The Canadian Ski Patrol : probing the potential for change
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
The Canadian Ski Patrol (CSP) Calgary Zone is one segment of a national volunteer-driven organisation of first-aid providers. In recent years, the number of active patrollers in the CSP Calgary Zone has declined while client expectations of service levels have not. Within the bounds of the Royal Roads University (2011) Research Ethics Policy, and through the use of an online survey and an open space technology session, this action research inquiry determined some of the ways in which the CSP Calgary Zone might enhance its organisational adaptability to ensure its future viability. Study results indicated a high latent potential for organisational adaptability within the CSP Calgary Zone. Overarching recommendations included (a) initiate service model discussions with clients and constituents; (b) examine organisational structures related to policies and processes; and (c) create a volunteer development path, including a performance feedback mechanism.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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