Recovery through the lens of cultural diversity.
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
TOPIC: This Brief Report is based on a project entitled Recovery through the Lens of Cultural Diversity that sought to develop an enhanced model of recovery that accounts for culture. PURPOSE: The purpose of the project was to increase the ability of mental health organizations in Toronto, Canada to design and deliver culturally relevant and responsive recovery-oriented services to the diverse communities they serve. SOURCES USED: For the purposes of this report, sources used included an interdisciplinary and culturally diverse group of service providers; focus groups that included service users and family members; and a community forum. CONCLUSIONS AND IMPLICATIONS FOR PRACTICE: To assist practitioners to better meet the service needs of their culturally diverse service recipients, recommendations are available to guide the continuing advancement of culturally relevant recovery-promoting practices for service users and family members.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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