Strengthening Aboriginal Health through a Place-Based Learning Community
Bibliographic record
Abstract
The Sts’ailes Primary Health Care Project is a partnership in Sts’ailes, British Columbia, between Sts’ailes, Fraser Health Authority (FHA), and academic researchers at the University of Victoria and the University of British Columbia. The creation of knowledge by and for Aboriginal Peoples and a commitment to strength-based research are key aspects of the project. These key elements guide the partners as they work together to explore and identify ways to enhance health services for the Sts’ailes people and other FHA clients in the region. This paper describes how the principles of place-based learning communities (PbLCs) are being implemented within the collaboration in order to facilitate the co-production of culturally appropriate strengthbased knowledge that supports the health and wellness of the Sts’ailes community. PbLCs are a welcome innovative mechanism for generating a cross-cultural understanding of local health and wellness issues. This paper makes a contribution to the documentation of successful participatory community-academic research partnerships.
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 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 | 0.005 | 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 | 0.010 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".