Inclusive Trade: Justice, Innovation, or More of the Same?
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 Inclusive trade is taking hold in various forms in international organizations and in the trade policy of national governments. Absent empirical evidence that will take time to generate, it can be difficult to assess the achievements of this new approach to trade. Nancy Fraser's three justice idioms provide a conceptual entry point for evaluating the potential of the inclusive trade agenda. Fraser argues that the contemporary global justice conversation must acknowledge claims for recognition, representation, and redistribution. Applying this conceptualization to the inclusive trade agenda shows that trade agreement provisions intended to favor women and Indigenous peoples go some distance in addressing claims for recognition and representation but accomplish less in remedying injustices associated with maldistribution. Therefore, the inclusive trade agenda does significantly advance global justice for marginalized groups, but works primarily in ways that are political and cultural, not economic.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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