Rethinking legislative protection for youth with severe substance use disorders in Manitoba
Bibliographic record
Abstract
The Manitoba Youth Drug Stabilization (Support for Parents) Act provides for a brief period of commitment of youth with severe substance use disorder. The Act is intended to stabilize the youth and develop a treatment plan which the youth can voluntarily initiate after stabilization. However, the nature of substance use disorders and resultant short term and long-term effects excludes some youth from the protection intended by the Youth Drug Stabilization (Support for Parents) Act. This is because even after compulsory stabilization, they lack cognitive capacity to process the information necessary to make autonomous treatment decisions or voluntarily follow through on treatment plans, due to the severity of their condition. This research paper argues that the Youth Drug Stabilization (Support for Parents) Act (YDSA) should be expanded to ensure involuntary treatment for youth, because of the effects of severe substance use disorders on their health and level of autonomous functioning. Involuntary treatment will provide the necessary medical care needed to restore their autonomy and other individual rights. The research paper acknowledges some risks that are associated with involuntary treatment and therefore proposes a responsive communitarian approach to balance the autonomy of youth and the obligation to protect them for the common good of society. The responsive communitarian approach provides a valuable framework for rethinking the current provisions of the Youth Drug Stabilization (Support for Parents) Act to better protect youth with severe substance use disorders. In conclusion the research paper will recommend new directions to providing involuntary treatment care, which focus on the best interest of the youth. This includes thorough capacity assessment processes during the period of stabilization to establish the youth’s history as well as adequate acknowledgement of the consequences and risks that may occur if treatment is not received.
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 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 | 0.010 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.004 | 0.006 |
| Research integrity | 0.004 | 0.007 |
| Insufficient payload (model declined to judge) | 0.004 | 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".