Austerity, Right Populism, and the Crisis of Labour in Canada
Bibliographic record
Abstract
Abstract In the aftermath of the 2008 financial crisis, neoliberal governments embarked on austerity programs that include reducing public services, imposing public sector wage restraint, and reorganizing public sector working conditions and labour relations. In this context of economic crisis and austerity, populism has risen across North America and Europe on both the right and left of the political spectrum. The rise of right populism in particular confronts unions with key organizational and strategic challenges as neoliberal governments seek to mobilize right populist discourses in their efforts to restructure work and labour relations. Using a socio‐geographic framework, and based on an examination of post‐2008 legislative and policy measures undertaken at the federal, provincial, municipal levels in Canada, this paper explores the nexus between “uneven austerity”, rising populism, and union strategic capacities. We examine this intersection of austerity and populism at multiple scales to reveal the implications for organized labour.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.012 | 0.006 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".