La santé mentale jeunesse : un domaine à la croisée des chemins
Bibliographic record
Abstract
The importance of children and youth mental health is increasingly recognized. This rapidly developing field cannot be conceptualized as an extension of adult services to a younger age group and its developmental and organizational specificities are the object of debate. Reviewing recent literature in this domain and some preliminary information about the Quebec Mental Health Plan implementation, this paper addresses some of the questions which structure this debate in Quebec.Quebec mental health plan has put at the forefront collaboration among disciplines and partnership among institutions. In spite of having produced significant improvement in the field, discontinuities in services, which interfere with an ecosystemic model of care, persist. Recent studies suggest that the organisational climate which surrounds youth mental health services has a direct impact on the quality of services and on youth health outcomes. A flexible management structure, which engages clinicians and health workers, favors empowerment, minimizes work stress and facilitates partnership, is needed to foster successful interdisciplinary and intersectorial collaboration. This collaboration is the cornerstone of youth mental health services.
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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 | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.005 | 0.008 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.015 | 0.002 |
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".