Transformation through Repetition: Walking, Listening and Drawing on Tlicho Lands
Bibliographic record
Abstract
Abstract As part of my PhD practice‐based research on Tlicho lands (a self‐governed Indigenous region in Canada's Northwest Territories), drawing is being used to embody intangible cultural heritage (which includes activities such as oral history and the social practice of walking). Recent work to emerge from this research consists of two drawings created by Tlicho elders, and an animated film made of 900 graphite drawings referencing regional oral history. The process of rendering these drawings embodied experiences on the land that are repetitive, albeit transformative, such as walking or listening to multiple versions of a single story. The entanglement of continually moving lines, evident through the animation, provides a counter‐narrative to colonial interpretations of the land – particularly narratives constructed through Cartesian coordinate systems (on which computer graphics and the geometry of built environments are based). This article will describe the production of this film, while also inquiring into how line‐making provides a trace of memory, rhythmic movement and epistemology.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.010 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| 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".