Seeking cultural empowerment: teachers' perspectives on the Sm'algyax language program in the Prince Rupert School District
Bibliographic record
Abstract
After many decades of colonialism, First Nations suffer from cultural disruption and the majority ofFirst Nations children are not experiencing success in the public school system in most districts in British Columbia.Aboriginal communities are struggling to effect changes and to regain control of their future and their own cultural identity.Through a qualitative analysis of the perspective of teachers in a Sm'algy~x language program in Prince Rupert, this project looked at the role that a school-based Aboriginal language program could play in such cultural revival.The general framework of this work was based on a socio-cultural approach to language that asserts that language and culture are intertwined.The study examined teachers ' perspectives on several aspects of the Sm'algy~x language program in the Prince Rupert School District.Analysis of responses revealed that the educators believed that the program has managed to ameliorate the learning environment in the classroom by enhancing the sense of pride and belonging of the Sm' algy~x students.
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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 | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.033 | 0.012 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".