Bibliographic record
Abstract
This article conceptually frames First Peoples television development in Canada into historical periods divided on the basis of distinct cultural representational practices, improved technological infrastructures and corresponding expansions of target audiences. After characterizing each period, the focus turns to the most current phase - the licensing and launching of a new channel with mandatory carriage by cable operators - the Aboriginal Peoples Television Network (APTN), which went on air 1 September 1999. The only aboriginal television service in the world that is national in distribution, APTN carries six hours a day of original indigenous content (repeated three times), broadcasts in multiple languages and maintains the status of a fully independent broadcasting undertaking alongside Canada's two other national public services. Noting the controversy and significance of the bold and inclusive decision on the part of the Canadian Radio-Television Telecommunications Commission to license APTN, questions are then raised about the relationship between the technical location of the channel at the very high end of the Canadian broadcasting spectrum and the social position of sociocultural, political and economic marginalization of First Peoples in Canadian society. The extent to which First Peoples new visibility and audibility will build bridges of understanding or ignite existing negative stereotypes in cross-cultural audiences is yet to be determined, but the fact that APTN is now an integral member of Canada's national broadcasting infrastructure is internationally significant.
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.018 | 0.030 |
| Scholarly communication | 0.011 | 0.010 |
| Open science | 0.002 | 0.015 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
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".