Bibliographic record
Abstract
LIBERTAD ACADÉMICA Y AUTONOMÍA UNIVERSITARIA a educación se ha constituido en uno de los asuntos más importantes en el debate político del país.Esta circunstancia es comprensible, si tomamos en cuenta los propósitos del gobierno del presidente Hugo Chávez para controlar de manera hegemónica, todas las instituciones públicas y privadas vinculadas con los saberes, la cultura, la comunicación y la producción y difusión de valores.Es cierto que temas de esta naturaleza son susceptibles de controversia en las sociedades democráticas, pero en el caso venezolano, por la polarización política existente, todo aquello que requiera aprobación pública deriva en un conflicto de exclusión mutua.Muestra de lo expresado anteriormente pude apreciarse en la discusión (inconclusa) del nuevo proyecto de Ley Orgánica de Educación (PLOE), así como en la controversia provocada por los objetivos del denominado Tercer Motor de la Revolución: Moral Y Luces; Igualmente en la evaluación de la Misión Ciencia, la Misión Cultura y del resto de las "misiones" dedicadas a la educación.1.
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.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.142 | 0.035 |
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".