Arnait Video Productions: Inuit Women's Collective Filmmaking, Coalitional Politics, and a Globalized Arctic
Bibliographic record
Abstract
Arnait Video Productions is one of the most aesthetically diverse feminist collectives in the world. Founded in 1991 in Igloolik, Nunavut, Canada, by Madeline Piujuq Ivalu and Marie-Hélène Cousineau as the first women's Inuit filmmaking collective, Arnait engages in collective media production from Inuit women's perspectives with an explicit focus on gender. Arnait's video art, animation, fiction features, television programs, and documentaries address issues faced by women struggling for the recognition of indigenous and minoritarian cultures. The success of Arnait builds on the strategies deployed by the well-known Nunavut-based video and film collective Isuma and also radically departs from it by including women in key production roles. In doing so, Arnait foregrounds women's stories and perspectives from an Inuit point of view and thereby counteracts preexisting yet unexamined “masculine models” of representation. The collective's goals include employing women-only or women-dominant production crews, while embracing traditional forms of Inuit narration and culture.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| 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".