Theorizing Emancipatory Transnational Futures of International Labour Law
Bibliographic record
Abstract
In the troubling contemporary moment of “emancipated hatred,”precisely when the ILO stares down the predominance of informal labor markets, grapples with perilous mass labor migration, confronts topics that disproportionately affect gendered, racialized workers on the margins — in short, as it more visibly engages with labor law as development — the social justice-focused, embedded liberalism fostered by the ILO emerges as an aberration in a longer history of unfreedom. This realization calls for founding narratives to be reconsidered, to pay closer attention to how the governance level for labor has been misframed. It also calls for institutional courage to name alternatives for the ILO’s next century. Rather than cower in the face of rising nationalism and fascism, the ILO needs to cultivate transnational futures of international labor law that are emancipatory.
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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 | 0.008 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.008 | 0.061 |
| Scholarly communication | 0.013 | 0.025 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.007 | 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".