La Politique audiovisuelle en Irlande et au Canada face à l’impérialisme culturel américain
Bibliographic record
Abstract
Ireland and Canada face the common challenge of having to protect their cultural production which is a cornerstone of their national identity from American attempts at breaking down any barrier preventing the free circulation of goods and services, including culture. Canada—and especially Québec—has developed a tradition of loud and vocal opposition to what is perceived as American cultural imperialism. On the other hand, Ireland is less critical of the occupation of its audiovisual space by American productions on the strength of its historical ties with the United States. In Ireland, broadcasting comes under the control auspices of a government department which is not otherwise related to cultural issues. The ruling party Fianna Fáil has adopted a purely liberal approach to its national broadcaster, whereas, on the other side of the Atlantic, Canadian official discourse on the matter has grown closer to the European notion of a cultural exception or exemption in favour of culture in order to preserve the core of national identities in the face of globalization.
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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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.011 | 0.013 |
| Scholarly communication | 0.011 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.012 | 0.001 |
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".