Media Policy, Co-Existence, and Freedom of Speech
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
The Canadian Broadcast Standards Council (CBSC) is an independent, non-governmental organization created by the Canadian Association of Broadcasters to administer broadcast codes dealing with issues of ethics, stereotypes and portrayal, journalistic ethics and violence on television, among others. As of the end of 2011 (the period dealt with in this chapter), the CBSC had rendered 505 Panel decisions, which have served to define the parameters of permissible (and excessive) content on a broad array of radio and television programming, including news, public affairs, magazine format television shows, radio and television talk shows, children's television, other dramatic forms, and so on. In many of the foregoing types of programming, complaints pertain to representations and discussions of religious issues and religious groups. This chapter addresses the nature of the complaints received with particular relevance to religion, religious communities, and discourses.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 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