Sport for Indigenous resurgence: Toward a critical settler-colonial reflection
Bibliographic record
Abstract
This article examines the field of sport for development (SFD) while considering Indigenous resurgence amidst Canada's neoliberal settler-colonial landscape. While sharing challenges encountered within their practice, program staff from the Promoting Life-skills in Aboriginal Youth program revealed high levels of constructive self-criticism and reflexivity. There are three emergent themes, the adoption of which appeared essential for transforming the sector in recognition of Indigenous resurgence: growth and pace; Indigenous agency and knowledge; and political engagement. Grounded in settler colonialism and resurgence, this paper also reflects on the field of SFD and what it would mean to decolonize the practice. The article concludes by asking if non-Indigenous scholars can study SFD by subverting the colonial status quo that is also reproduced in this research field.
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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 | 0.013 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.018 | 0.062 |
| Scholarly communication | 0.017 | 0.010 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.005 | 0.011 |
| 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".