No longer ‘the other’: A reflection on diversity in Canadian fiction television
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
Canada has played a leadership role in the development of multiculturalism and its use in ethnic and minority television broadcasting as an integrative tool for cultural and racial constituency groups. Canada has mainly opted to emphasize private ethnic broadcasting as the means by which to integrate minorities, along with the support of the public broadcasters’ progressive initiatives. After historically differentiating and framing ethnic/multicultural research and programming initiatives in Canada, this article identifies some lessons and best practices that have emerged from this experience. Using policy analysis from a historical perspective, the authors analyse the enabling mechanisms and strengths, as well as the obstacles and failures that have been experienced in an effort to build an integrated, cohesive and transformative television system in which all members of society are recognized as having a right to both fair portrayal practices and employment opportunities.
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 | 0.001 | 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 | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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