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
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it