Migrant and domestic and care workers: unfree labour, crises of social reproduction and the unsustainability of life under ‘vagabond capitalism’
Bibliographic record
Abstract
In the 1970s and 1980s, discussions about domestic labour were central to feminist analysis and visions of liberation and equality. As domestic and care work have become partly commodified and internationalized, however, they have become closely associated with forms of unfree labour often as a result of specific forms of state intervention and regulation or lack thereof. The generalization and normalization of different forms of unfree labour among migrant domestic and care workers not only impact individual workers and their families negatively. They also have very serious implications for labour and gender relations, and generally for social structures and power relations. Drawing on studies from different countries, but also focusing specifically on Canadian immigration policies for temporary migrant workers, this chapter demonstrates how state policies, action and/or inaction contribute to creating conditions of unfreedom and active construction, condoning and/or reproduction of inequalities of gender and race.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.011 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".