Workers’ Environmental Rights in Canada: Executive Summary
Bibliographic record
Abstract
The National Union of Public and General Employees (NUPGE) and the Canadian Environmental Law Association (CELA) , with the support of Adapting Canadian Work and Workplaces in Canada (ACW), released a report that explores the presence of, and potential for, workers’ environmental rights in Canada.\nThe report looks at the issue from the perspective of occupational health and safety (OHS) rights and laws in Canada, and in the context of a growing movement which increasingly recognizes the right to a healthy environment. In Canada, the patchwork of environmental protection legislation across the country does not sufficiently consider the rights of workers and their role as stewards with responsibilities to promote environmental justice for the communities affected by their work activities. This paper proposes a framework for workers’ environmental rights, and in identifying these and other opportunities for getting these rights recognized, we hope to start a conversation with allies about how to advance workers’ environmental rights in Canada.
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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 | 0.007 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.007 | 0.014 |
| Science and technology studies | 0.009 | 0.003 |
| Scholarly communication | 0.012 | 0.003 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.012 | 0.002 |
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".