Bibliographic record
Abstract
Globalization scholars have pointed to a world of increasing transnationalism and deterritorialization that contributes to new meanings of identity and citizenship as the nation-state declines. Sports, and their transnational labor migration, play an important role in both undermining and strengthening nations and national identities. In this context, this article examines two superstar and global celebrity athletes in the sports of fútbol and hockey: Iván Zamorano and Wayne Gretzky. The article shows that although Zamorano and Gretzky are prime examples of transnational citizens and global business persons, living in both national and transnational spaces, it is ambiguous, paradoxical, and contradictory that in Chile, Zamorano represents and symbolizes the essence of Chileaness and that in Canada, Gretzky is usually offered as the symbol of a true Canadian. These two global celebrity athletes embody transnational cultural and capitalist business practices and, at the same time, willingly serve as national cultural icons for the formation and reaffirmation of national identities.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.011 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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".