The future of Inuktitut in the face of majority languages: Bilingualism or language shift?
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Inuktitut, the Eskimo language spoken in Eastern Canada, is one of the few Canadian indigenous languages with a strong chance of long-term survival because over 90% of Inuit children still learn Inuktitut from birth. In this paper I review existing literature on bilingual Inuit children to explore the prospects for the survival of Inuktitut given the increase in the use of English in these regions. Studies on code mixing and subject realization among simultaneous bilingual children ages 2–4 years show a strong foundation in Inuktitut, regardless of extensive exposure to English in the home. However, three studies of older Inuit children exposed to English through school reveal some stagnation in children's Inuktitut and increasing use of English with age, even in nonschool contexts. I conclude that current choices about language use at the personal, school, and societal levels will determine whether Inuit are able to reach and maintain stable bilingualism, or whether Inuktitut will decline significantly in favor of majority languages.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it