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 shift of economic production from higher labour standard regimes in the global North to lower standard regimes in the South is undermining enforcement of global labour standards. Responding to criticisms from the ‘anti-sweatshop’ movement, consumers and governments, many transnational corporations (TNCs) have adopted codes of conduct to regulate labour standards in their supplier factories. Non-governmental organizations (NGOs) are increasingly used to monitor compliance with these codes. This article analyses the monitoring effectiveness of three kinds of such ‘third party’ NGOs. It concludes that major monitoring deficiencies reflect, first, significant organizational weaknesses of the NGOs and their dependence on TNCs for whom they monitor; second, powerful limits imposed on NGO effectiveness by corporate restructuring and market competitiveness; and third, inadequate pressures from anti-sweatshop movements, consumers and governments. These constraints suggest that this NGO-centred, ‘soft law’ policy approach is ‘too weak for the job’.
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 | 0.001 | 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 | 0.001 | 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) | 0.000 | 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