Vulnerability, exploitation and migrants : insecure work in a globalised economy
Bibliographic record
Abstract
Editorial Introduction. Vulnerability, exploitation and migrants: Insecure work in a globalised economy Louise Waite Gary Craig Hannah Lewis Klara Skrivankova I. THE GLOBALISATION OF VULNERABILITY 1. Private governance and the problem of trafficking and slavery in global supply chains Nicola Phillips 2. The political economy of outsourcing John Smith 3. Labour, exploitation and migration in Western Europe: an international political economy perspective Lucia Pradella and Rossana Cillo II. MIGRANT WORKERS, UNFREEDOM AND FORCED LABOUR 4. Social reproduction and migrant domestic labour in Canada and the UK: Towards a multi-dimensional concept of subordination Kendra Strauss 5. Precarious labour in Slovakia: patterns, implications and intersections with other forms of abuse Matej Blazek 6. Understanding and evaluating UK efforts to tackle forced labour Alex Balch III. THE VULNERABILITY OF ASYLUM SEEKERS 7. The contribution of UK asylum policy 1999-2010 to conditions for the exploitation of migrant labour Tom Vickers 8. Precarity at Work. Asylum rights and paradoxes of labour in Sweden Maja Sager 9. Bangladeshi fruit vendors in the street of Paris: Vulnerable asylum seekers or elf-imposed victims of exploitation? Donghyuk Park 10. Refused asylum seekers as the hyper-exploited Louise Waite Hannah Lewis Stuart Hodkinson Peter Dwyer IV. HIDDEN FROM VIEW: THE MOST EXPLOITED WORKERS 11. Sweatshop workers in Buenos Aires: The political economy of human trafficking in a peripheral country Jeronimo Montero Bressan Eliana Ferradas Abalo 12. Experiences of forced labour amongst UK based Chinese migrant workers: exploring vulnerability and protection in times of Empire Rebecca Lawthom Carolyn Kagan Sue Baines Sandy Lo Sylvia Sham Lisa Mok Mark Greenwood Scott Gaule 13. The Working Lives of Undocumented Migrants: Social capital, individual agency and mobility Alice Bloch Sonia McKay Leena Kumarappan 14. Slavery in the 21st century. A review of domestic work in the UK Ismail Idowu Salih V. INTERVENTIONS: TACKLING LABOUR EXPLOITATION 15. Global citizenship: the need for dignity and respect for migrants Domenica Urzi 16. Winning a living wage: the legacy of living wage campaigns Ana Lopes Tim Hall 17. Forced labour and ethical trade in the Indian garment industry Annie Delaney Jane Tate 18. The staff wanted initiative - preventing exploitation, forced labour and trafficking in the UK hospitality industry Joanna Ewart-James and Neill Wilkins
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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) | 0.001 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".