Bibliographic record
Abstract
The GATT gave special treatment to agriculture by allowing quantitative import restrictions when domestic output was also controlled, and made an exception to the ban on export subsidies by allowing them for primary products, subject to somewhat weak and imprecise conditions. Both were concessions to the operation of domestic farm policies in developed countries, primarily the US and the UK and later Canada and the EU, and full advantage was taken of these legal exceptions. Subsidies in general had been treated leniently in the GATT with merely the obligation to notify if they impacted upon exports. Domestic subsidies for agricultural products had significant impacts on both imports and exports and were seen to be a significant part of the trade problem, but operated under minimal constraints. So the exceptional treatment of agriculture in the GATT had led to a dysfunctional trade regime. The Uruguay Round faced up to the inchoate conditions on world markets and the deterioration of trade relations that these exclusions allowed. The Agreement on Agriculture (URAA) specifically banned quantitative restrictions on imports, except those introduced to guarantee access and banned new export subsidies, capping and reducing existing expenditures on the programs and the volumes that could be subsidized. Domestic subsidies that were deemed to be most trade-distorting were capped and modestly reduced. The Doha Round would, if completed, eliminate export subsidies, severely limit the ability to provide trade-distorting support, and reduce the bound tariffs by a considerable extent. The URAA was negotiated at a time when the US and the EU were the main players in the agricultural policy space and it represented a way of disciplining trade to avoid conflicts and reduce protection. Domestic policies were reformed in a way that was consistent with the URAA constraints. If the Doha Round is successful, most of the special provisions for agriculture will no longer be needed. But at that stage the URAA may inadvertently hamper the process of developing trade rules that meet new challenges.
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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 | 0.037 | 0.038 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.022 |
| Scholarly communication | 0.016 | 0.015 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.015 | 0.034 |
| Insufficient payload (model declined to judge) | 0.004 | 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".