Bibliographic record
Abstract
The goal of this article is to demonstrate and analyse how two public broadcasters with cultural and technical mandates to foster identity formation, the BBC in Britain and the Canadian Radio Broadcasting Commission (CRBC) in Canada, came to terms with the fact that the British and Canadian identities were different, and growing more so, in the 1930s. The focus is on how two BBC officials, Malcolm Frost and Felix Greene, assessed the public broadcasting experiment in Canada and gradually came to understand that the CRBC, while a Dominion broadcaster and potential distributor of the Empire Service, was also a North American broadcaster striving to gain legitimacy and credibility with Canadian listeners accustomed to the popular commercial programming of the large American networks. It concludes with a discussion of Greene's role in the creation of the Canadian Broadcasting Corporation (CBC) and the appointment of Canadian-born BBC official Gladstone Murray as its first general manager.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.027 | 0.017 |
| Scholarly communication | 0.014 | 0.009 |
| Open science | 0.001 | 0.010 |
| Research integrity | 0.003 | 0.009 |
| Insufficient payload (model declined to judge) | 0.062 | 0.024 |
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".