Towards promoting recovery in Vancouver Community Mental Health Services
Bibliographic record
Abstract
The concept of recovery has moved to the centre of mental health policy and service delivery for persons who have been diagnosed with a mental illness in Vancouver BC Canada. This article provides a review of the literature on recovery in mental health. A brief definition of recovery is given, followed by a historical review of the development of the philosophy of recovery with emphasis on the cultural implications of recovery for different countries and organizations. Much like other community mental health systems Vancouver Community Mental Health Services (VCMHS) has not yet identified a specific model or framework to guide the development of recovery-oriented services. To that end three models and a framework of recovery are presented and possible next steps in integrating recovery are highlighted for VCMHS. The discussion on model development with a focus on the cultural implications and the process of implementing recovery has relevance for the development of mental health services internationally (Schinkel & Dorrer, 2007).
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 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.019 | 0.010 |
| Scholarly communication | 0.015 | 0.004 |
| Open science | 0.003 | 0.018 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.007 | 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".