Are Canadian Stakeholders Resting on Their Laurels? A Comparative Study of the Athlete Pathway Through the Swedish and Canadian Male Ice Hockey Systems
Bibliographic record
Abstract
Organizations in a sport system compete against one another while working together to sustain a competitive environment and to provide opportunities for competition at the provincial/state, national, or international level. This paper is a multicase study comparison of the elite sport development systems of Canada and Sweden to explore the differences and similarities between their approaches to the delivery of ice hockey. Semistructured interviews took place with participants from North America and Europe. Additional data came from media articles from Canada and Sweden. Findings revealed six themes/characteristics: the cost of hockey, residential boundaries, the player selection process, skill development, early specialization, and coaching. The results suggest that Canadian and Swedish hockey systems offer two different approaches to elite player development (closed vs. open systems), resulting in different trajectories regarding international success in the World Junior Championships and in the number of players drafted into the National Hockey League.
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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 | 0.000 |
| Science and technology studies | 0.001 | 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".