Leading a Safe Sport Community of Practice for High Performance Coaches: A Role for Mental Performance Consultants
Bibliographic record
Abstract
In support of safe sport (SS) in Canada, a community of practice (CoP) for high performance coaches and NSO personnel was created and facilitated by two mental performance consultants (MPCs) to ensure SS concepts are well understood and applied by coaches and NSO staff. Fifteen people joined this 4-month CoP. The value creation framework was used to shape and assess the changes/learning that occurred in the monthly, online meetings. The learning activities (presentations, discussions, individual and shared reflections) were driven by the participants’ needs and resulted in shared and co-created practices. Three value creation stories about selection, second-guessing, and self-care illustrate participants’ learning. Through this paper, a new role for MPCs is proposed.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.014 | 0.020 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.026 | 0.012 |
| Scholarly communication | 0.010 | 0.005 |
| Open science | 0.003 | 0.016 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".