Salmon Farming in First Nations' Territories: A Case of Environmental Injustice on Canada's West Coast
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
Abstract This paper argues that salmon aquaculture operations situated in First Nations' claimed territories on Canada's West Coast create issues of environmental injustice. Salmon farms are associated with various environmental problems including pollution of the aquatic environment, risks to wild salmon, and food safety issues. These environmental problems constitute issues of environmental injustice due to the disproportionate, and different, impacts they have on coastal First Nations in comparison with other Canadians. The paper draws on material from several reviews of British Columbian (BC) salmon aquaculture to analyse coastal BC First Nations' claims and concerns about salmon farming along three environmental justice dimensions: distribution, participation and recognition. Qualitative evidence is obtained suggesting that coastal First Nations face disproportionate health risks from salmon farms, are excluded from decision-making processes with respect to the farms, and feel that their worldviews, identities, and ways of life are both ignored and at risk from the farms.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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