Assemblage Thinking as Attunement to Race, Gender, and Sexuality in Youth Sport Research
Bibliographic record
Abstract
Youth sport is often prefaced as an accessible social practice facilitating development and wellbeing, yet social controls and inequalities abound along racial, gender, and sexual divisions. In efforts of transformative theoretical manoeuvring, the purpose of the paper is to deploy assemblage thinking as attunement to race, gender, and sexuality in youth sport research. A rationale for assemblage thinking is provided, followed by explanations of what assemblage thinking can do. Assemblage thinking is then deployed, situating race, gender, and sexuality as provisional performative doings. Key considerations are offered as to how youth sport researchers can engage in performative participation, acting as becoming-resources who consider the ever-evolving dynamics of academia and capitalism. Assemblage thinking is positioned as a provincial lens that can instigate more sustainable transformative research.
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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 | 0.054 | 0.035 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.003 |
| Science and technology studies | 0.010 | 0.081 |
| Scholarly communication | 0.014 | 0.015 |
| Open science | 0.002 | 0.013 |
| Research integrity | 0.002 | 0.004 |
| 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".