How Coaching Contributes to the Development of Leadership
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
It is not "business as usual " in the Voluntary Sector any more. Leading a sound and thriving organization that responds to community needs is still essential, and it is no longer enough. Now, executive directors are expected to stimulate wider community change. A large proportion of today's voluntary sector leaders ' time is devoted to larger issues such as community safety, harm reduction, prevention of early school leaving, youth suicide, homelessness. A leader's field of action and alliances does not stop at the walls of their agency, but extends even beyond their sector and to other parts of the country. While there are a number of core competencies that are foundational to leading a sound organization, there are many skills that can only be learned "on the fly " in response to changing conditions---- skills like: negotiating with and creating enrollment within large bureaucracies like school boards, various levels of government; maintaining relationship while working positively with conflict; skillfully dealing with differences in culture such that these differences contribute to strength. The Voluntary Sector Initiative, a national effort sponsored by the Government of Canada and the voluntary sector, identified a range of competencies that today's executive director needs. Table One summarizes these competencies (see appendix).
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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 | 0.002 | 0.001 |
| 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