Bibliographic record
Abstract
With the proliferation of supranational trade agreements and the deregulation of national labour markets, calls for representative international organizations and international mechanisms aimed at improving the conditions of workers are growing. One outcome of these developments is that international organizations, like the International Labour Organization (ILO), are rethinking their roles under globalization. This article examines the ILO's new platform of action known as Decent Work, exploring whether it represents a challenge to the hegemonic order characterizing the organization historically. It finds that Decent Work is emblematic of the evolving hegemonic order in the ILO yet struggles over the platform reveal counter-hegemonic forces at its margins. Decent Work thus represents an effort at mediating tensions inside the ILO between global capital, member states, trade unions and NGOs and its two leading initiatives reflect this role: the Social Declaration and the commitment to craft standards to improve the situation of marginalized workers.
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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 | 0.009 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.041 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.006 | 0.007 |
| Insufficient payload (model declined to judge) | 0.013 | 0.004 |
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".