Introduction: First Peoples and the colonial narratives of Canadian literature
Bibliographic record
Abstract
The oral narratives of Canada’s First Peoples are a living legacy, one that has been transmitted through the generations to the present day. During colonial times, this oral culture came under attack, through a whole host of degrading measures, including the appropriation of aboriginal land, the loss of political autonomy, the criminalization of religious practices and rituals, and the taking control of Aboriginal education, mainly through the residential school system. The colonial narrative of the “vanishing Indian” has since been revealed to be false, and in fact First Peoples have regained a significant measure of cultural and political autonomy, leading to a renaissance in indigenous arts and belief systems. In the late twentieth century, an exciting new hybrid form of Aboriginal writing brought together the techniques of oral, performance based culture with innovative modes of indigenous literary expression. Going from strength to strength, Aboriginal literature is now one of the most vibrant and successful art forms in Canada.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.010 |
| Science and technology studies | 0.017 | 0.009 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.043 | 0.003 |
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".