The Trade-Labour Nexus: Global Value Chains and Labour Provisions in European Union Free Trade Agreements
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
Labour standards provisions contained within the European Union’s (EU) free trade agreements (FTAs) are a major iteration of attempts to regulate working conditions in the global economy. This article develops an analysis of how the legal and institutional mechanisms established by these FTAs intersect with global value chain governance dynamics in counoutries with contrasting political economies. The article formulates an original analytical framework to explore how governance arrangements and power relations between lead firms in core markets and suppliers in FTA signatory countries shape and constrain the effectiveness of labour provisions in FTAs. This analysis demonstrates how the common framework of labour provisions in EU trade agreements, when applied in a uniform manner across differentiated political-economic contexts, face serious difficulties in creating meaningful change for workers in global value chains.
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 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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