Migrant Labour and the Reshaping of Employment Law
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The presence of migrant workers has become a central feature of labour markets in highly developed countries. The International Labour Organisation estimates that in 2013 there were 112 million resident migrant workers in the 58 highest-income countries, who made up 16% of the workforce. Non-resident workers have also increasingly become part of the labour available for employment in other states, often on a temporary basis. This work takes a thematic and comparative approach to examine the profound implications of contemporary labour migration for employment law regimes in highly developed countries. In so doing, it aims to promote greater recognition of labour migration-related questions, and of the interests of migrant workers, within employment law scholarship. The work comprises original analyses by leading scholars of migration and employment law at the European Union level, and in Australia, Canada, Germany, Italy, the Netherlands, Spain, the United Kingdom and the United States. The specific
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 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 it