The CRTC's Enforcement of Canada's Broadcast Legislation: 'Concern', 'Serious Concern' and 'Grave Concern'
Bibliographic record
Abstract
This paper describes results from a quantitative study of the enforcement by the Canadian Radio-television and Telecommunications Commission (CRTC or Commission) over the last several decades of Canada’s broadcasting legislation and its own regulations. Established by Parliament in 1968, the CRTC is a quasi-judicial regulatory agency that administers Canada’s Broad- casting Act, 1991 as well as the nation’s telecommunications legislation. Parliament has accorded the CRTC a broad range of discretionary powers over broadcast licensees, from granting, denying or revoking licences, to issuing mandatory orders. It is one of many federal regulatory agencies that administer and enforce Parliament’s legislation.
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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 | 0.013 | 0.058 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.015 | 0.014 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.005 |
| 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 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".