Relationships Among Coaching Success, Servant Leadership, Cohesion, Resilience and Social Behaviors
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
This study examined relationships among coaching success, servant leadership, team cohesion, athlete resilience and social behaviors utilizing responses from over 300 collegiate athletes. Horn’s (2008) model of coaching effectiveness served as the basis from which variables were operationalized and concurrently measured. Bivariate correlation analysis identified significant correlations among servant leadership and coaching success, cohesion and coaching success, cohesion and servant leadership, resilience and coaching success, and resilience and servant leadership, with most relationships moderate to weak. Canonical correlations were used to examine the data in greater depth and significant canonical variants revealed both expected and unexpected relationships. Multivariate analysis of variance results identified a significant main effect and seven significant follow-up analysis of variance tests. Athlete resilience, coach servant leadership and task-based team cohesion all varied significantly across the three levels of coaching success. Results of this study can be used by coaches, athletic administrators and coach educators for coach development.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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