Framing Indigenous–Settler Relations within British Columbia's Modern Treaty Context: A Discourse Analysis of the Maa-nulth Treaty in Mainstream Media
Bibliographic record
Abstract
Media plays an integral role in (re)producing our social construction of reality. When viewed in light of Canada’s colonial legacy, media’s power has undoubtedly been implicated in circumscribing Indigenous peoples and Indigenous–settler relations. Employing a discourse analysis of mainstream media covering the recent (2011) implementation of a comprehensive land claims agreement in British Columbia, this study investigates how media has framed contemporary Indigenous–settler relations within the Canadian state. Findings indicate that mainstream media predominantly relies on stereotypes of Indigenous peoples and tends to neglect historical and current political complexities, thereby perpetuating stagnant Indigenous–settler relations. Concluding with empirically derived recommendations, this article points to education reform to create more robust mainstream media able to address stagnated (re)constructions of Indigenous–settler relations.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.029 | 0.025 |
| Scholarly communication | 0.014 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".