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Record W2785557099 · doi:10.17645/mac.v6i1.1219

Private Broadcasting and the Path to Radio Broadcasting Policy in Canada

2018· article· en· W2785557099 on OpenAlexafffundabout
Anne F. MacLennan

Bibliographic record

VenueMedia and Communication · 2018
Typearticle
Languageen
FieldArts and Humanities
TopicMedia, Journalism, and Communication History
Canadian institutionsYork University
FundersYork University
KeywordsBroadcasting (networking)CommissionPublic broadcastingTelecommunicationsCommercial broadcastingRadio broadcastingPolitical scienceEngineeringComputer scienceLawComputer security

Abstract

fetched live from OpenAlex

The largely unregulated early years of Canadian radio were vital to development of broadcasting policy. The Report of the Royal Commission on Radio Broadcasting in 1929 and American broadcasting both changed the direction of Canadian broadcasting, but were mitigated by the early, largely unregulated years. Broadcasters operated initially as small, independent, and local broadcasters, then, national networks developed in stages during the 1920s and 1930s. The late adoption of radio broadcasting policy to build a national network in Canada allowed other practices to take root in the wake of other examples, in particular, American commercial broadcasting. By 1929 when the Aird Report recommended a national network, the potential impact of the report was shaped by the path of early broadcasting and the shifts forced on Canada by American broadcasting and policy. Eventually Canada forged its own course that pulled in both directions, permitting both private commercial networks and public national networks.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.242
Threshold uncertainty score0.879

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.016
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.006
Science and technology studies0.0320.015
Scholarly communication0.0180.005
Open science0.0020.004
Research integrity0.0050.007
Insufficient payload (model declined to judge)0.0130.001

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.

Opus teacher head0.027
GPT teacher head0.224
Teacher spread0.197 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations5
Published2018
Admission routes3
Has abstractyes

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