Salmon Farming in First Nations' Territories: A Case of Environmental Injustice on Canada's West Coast
Bibliographic record
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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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.037 | 0.011 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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".