The CRTC's Enforcement of Canada's Broadcast Legislation: 'Concern', 'Serious Concern' and 'Grave Concern'
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
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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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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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