The Rhetoric of Culture: Some Notes on Magazines,Canadian Culture and Globalization
Bibliographic record
Abstract
Through an examination of the government's most recent attempt to defend the Canadian magazine industry (Bill C-55), this essay considers the politics of defending Canadian culture in the era of globalization. It argues that the defence of Canadian culture cannot be taken as synonymous with the defence of ways of life that are opposed to the profit-driven logic of global capitalism. Rather, struggles over Canadian culture can impede our understanding of Canada's place in globalization by distracting us from the real issues. This is shown in the defence of the Canadian magazine industry on the grounds of its importance to national culture. Magazines are exemplary mass cultural commodities whose form and content both express the consumerist values of contemporary capitalism. This paper argues that worries about Canadian content are often articulated at the expense of a more general examination of the function of culture within capitalism and of the implicit politics of the forms of mass culture.
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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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.006 | 0.010 |
| Science and technology studies | 0.038 | 0.053 |
| Scholarly communication | 0.016 | 0.006 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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".