Produccion masiva de material limpio de arandano (Vaccinium corymbosum): estrategia para fortalecimiento de la cadena productiva del departamento de Boyaca
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
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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