Distributive Justice in Intercollegiate Athletics: Perceptions of Athletic Directors and Athletic Board Chairs
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
Hums and Chelladurai (1994b) found NCAA coaches and administrators believed distributing resources based on equality and need was more just than distributing them based on equity (i.e., contribution). However, Mahony and Pastore (1998) found actual distributions, particularly at the NCAA Division I level, appear to be based on equity over equality and need. The main purpose of the current study was to determine why the findings in these studies differed. The authors of the current study reexamined the principles from Hums and Chelladurai's (1994b) study, while making significant changes in the sample examined, asking new questions, and adding more distribution options. The results indicated that need based principles were considered to be the most fair, but there was less support for equality than in prior research. In addition, the current study found differences between Division I and Division III administrators with regards to some equality and equity based principles.
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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 | 0.001 | 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 | 0.000 |
| 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