“Connection With the Creator So Our Spirits Can Stay Alive”: A Community-Based Participatory Study With the Métis Nation of Alberta (MNA)—Region 3
Bibliographic record
Abstract
In this article, we describe our Métis-guided community-based participatory research exploring health protective factors for mental health and addiction within the Métis Nation of Alberta (MNA)—Region 3. There is much research regarding the detrimental effects of colonialism but a lack of Métis-guided research contributing to understanding of individual, family, and community well-being. The primary aim of our study was to explore health protective factors for mental health and addiction challenges. Our study was informed by Indigenous ways of knowing, focusing on the connectedness of all things, and participatory action research, a philosophy and method focused on inclusion and community incorporation of local knowledge. Participants described the need to foster respect, trust, courage, wisdom, humility, truth, humor, esteem, honesty, acceptance, identity, and love, emphasizing well-being through connection with Creator. All authors but the first are members of the MNA—Region 3.
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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 | 0.012 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.021 | 0.011 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| 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 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".