Redd Alert! (De)Coding the Media's Production of Aboriginal Gang Violence on a Western Canadian First Nation
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 examines the articulation of a racialized moral panic surrounding Aboriginal gang violence and the community of Maskwacis, a collection of four First Nations in central Alberta, Canada formerly known as Hobbema. Our analysis is situated within the distinctive settler-colonial context through which Aboriginal gangs were mediated (Ginsburg 1991) by the mainstream commercial media as an issue of public concern in this particular Cree community and, indeed, throughout Western Canada. Drawing upon interviews with journalists, First Nation residents, and other community members in the region, our analysis focuses on two interrelated issues: 1) the “behind-the-scenes” production processes through which non-Aboriginal journalists condensed themes of race, crime, and youth to reproduce and amplify a powerful and punitive discourse that articulated Aboriginal gang violence with the broader community itself; and 2) the ways in which First Nations residents and community members—themselves the subjects of the media gaze—interpreted, internalized, and, at times actively manipulated this racialized discourse of crisis.
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 | 0.001 | 0.001 |
| 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 it