From Canada to Brazil: a Model of Society's Participation in Communication Policy Debate?
Bibliographic record
Abstract
This study observes and analyses how Canada and Brazil are experiencing similar situations with respect to communications issues. Understanding that public hearings are the ideal locus for debating specific public policies, the Royal Commissions of Inquiry targeted at the cultural and media industries sectors were chosen as corpus for analysis. The intention here is to do more than merely describe those commissions’ activities; instead, it is to explore their unfolding, attempting to identify the interplay of the relations and interests involved. This study adopts the theoretical perspectives of Political Economy of Communications and of Cultural and Media Industries. The article proposal assumes that the Canadian model of public hearings might be applied to Brazil. Its conclusions indicate a crisis in which society in general has no interest in joining debates on media-related issues, reflecting the State’s failure to defend the public interest and a strong private lobby to influence those debates results.
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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 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.020 | 0.020 |
| Scholarly communication | 0.013 | 0.007 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 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".