Racial stereotyping of indigenous people in the Canadian media: A comparative analysis of two water pollution incidents
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 discourse surrounding issues affecting Indigenous peoples within the Canadian mainstream media. We compare the coverage of two cases of water poisonings-one in a primarily-white town and the other in an Indigenous community-in 282 newspaper articles from the Toronto Star, the Globe and Mail, the National Post, and Windspeaker. We show that the dominant coverage of these two very similar cases diverged significantly. The Indigenous workers in charge of the water supply were regarded as incompetent and incapable to fill their position while the entire community was described as drunk, lazy, helpless, and perpetually dependent on government aide. By contrast, white workers were seen as relatable and in command of their erroneous actions, while the residents of the town were described simply as the victims of an unfortunate tragedy. Such reporting fails to contextualize the events or point out the injustices of Canadian colonialism, thus contributing to the perpetuation of these injustices.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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