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
At its Canadian premier, Dominic Gagnon's Of the North (2015) launched a passionate debate regarding the ethics of image appropriation and digital filmmaking about Indigenous communities. Of the North follows Gagnon's “natively” digital method, which involves the sampling and montage of public domain images and sounds posted by internauts with the stated intent of documenting how people represent themselves online. In a controversy that crystallized around questions of “digital sovereignty,” Inuit critics decried the recontextualization of personal video posts by a film, they argued, that did not promote an Inuit view of Inuit experience. This article addresses the ways in which Gagnon's digital method collapsed cultural contexts, bringing to light divergent cultural and generational expectations regarding digital presence and sovereignty. An analysis of the film's heated reception and new digital works by young Indigenous filmmakers suggests an intercultural ethics for visual ethnographies.
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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it