Fighting Fatality: Insight into British Columbia’s Sanctioning of Overdose Prevention Sites
Bibliographic record
Abstract
Due to the alarming rate of illicit drug toxicity deaths in British Columbia, a public health emergency was declared by Provincial Health Officer Dr. Perry Kendall on 14 April 2016. In response to the unsanctioned supervised consumption sites opened by concerned community members, and following the advice of Dr. Perry Kendall, Health Minister Terry Lake enacted a Ministerial Order in December 2016 to rapidly sanction overdose prevention sites. The Ministerial Order allowed regional health authorities the opportunity to provide overdose prevention services as necessary on an emergency basis for the duration of the public health emergency. The emergency sanctioning of overdose prevention sites enabled the BC government to take swift action to address the crisis while completing the lengthy and onerous application process for more permanent supervised consumption sites. The Ministerial Order allowed overdose prevention sites to operate without a strategic plan and prior community consultation. In May 2017, Parliament adopted Bill C-37, accepting a more streamlined application process for supervised consumption sites. Overdose prevention sites are an integral part of a multi-faceted solution to the opioid crisis, however, evaluation of the cost benefits and data reflecting the impact on first responders is wanting.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".