Toward a Multidimensional Framework of Capacity in Community Sport Clubs
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
Community sport clubs are a type of membership association largely run by member volunteers who organize and deliver opportunities for recreational and competitive sport participation. These clubs are where people are most likely to engage in organized sport, and have become a focus for achieving social policy objectives. It is important to understand the structures and processes that enable these organizations to meet their member-focused mandates. The purpose of this study was to develop a framework of organizational capacity in this context by uncovering critical elements within multiple capacity dimensions, namely, human resources, finance, infrastructure, planning and development, and external relationships. Focus groups with presidents of 51 sport clubs across Ontario revealed key strengths and challenges that impact the ability of these organizations to achieve their sport delivery goals. Variation by club size was observed. Implications for practice and future research on community sport clubs and membership associations are presented.
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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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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