Limited Horizons (inc.): access, democracy and technology in community television in Canada
Bibliographic record
Abstract
When community access television1 was launched more than twenty years ago, it set imaginations afire with its utopian promises: ordinary people communicating directly with one another and with government, reversing the traditional top-down command model of both communications and government. It was the convergence of technology and demands for social change which launched community access TV as a viable, democratic alternative to the older hierarchical, authoritarian forms of government and communications: interest turned from the ‘global village’ to ‘electronic town hall democracy’ (Dolan 1984). However, as with the promise of every new media technology this century, community access TV also promised to democratise the process of government through citizen participation in direct communication with the powerful, vested interests in society. Somewhat paradoxically, it was a Canadian government agency which initiated the process, institutionalising access from the top down, while in the US, a more complex and contradictory development took place which included grassroots organising.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.011 | 0.004 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.024 | 0.002 |
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".