“You Can’t Just Start and Expect It to Work”: An Investigation of Strategic Capacity Building in Community Sport Organizations
Bibliographic record
Abstract
Capacity building is a targeted approach to addressing organizational challenges by focusing development efforts on specific needs. Utilizing Millar and Doherty’s process model of capacity building, the purpose of this study was to (a) gain insight into the nature of the conditions and processes of capacity building in the community sport context and (b) examine the veracity of the proposed model. Interviews were conducted with organizational members from two community sport organizations that were purposefully chosen and happened to have introduced new programs: one that experienced successful capacity building that enhanced program and service delivery and one that experienced unsuccessful capacity building where organizational needs were not effectively addressed. Findings revealed that the thoroughness of the needs assessment, the selection of appropriate capacity building strategies, and readiness to build capacity were key factors in the (lack of) success of the capacity building efforts. Implications for practice and future research on organizational capacity building are presented.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 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".