Inyección supervisada en Vancouver: entre una batalla legal y una cuestión humanitaria
Bibliographic record
Abstract
Located in Vancouver, British Columbia, Insite was the first supervised injection facility in North America. The story behind Insite is comprised of a complex and interconnected series of events that led to the necessity to establish this center in 2003 as a respond to injection drug-related issues in Downtown Eastside. Despite the initial cooperation between the local and federal governments to set up Insite, it has recently faced a legal battle to remain open. Finally, last year the Supreme Court of Canada unanimously ruled in its favour stating that not allowing the clinic to operate under an exemption from drug laws would be a violation of the Charter of Rights and Freedoms. The aim of this article is to link the legal case with the local context and activism out of which the legal argument sprang, highlighting how important the social and economic background turned out to be for the final judicial decision
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.038 | 0.013 |
| Scholarly communication | 0.008 | 0.001 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.004 | 0.007 |
| Insufficient payload (model declined to judge) | 0.006 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".