Psychoeducation in Quebec: Past to Present
Bibliographic record
Abstract
This article is the first of three written on the topic of Quebec psychoeducation. The object of this article is to explain the historical and theoretical foundations of psychoeducation as a academic discipline in Quebec. Developments within the field will be highlighted to illustrate how it has evolved up to the present day. Psy-choeducation originated within live-in rehabilitation centres for troubled youth and was then integrated within the contexts of schools, community centres, psy-chiatric hospitals and physical rehabilitation centres. Psychoeducators in Quebec are making their mark in providing support and assistance to all age groups, from children to seniors, helping people with adjustment difficulties who struggle to in-tegrate. Today, Quebec psychoeducation can cross borders and cultures, to broaden the perspectives of other specialized higher-education programs at the university level. Sharing the Quebec model, its theoretical expertise and its history of clinical practice will enable others to benefit in improving the social integration and psychosocial adaptation of those in need.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 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".