Bibliographic record
Abstract
countries) to begin negotiations on a free trade agreement. Canada has embarked on public consultations to define the scope of the agreement. For the CA-4 countries, the Canadian refined sugar tariff appears to be a critical, if not mandatory, item with respect to any agreement in the negotiations. Canada is heavily involved in the trade negotiations for the revision to the WTO Agreement on Agriculture and the regional agreement on the Free Trade Area of the Americas (FTAA). Canada has signed a free trade agreement with Costa Rica, reducing the tariffs on the imports of refined sugar, starting in 2003. Canadian overall trade and economic development policies are also important considerations in the free trade negotiations with the CA-4 countries. Sugar is a major staple food providing a cheap source of energy, especially for low income countries. For many developing countries, sugar contributes a substantial part of the overall export earnings and, because it is labour-intensive, sugar represents a major source of employment. Compared to most other agricultural commodities, a significant part of global sugar production is traded internationally. Only a small part of
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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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.137 | 0.034 |
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".