How the Urban Aboriginal Community Members and Clients of the Friendship Centre in Saskatoon Understand Addictions Recovery
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
Addictions recovery is a significant policy issue concerning governance in Aboriginal communities, Saskatchewan, and Canada at large. Aboriginal Friendship Centres are priority areas for improving access to addictions recovery programs and assistance. This article addresses the following priority areas identified by the Saskatoon Aboriginal Friendship Centre and the urban Aboriginal community of Saskatoon in regards to addictions recovery: impoverishment, food shortages, homelessness, and the problem of growing Aboriginal incarceration rates. This study is qualitative in nature and highlights the factors critical to a developing addictions recovery interpretation through the stories of Aboriginal clients who use the services of the Friendship Centre. The article concludes with recommendations that will assist in the development of policy concerning urban Aboriginal issues.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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