The Education of Inuit Youth in Nunavik: Teachers’ and Students’ Perspectives
Bibliographic record
Abstract
This article draws on data collected in Nunavik between 2011 and 2014 to describe the perceptions of Inuit students and their teachers (Inuit and non-Inuit) about their motivation, the purpose of schooling, the quality of their relationships, and the pedagogical choices and approaches that influence their perseverance. Informed by critical Indigenous methodologies, the research was conducted with the approval of Kativik Ilisarniliriniq, the School Board of Nunavik. A wide range of research tools was used to facilitate participation by teachers from the French, English, and Inuit sectors, in elementary (Kindergarten to Grade 6) and high school (Grades 7 to 11), and participation by students from the French and English sectors (Grades 8 to 11).
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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 | 0.000 |
| 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".