Shifting Design Paradigms: Why Tomorrow's International Economic Law May Look More Like the Tax Regime than the WTO
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
Rampant unilateralism, insistence on national sovereignty, a wariness of multilateral institutions and third-party adjudication—for international trade lawyers, this is the stuff of nightmares. For international tax lawyers, these are the normal operating parameters of the international tax regime. In fact, the same forces that are currently unraveling the World Trade Organization (WTO) are simultaneously enabling pragmatic and creative reforms of international tax law. Ruth Mason's account of the Transformation of International Tax invites us to draw broader lessons on how international economic law could adapt to survive and even thrive in a political environment increasingly hostile towards WTO-style multilateralism.
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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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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