Visions for the Future of West Greenlandic Regalia and Knowledge of Seal Skins
Bibliographic record
Abstract
Since the earliest colonial encounters in Greenland, place-based Inuit knowledge of seal skin processing has been applied and regenerated within a web of regional, national, and global relations. These relations have not only affected methods, materials and designs, but also shaped the societal role of women practicing these skills. This article examines contemporary kalaallisuut (West Greenlandic regalia) making by studying the experiences of its makers and identifying the everyday challenges affecting current practice. Nine semi-structured interviews and a review workshop revealed three main challenges: a lack of appropriate space in which to process seal skins; insufficient compensation; and knowledge-sharing issues. These challenges are examined by scrutinising their root causes, which are frequently connected to colonialism and coloniality; gender, racial, and class inequities; and economic challenges to nation-building. Ultimately, participants envisioned a communal space as a potential response to all three challenges.
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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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.020 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| 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".