Heightening Leader Development for Student Staff in College and University Recreational Sports Departments
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
University officials frequently trumpet their institution's record of developing leaders and many point to co-curricular programs (e.g., athletics, student government) as ideal settings for this type of development. Researchers have determined that interuniversity athletics programs are potentially fertile grounds for leadership development. The authors believe that recreational sport programs are undervalued and often underutilized units for the leader development in students. They suggest that collegiate recreation programs also offer vast opportunities for leadership development. High numbers of students occupy senior leadership positions with decision-making responsibilities, and they routinely engage in experiences that have the potential to develop and/or refine their leadership skills. However, this development could be enriched and enhanced. The authors chronicle the latest advancements in both leadership and leader development and offer Recreational Sport professionals 10 recommendations to
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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 | 0.000 | 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 | 0.000 |
| 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 it