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Record W2045396715 · doi:10.1186/1477-7517-9-34

Canada’s highest court unchains injection drug users; implications for harm reduction as standard of healthcare

2012· editorial· en· W2045396715 on OpenAlexaffabout
Dan Small

Bibliographic record

VenueHarm Reduction Journal · 2012
Typeeditorial
Languageen
FieldMedicine
TopicHIV, Drug Use, Sexual Risk
Canadian institutionsVancouver Native Health SocietyPHS Community Services Society
Fundersnot available
KeywordsHarm reductionCharterSupreme courtHealth careGovernment (linguistics)LawPolitical sciencePublic healthPublic administrationPublic relationsMedicineNursing

Abstract

fetched live from OpenAlex

North America's only supervised injection facility, Insite, opened its doors in September of 2003 with a federal exemption as a three-year scientific study. The results of the study, evaluated by an independent research team, showed it to be successful in engaging the target group in healthcare, preventing overdose death and HIV infections while increasing uptake and retention in detox and treatment. The research, published in peer-reviewed medical and scientific journals, also showed that the program did not increase public disorder, crime or drug use. Despite the substantial evidence showing the effectiveness of the program, the future of Insite came under threat with the election of a conservative federal government in 2006. As a result, the PHS Community Services Society (PHS), the non-profit organization that operates Insite, launched a legal case to protect the program. On 30 September 2011, Supreme Court of Canada ruled in favour of Insite and underscored the rights of people with addictions to the security of their person under section 7 of the Charter of Rights and Freedoms (Charter of Rights). The decision clears the ground for other jurisdictions in Canada, and perhaps North America, to implement supervised injection and harm reduction where it is epidemiologically indicated. The legal case validates the personhood of people with addictions while metaphorically unchaining them from the criminal justice system.

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)0.008
metaresearch head score (Gemma)0.035
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.962
Threshold uncertainty score0.748

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.035
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0040.003
Science and technology studies0.0130.015
Scholarly communication0.0120.005
Open science0.0060.002
Research integrity0.0550.040
Insufficient payload (model declined to judge)0.0060.003

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 head0.040
GPT teacher head0.367
Teacher spread0.327 · 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 designNot applicable
Domainnot available
GenreEditorial

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

Citations28
Published2012
Admission routes2
Has abstractyes

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