Beyond ‘Don't Be Evil’: The European Union GSP+ Trade Preference Scheme and the Incentivisation of the Sri Lankan Garment Industry to Foster Human Rights
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
Abstract Orthodox discourse on business and human rights tends to conceive of the human rights responsibility of corporations in terms of minimising the negative human rights impacts of their own activities, as opposed to exerting a net positive effect on human rights. On 15 A ugust 2010, however, S ri L anka's access to the EU 's G eneralized S ystem of P references ( GSP )+ trade incentives was withdrawn for reasons relating to that country's human rights record, creating an actual positive economic incentive for S ri L ankan businesses to actively engage the government on its human rights record. In this context, the author explores the potential for the S ri L ankan garment industry, which is highly dependent on exports to the EU , to effect positive human rights change in S ri L anka.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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