Efectos Ambientales y Socieconómicos de los Procesos Productivos del Café y del Banano: Una Mirada Multifactorial
Bibliographic record
Abstract
Durante el siglo XX y hasta la actualidad la produccion del sector agricola y en particular de los subsectores de cafe y banano han jugado un importante papel en la economia antioquena, tanto en la generacion de empleo y divisas, como en la construccion de una cultura asociada a ambos sectores. Las investigaciones realizadas por diversas instituciones en ambos subsectores si bien han orientado la introduccion de mejoras en la produccion, han dejado de lado un analisis comparativo de ambos subsectores con miras a la identificacion politicas propendan por el mejoramiento conjunto de ambos procesos productivos en aspectos de indole socioeconomico, y ambiental. El articulo presenta los resultados y conclusiones de un analisis comparativo de los procesos productivos del cafe y el banano en el departamento de Antioquia, desde los aspectos socioeconomico y ambiental, haciendo uso de una metodologia de analisis factorial (cuantitativo).
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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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".