The Changing Political Economy of Occupational Health and Safety in Fisheries: Lessons from Eastern Canada and South Africa
Bibliographic record
Abstract
Growing literatures on the political economy of occupational health and safety and on the political economy of contemporary fisheries need to be better integrated to help us see how neoliberal globalization and overfishing are interacting with gender, race and class relations in regional fish harvesting and processing workplaces to affect occupational health risks and the consequences. This contribution uses findings from occupational allergy and asthma (OAA) research among seafood processing workers in Eastern Canada and the west coast of South Africa to enhance our understanding of the political economy of occupational health and safety concerns in contemporary fisheries. Expanding features of global fisheries, mediated by regional histories, are changing the vulnerabilities of processing workers to OAA by influencing production volumes and products; local, regional and international divisions of labour; employment precariousness and access to prevention, health and compensation services. Affected workers' common perception that they must choose between their livelihoods and their health is to some degree a reality in these fisheries.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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 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".