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 article expands the discussion of Inuit broadcasting in northern Canada to encompass actual texts, about which little has been written. Specifically, I focus on Nunavut, a 13-part television series produced in 1994-5 by Igloolik Isuma Productions. Nunavut is considered the first dramatic series to be created entirely by Inuit. While drawing upon Ginsburg’s emphasis on the significance of ‘embedded aesthetics’ to indigenous media producers, I argue that Nunavut’s visual and narrative forms are essential to its cultural and political goals of sustaining and reviving Inuit culture, and, therefore, that any exploration of the series must not separate form from intention. I also build on John Hartley’s arguments for conceptualizing television as a teacher of cultural citizenship. Inuit media productions not only teach Inuit about their culture, but how to practice it. In this sense, Inuit media has been a significant source in mobilizing cultural citizenship. Nunavut’s aesthetic and narrative choices, which attempt to link past and present Inuit identity and forge a political future that encompasses indigenous identity, exemplify TV’s ‘love of influence’ (Hartley, 1999: 43).
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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 it