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
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.
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 | 0.000 | 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) | 0.002 | 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 it