Newcomers and old-timers: The cultural production of “Canada” and “Canadians” in an audio-visual text
Bibliographic record
Abstract
This paper examines the cultural production of “Canada” and “Canadians” in The Newcomers, a 1953 film produced by the National Film Board of Canada. Using a form of discourse analysis that sees talk as social interaction and identity as socially and locally constructed, this study illuminates how “Canada” and “Canadians” are talked into being in a film ostensibly about immigration and immigrants. While illustrating the moment-to-moment construction of these social identities in this specific context, this study also illustrates how ethnomethodological tools could be used to critically analyze the production of ideologies and identities in audio-visual media. Specific attention is paid to the marginalization of Aboriginal peoples in this governmental text. Key words: Aboriginal peoples, Canada, cultural production, ethnomethodology, identity, Indigenous peoples, immigration, National Film Board, talk as social interaction.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".