Exploring Structure and Culture in the Lived Acculturation Experiences of Newcomer Varsity Athletes in Manitoba
Bibliographic record
Abstract
With the growth of immigration in the Canadian context, newcomer athlete acculturation has grown in importance, with implications for everyone involved in the host culture sporting context. The purpose of this project was to increase our collective understanding of newcomer athlete acculturation in Canada by exploring the transition and settlement experiences of seven newcomer varsity athletes in Manitoba. The guiding question for this study was: What are the acculturation experiences of newcomer varsity athletes in Manitoba? An interpretive thematic analysis of the data resulted in themes highlighting particular social elements of Manitoban culture (e.g., tight-knit pre-existing social groups), mental health and resilience, and interactions with host culture systems as key elements in how the newcomer varsity athletes experienced acculturation. Such articulations support perspectives calling for further examination of the roles of structure, mental health and general wellness, and the influence of host and home context culture in understanding newcomer athlete acculturation.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.019 | 0.009 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".