Produccion masiva de material limpio de arandano (Vaccinium corymbosum): estrategia para fortalecimiento de la cadena productiva del departamento de Boyaca
Bibliographic record
Abstract
Spa: Los arándanos (Vaccinium corymbosum L.), son berries nativas de Estados Unidos, y han ganado popularidad debido a su alto valor nutricional y medicinal[1,2]. De las seis variedades cultivadas en Colombia, la variedad Biloxi es la más cultivada en el Departamento de Boyacá [4]. Por tal razón, el Grupo de Investigación BIOPLASMA-UPTC en alianza con “ASOBLUE” (Asociación de Cultivadores de Arándanos de Boyacá), determinaron establecer un conjunto de procesos biotecnológicos que permitan el fortalecimiento de la cadena productiva de arándano, teniendo como objetivo la producción masiva de material limpio de arándano contribuyendo al cierre de brechas tecnológicas del sector agropecuario en el departamento.
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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 | 0.000 | 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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".