Community Mental Health in Canada, Revised and Expanded Edition
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
When it was first published in 2006, Community Mental Health in Canada was hailed as a much-needed critical overview of the provision of public mental health services in Canada. Comprehensive in scope, its coverage included: the prevalence and impact of mental illness in Canada the complementary and conflicting interests of stakeholder groups, such as mental health professionals, clients, families, governments, and drug companies strengths and limitations of models of care and practice approaches current and developing initiatives in treatment, rehabilitation, housing, and criminal justice programs the clinical benefits and costs of particular interventions the legal and ethical basis of mental health practice. This much-awaited new edition of the book has been substantially revised and expanded to include: a deeper discussion of stigma, the recovery vision, the pharmaceutical industry, the assessment process, and mental health law new topics, such as the two-continua model of mental health/mental illness, rural mental health, and prevention and health promotion recent developments stemming from recommendations of the 2006 Senate report on mental health, including the creation of the Mental Health Commission of Canada in 2007 and its influential national mental health strategy released in 2012. This book fills a gap in the literature in its analysis of both clinical mental health practice and the structural context within which it is situated. Accessibly written and highly informative, it is an indispensable resource for students, practitioners, and policymakers, as well as service recipients, their families, and interested members of the public.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it