Making a Better Banana Farmer: Restructuring the West Indian Banana Industry
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
The banana industry in the four Wind-ward Islands, Dominica, Grenada, St. Lucia and St. Vincent, is the focus of a comprehensive restructuring process. This process is being fuelled by the fears shared by these islands' governments and organizations involved in the production, marketing and selling of Windward Islands' bananas on the European market, that the industry, as it is currently organized, is not competitive. The issue of competitiveness arises because in the first place the preferential access to the EU market which they currently enjoy is likely to end in the year 2002 and, even before then, key aspects of the EU's banana protocol were ruled by the WTO Panel and Appellate Body in September 1997, to be in contravention of WTO rules.
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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 | 0.000 |
| 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 | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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