Bibliographic record
Abstract
The passing of the Indian Act in 1876 imposed cultural information poverty within Indigenous communities. Through this piece of Canadian legislation, Indigenous communities were forced to send their children to Residential Schools, and all cultural practices such as the potlatch and Sun Dance were banned. These policies disrupted education practices, and the passing down of information, creating a disconnect between younger generations and their communities. However the Indian Act’s goal of assimilation failed with some of these traditions going underground, being practiced in secret. Through strength and resilience communities today are experiencing a cultural revitalization, and what one Indigenous author calls a renaissance. The paper concludes by sharing ideas on how academic libraries can better engage with their local Indigenous communities.
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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 | 0.013 | 0.035 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.028 | 0.078 |
| Scholarly communication | 0.045 | 0.063 |
| Open science | 0.003 | 0.029 |
| Research integrity | 0.012 | 0.017 |
| Insufficient payload (model declined to judge) | 0.033 | 0.007 |
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".