Safeguarding strategies in athletes with intellectual disabilities: A narrative review
Bibliographic record
Abstract
Compared to their non-disabled peers, athletes with disabilities are at an increased risk of interpersonal violence in sport. Athletes with intellectual disabilities specifically may face compounded risk due to impaired communication and social challenges. Despite the inherent risk of interpersonal violence in athletes with intellectual disabilities, there is a paucity of literature focused on safeguarding strategies in this population, and no global consensus prevention guidelines exist. The goal of this review was to synthesize the literature on interpersonal violence in athletes with intellectual disabilities and propose an evidence-informed safeguarding framework. Future research and practice should emphasize tailored training on appropriate athlete-protection strategies and ways to recognize and respond to suspicions of abuse in this population. Given the benefits of sports participation for persons with intellectual disabilities, implementation of fit-for-purpose safeguarding strategies would help address any elevated risk of interpersonal violence. Formal monitoring and evaluation of these initiatives can help minimize interpersonal violence.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".