VALUE NETWORK OF THE PERSIAN LIME IN MEXICO
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
Mexico produces the three most important types of lime: Mexican, Persian, andItalian. Persian lime (Citrus latifolia) is the second most important in planted area.Forty-six percent of the production is intended for export. The objective of thisresearch was to analyze the Persian lime value network of the packing andexporting companies. It was conducted at the main Persian lime producing area,located in the central coastal region of the Gulf of Mexico. As an average, thesampled companies were using 55% of their packing capacity. Most of them (83%)work all year long. They have been from 6 to 15 years in operation. Theyemployed a mean of 41 people, thus they are medium-size enterprises. Fourteenactors were complementing their business in production and marketing. Therelationship between packers and the small lime producing farmers was veryinequitable. Low prices were common for Persian lime producers.The fruits theywere packing came mainly from local producers (90%).Their main exportdestinations were: United States, Europe, Canada, and Japan. Other regions areincreasing Persian lime production, threatening the marketing of the farmers of thecentral coast of the Gulf of Mexico.
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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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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