Blurring Sport Boundaries in Postsecondary: Examining Experiences of Dancers as Student-athletes
Bibliographic record
Abstract
Our research examined the student-athlete experience for university dancers transitioning from studio-based competitive dancing to the competitive university context. This experience was explored in a photovoice project with 12 dancers on a competitive university team in Southern Ontario. Collectively, the researchers and dancers established three themes to explore: (1) university athletics; (2) culture and identity changes; (3) motives to continue dancing. Throughout the competitive season, dancers selected pictures to reflect on the themes and provided an accompanying narrative for each photograph. Overall, dancers’ responses identified distinct similarities and differences, benefits and challenges, and shifts in culture when transitioning from a competitive studio context to a competitive university context. Additionally, dancers described the profound impact of dance on their identities and how this impact shifted as a student-athlete in university. Finally, dancers expressed their appreciation and frustrations with how they perceived dance as being valued and resourced in postsecondary institutions.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".