The British Columbia Drug Overdose and Alert Partnership: Interpreting and sharing timely illicit drug information to reduce harms
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Illicit drug overdose is a public health issue that leads to significant morbidity and mortality. In order to reduce the harm associated with substance use, emergent issues related to substances and substance use must be addressed in a timely manner, which requires inter-sectoral collaboration. We describe the British Columbia Drug Overdose and Alert Partnership, an innovative collaborative model of stakeholders who work in prevention, harm reduction, treatment and enforcement related to psychoactive substance use. We describe the formation, purpose, stakeholders, and operation of the partnership and resultant public health surveillance system. We use the example of fentanyl-associated overdoses and deaths to describe the attributes that make the system effective. These include timeliness, flexibility, acceptability and costs. This model of inter-sectoral collaboration and surveillance can be applied to other organizations involved in assessing and responding to drug-related harms.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it