Bibliographic record
Abstract
The World Trade Organization (WTO), established January, 1995, is the principal multilateral trade regime responsible for the regulation of global trade activity. As the successor organization to the General Agreement on Tariffs and Trade (GATT), its elaborated legal structure consists of rules, principles and procedures which provides a code of conduct for Members (States) participation in international economic exchanges. The achievement of trade liberalization in the areas of goods, services and intellectual property, has informed the development of a code which relies on the adoption of market principles, premised on the economic philosophy of free trade and comparative advantage. Indeed, in its functioning, the new rules-based system is primarily concerned with the balancing and assertion of rights and obligations by its Members. Employing a state-to-state framework of governance, the interpretation of its rules by the dispute mechanism seeks to ensure competitive trade opportunities, more so than the promotion of actual trade volumes. Any permitted exceptions allowing for the pursuit of policy objectives (both nationally and internationally), are therefore subject to strict interpretation.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.036 | 0.051 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.007 | 0.042 |
| Scholarly communication | 0.019 | 0.016 |
| Open science | 0.002 | 0.012 |
| Research integrity | 0.009 | 0.010 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".