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Record W7002416310

Navigating Conservative Drug Policy in Ontario's Safe Consumption Sites: A Critical Investigation of Harm Reduction Policy and Practice

2022· dissertation· en· W7002416310 on OpenAlexaboutno aff

Bibliographic record

VenueUVic’s Research and Learning Repository (University of Victoria) · 2022
Typedissertation
Languageen
FieldMedicine
TopicHIV, Drug Use, Sexual Risk
Canadian institutionsnot available
Fundersnot available
KeywordsHarm reductionHarmConsumption (sociology)Health policySocial policyMainstreamPublic policyDiscretion
DOInot available

Abstract

fetched live from OpenAlex

As harm reduction is increasingly integrated into social and health services and programs, it is essential to recognize the tension between healthcare provided by mainstream institutions and the values of harm reduction. Based on ten interviews with frontline staff who work at safe consumption sites in Ontario, Canada, I explore the challenges of providing harm reduction services under the 2018 Progressive Conservative Government’s Consumption Treatment Service (CTS) reform. My study interrogates the sociopolitical assumptions about drugs and drug use within the CTS policy and examines practices of micro-policy implementation by frontline staff. I characterize` harm reduction as an ontological expression rooted in the lived experience of drug use that places value on relationships and depathologizing drug use. I ask how frontline staff respond to the CTS policy if it changes their understanding and practice of harm reduction and how the policy is accommodated, refused, and disrupted? To answer these guiding questions, I turn my attention to investigating Policy Navigation Practices (PNP) which I define as the creative discretion staff use to balance policy implementation in their encounters with guests. I apply critical medical anthropology theory and methodology to analyze public health policy and services for people who use drugs. This research illuminates the gulf between the lived experience of drug use and the Ontario provincial government’s response to the overdose crisis. I prioritize how networks of care emerge in relation to and are embedded into, sociopolitical contexts that force these practices of care into existence. I situate Safe Consumption Sites (SCS) under the CTS policy as a microcosm of two conflicting worldviews about substance use, ideas of health, and forms of care. The findings advance our understanding of policy implementation practices in SCS and harm reduction as a form of care.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.021
metaresearch head score (Gemma)0.027
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.269
Threshold uncertainty score0.848

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0210.027
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.005
Science and technology studies0.0710.095
Scholarly communication0.0150.007
Open science0.0050.011
Research integrity0.0050.008
Insufficient payload (model declined to judge)0.0020.000

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 head0.073
GPT teacher head0.402
Teacher spread0.330 · 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 source (direct Gemma or distilled Codex), 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
Published2022
Admission routes1
Has abstractyes

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