Non-Citizenship at Work: Labour Flexibility Behind the Counter in Western Canada
Bibliographic record
Abstract
This chapter analyses the role of immigration controls in furthering labour flexibility and worker vulnerability in Canada and the way that this flexibility and vulnerability dovetail with austerity. Non-citizenship is an uneven and contingent category, with social locations amplifying or ameliorating a migrant's experience of precariousness. In addition to a normative political discourse that criminalizes migrants and/or sees them as problems to be 'managed', regulations governing work and citizenship increasingly intersect, generating new and compounding insecurities, with the form of labour precarity depending on the specific immigration controls and labour regulation. The chapter explores how features of a new labour regime in Canada in the era of austerity and the increased presence of 'temporary migrant workers' in the quick-service restaurant industry promote increased labour flexibility and exacerbate migrant workers' vulnerability. Migrant workers face unique challenges, distinct from those of their domestic counterparts, and with their growing presence in low-wage Canadian worksites, the need to organize at the intersection of work and citizenship has become an urgent project.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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".