Media Representations of Policies Concerning Education Access and their Roles in Seven First Nations Students’ Deaths in Northern Ontario
Bibliographic record
Abstract
We employed postcolonial theory, a case study methodology, and critical discourse analysis to investigate the ways in which non-First Nations and First Nations news sources produced understandings of the role(s) that education policies may have played in the deaths of seven First Nations students in Thunder Bay, Ontario, Canada. We found that national non-First Nations media sources produced the discourse that First Nations peoples require federal government policy as a form of intervention in their lives. Further, we found that though these media sources focused on criticizing the present state of First Nations education, they ignored the colonial processes and policies that contributed to a situation that resulted in the students attending high school in Thunder Bay, rather than their home communities. First Nations and local (Thunder Bay) non-First Nations media sources, however, emphasized the need for greater cooperation between the Canadian government and First Nations peoples to resolve the long-standing policy issues that continue to affect First Nations youth and their education in northern Ontario. These findings point to important differences in the ways in which various forms of media cover First Nations policy issues.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".