Towards a Hydropoetics of the Arctic: Watery Connections in Restless River (Arnait Video Productions, 2019)
Bibliographic record
Abstract
This article examines the ways in which the river in the film Restless River (Arnait Video Productions, 2019) medially constructs the Arctic from a female Inuit point of view. I argue that the cinematic techniques of the film mobilise the Inuit cosmological concept of Imaq (Water), thereby forming continuities between bodies of water – human and environmental – and revising the colonial trope of female Indigenous bodies as an extension of land to be conquered. The article examines scenes where the female Inuit body is paralleled to the riverscape and argues that these parallels visually construct a female gaze directed back at the colonial projections of Arctic people(s) while envisioning a connection of body and land that is based on hybridity and renewal. The choice of cinematic techniques speaks back to the violence of Canadian colonial images, challenges the narratives of disappearance and decay in relation to indigeneity, and imagines an Indigenous Arctic that is globally connected.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.008 | 0.007 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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".