Praxis and community‐level sport programming strategies in a Canadian aboriginal reserve
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
Abstract From national statistics, it has been indicated that Canadian Aboriginal youth are overrepresented in lower health demographics than the rest of the national population, suffering from higher rates of obesity, diabetes, and heart problems. When Schinke, Michel, and colleagues (2006) engaged in preliminary research with elite Aboriginal athletes, the participants expressed a cultural struggle related to retaining Aboriginal youth in sport programming. The athletes proposed modifying programming strategies to account for attrition. Herein, mainstream academics partnered with Aboriginal community members to address this concern. Talking circles and a decision‐making consensus were employed. Emergent themes included integrating elders, promoting Aboriginal role models, and developing a broader volunteer base. This manuscript is authored to elucidate, from the words of the Wikwemikong, how culturally relevant sport programming will be reconsidered in their Reserve
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 | 0.000 | 0.000 |
| 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