Playing to win or trying your best: Media representations of national anxieties over the role of sport participation during the 2002 Commonwealth Games
Bibliographic record
Abstract
In the last few years, growing concern has emerged in New Zealand sport about the shift towards a more commercial or professionalised model of sport and away from a mass participation-based model. In the midst of a relatively intense period of debate and concern over this change in direction, the 2002 Commonwealth Games took place in Manchester, England. In this article, we analyse how media coverage of the Games articulated with the broader public debate over the direction of New Zealand sport. Grounded in the assumption that the media both reflects and impacts on public understandings of cultural issues, we believe this analysis of coverage of the Games reveals a profound ambivalence over a more professionalised model of sport and points to an unwillingness to give up traditional values of sports participation in order to win. We explore how this debate articulates with current tensions in the realm of Physical Education and suggest that health and physical educators have an important role to play in challenging current pressures towards a win-at-all-costs approach to sport.
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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 | 0.005 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.008 | 0.011 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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".