Culturally Competent Sport Psychology: A Survey of Sport Psychology Professionals’ Perception of Cultural Competence
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
Cultural competence, identified as the ability to understand other cultures and being aware of one’s own cultural assumptions, has been found to be important for sport psychology professionals (SPPs). In the current study, one of a few exploring the SPPs’ own perceived cultural competence, a sample of 203 SPPs completed an online survey examining the perceptions of their own levels of cultural competence. Most participants reported receiving formal training in cultural competence. However, this training was perceived as only moderately effective and only able to predict the reported level of the SPPs’ perceived cultural competence in a limited way. These results could be attributed to the reported lack of support for SPPs engaging in culturally centered self-reflective practice and to the limited role that these factors have played in training programs. Additional findings are described and discussed, along with recommendations for professional development and applied training.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 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 | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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