in diverse settings and expanding services to include smoking and assisted injection may increase access for marginalized people who use drugs.

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)0.000
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 score0.021
Threshold uncertainty score0.976

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.041
GPT teacher head0.409
Teacher spread0.368 · 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

Citations80
Published2019
Admission routes2
Has abstractyes

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