Construction of Inuinnaqtun (Real Inuit-way) : Self-Image and Everyday Practices in Inuit Society
Bibliographic record
Abstract
Netsilik Inuit people living in Pelly Bays, Nunavut, Canada, in spite of having experienced great socio-cultural change since the 1950s, preserve their ethnic identity through priding themselves on being Inuit. One key factor of their identity is an idealised self-imagery, which is condensed in the concept inuinnaqtun (real Inuit way; inummarittitut in other dialects). Inuinnaqtun is the Inuit ways of perceiving, thinking, acting, speaking, etc., that is, the true Inuit way of life. Inuinnaqtun plays an important role as an ethnic symbol in contemporary Canadian socio-political discourse. By considering the cognitive basis of their self-imagery expressed in everyday practices, the A. analyses the following points: (1) what inuinnaqtun is in present Netsilik society, and (2) how inuinnaqtun is constructed and reproduced in everyday Netsilik practices.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".