Canadian National Cinema: Ideology, Difference and Representation
Bibliographic record
Abstract
"Canadian National Cinema explores the idea of the nation across Canada's film history, from early treatments of colonization and white settlement such as The Wheatfields of Canada to more recent films such as The Grey Fox, The Adjuster, No, Le confessionnal and Map of the Human Heart." "Through case studies of key films - both well-known and neglected - Christopher Gittings uncovers the tensions in Canadian cinema between white Anglo and Native representations, and between Francophone and Anglo-Canadian narratives. Engaging with questions of inclusion and exclusion, race and representation, gender and sexuality, he shows how access to the production of cinematic images has determined who is represented, and how." "Following the changing images of the 'founding nations' from early ethnographic films such as Saving the Sagas to documentary and feature films by contemporary First Nation film-makers, Canadian National Cinema traces Canadian cinema's continuing reinvention of the nation."--BOOK JACKET.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.019 | 0.013 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 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".