Arnait Video Productions and the Fictional Work of the Inuit/Québécois Collective
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
This chapter engages with intercultural encounters, both on and off screen, in Quebec and Canadian cinema. Karine Bertrand explores the world of Arnait Video Productions, a women-run, Inuit/Québécois collective founded in 1991, and discusses their more recent fictional work, co-directed by Montreal native Marie-Hélène Cousineau and Igloolik, Nunavut native Madeline Ivalu. Part of a larger trend of collaborative work in Quebec and Canada of “women indigenizing the screen,” the three feature films that compose the “Arnait trilogy” ( <italic>Before Tomorrow, Uvanga,</italic> and <italic>Restless River</italic> ) invite spectators to travel through time and space and revisit the history of colonization and modernity from the nuanced point of view of insiders, all the while tackling complex questions of assimilation, adaptation, and <italic>survivance</italic> .
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.001 |
| 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 it