Inuit perspectives on sustaining bilingualism in Nunavut
Bibliographic record
Abstract
This article presents an Inuit perspective on how bilingualism and biliteracy may be achieved and sustained in Nunavut. The Nunavut Literacy Council interviewed “language role models” (i.e., Inuit who are admired for their skill in acquiring, using, and transmitting language) in order to gain their insights into language, literacy, and learning processes in their communities. Interviews show that the role models articulate language, subsistence, social, and socioeconomic skills and practices as parts of an integrated whole. Bilingualism and biliteracy are conceptualised as continua of practice, where prioritised forms of expression reflect Inuit values, and are linked to specific uses and outcomes. Role models present language learning as lifelong, holistic, modelling-based, and anchored in meaningful and safe contexts, including spaces, activities, and relationships. Their perspectives are essential for the development of non-formal educational strategies to support thriving bilingualism in Nunavut.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".