Mental Health Reform in Post-Soviet Society: Canadian Supported Community Focused Mental Health Services Reform Initiatives in Latvia, Lithuania, and Estonia
Bibliographic record
Abstract
Mental health services in the Baltic States of Estonia, Latvia, and Lithuania are in transition from highly institutional to community-focused systems of care. Despite a shared history, the three countries are reforming their service infrastructures at different rates and with different areas of focus. Working in partnership with consumers, families, and national and local administrators, the Community Support and Research Unit of the Toronto-based Centre for Addiction and Mental Health has provided varied technical assistance to support the building of a community mental health infrastructure in all three countries. In Canada, mental health reform efforts are supported by a broad constituency; in the Baltic countries, however, community-focused service innovations and systems-level reform are advanced by a few motivated individuals (local change agents). Nonetheless, in comparison to the decades-long development of community-focused services in Canada, countries such as Estonia have reformed quickly.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.016 | 0.005 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.002 |
| 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".