"We Suffer from Being Lost"*: Formulating Policies to Reclaim Youth in Mental Health Transitions
Bibliographic record
Abstract
The greatest financial and institutional weaknesses in mental health services affect individuals between the ages of 16 and 25. The current project sought to identify bodies of evidence supporting effective transitional pathways and to engage policy leaders in a discussion of youth mental health transitions to highlight stakeholder perspectives. Three efficacious pathways from youth health service environments to adult health service structures were identified in the literature: the Protocol/Reciprocal Agreement Structure, the Transition Program Model and the Shared Management Framework. Evidence was presented to a panel of policy officials occupying various roles, up to the position of assistant deputy minister, from the provincial ministries of health, education, child and youth services and training, colleges and universities in Ontario. The panel was then engaged in a discussion regarding youth mental health transitions, and thematic analysis was used to identify policy- and practice-level considerations. The Shared Management Framework was recommended as the preferred transitional model from a policy perspective; however, continued research is required to determine the appropriateness of this approach for all stakeholders involved in youth mental health transitions.
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 | 0.037 | 0.059 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.012 |
| Scholarly communication | 0.011 | 0.013 |
| Open science | 0.003 | 0.013 |
| Research integrity | 0.006 | 0.009 |
| Insufficient payload (model declined to judge) | 0.003 | 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".