Time to act: Early experience suggests stabilization care offers a feasible approach for adolescents after acute life-threatening opioid toxicity
Bibliographic record
Abstract
British Columbia is the epicentre of the opioid crisis in North America. Illicit drug toxicity is now one of the top 3 causes of death for adolescents in British Columbia. Evidence informed treatment is available but adolescents rarely receive it. Non-fatal toxicity can provide an opportunity to intervene. Since 2018, paediatricians in British Columbia have been offering admission, involuntary if necessary, to adolescents presenting to hospital after a life-threatening illicit drug toxicity. This brief stay, termed "stabilization care," offers medical and psychiatric assessments, withdrawal management and initiation of opioid agonist therapy and discharge planning. Hospital policies, procedures and protocols were revised to support the unique needs of this population. Early experience with 17 adolescents shows relatively high attachment to treatment services and opioid agonist treatment, suggesting that paediatric interdisciplinary teams, working strategically, can improve care for adolescents in the face of the opioid epidemic.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".