Bibliographic record
Abstract
You Are On Indian Land, a Challenge for Change documentary shot during a border-crossing blockade on Akwesasne territory (near Cornwall, Ontario) in 1969, helped interrupt the colonial legacy of Canadian cinema. Since then, activism in defense of Wet’suwet’en struggles to protect unceded territory, including remarkable uses of video and social media, carry on the transformative spark of this and other Indigenous films. Until recently, Indigenous filmmaking in Canada has mostly been relegated to informational and documentary programming because this is the genre sanctioned by colonial institutions. The commercial success of Atanarjuat: The Fast Runner (2001), disrupted this gatekeeping, and the release of Mi’kmaq filmmaker Jeff Barnaby’s Rhymes for Young Ghouls (2013) and Blood Quantum (2019) completely shattered the imposed barrier. Barnaby’s films are about the crimes of colonialism inflected through the zombie-horror and revenge-fantasy genres. This article weaves together these formative moments of Canadian documentary and fiction filmmaking with respect to issues of justice, land claims, and visual sovereignty, raising the question of what it means to represent Indigenous social struggles in popular film genres and what they say about the concept of Canadian identity.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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".