Belonging through sport participation for young adults with intellectual and developmental disabilities: A scoping review
Bibliographic record
Abstract
BACKGROUND: Research suggests that sport facilitates belonging for diverse athletes. This scoping review characterizes literature on sport participation and belonging for young adults with intellectual and developmental disabilities. MATERIALS AND METHODS: A search of five databases identified 17,497 articles. Selected articles (N = 39) underwent data extraction and analysis guided by a theoretical framework of belonging, outlining four processes through which belonging is experienced by individuals with intellectual and developmental disabilities. RESULTS: Articles originated from developed countries and in the context of Special Olympics (N = 17). Studies commonly used qualitative interviews with proxy respondents. While all studies described at least one belonging process, only 11 studies applied the term "belonging," and no study defined the construct. CONCLUSION: Belonging is not well-conceptualized in sports literature for athletes with intellectual and developmental disabilities. Understanding belonging through sport participation for this population may inform sport-based policies and programming.
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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 | 0.004 | 0.067 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 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 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".