La traducción de las ideas globales en la gobernanza de la educación secundaria en Colombia
Bibliographic record
Abstract
Recientes reformas educativas en Colombia siguen una tendencia global en la que coinciden la descentralización curricular y la privatización de la educación, con procesos de centralización a través de exámenes estandarizados. Las teorías de la difusión sugieren que este cambio es el producto de la diseminación global de ideas de la Nueva Administración Pública, que son copiadas por tomadores de decisión a nivel doméstico. Sin embargo, a través de un análisis histórico comparativo, este estudio muestra que Colombia no copió las recomendaciones internacionales, sino que las tradujo para acomodar prácticas domésticas. Esta traducción es definida por el grado de influencia que tienen distintos grupos con intereses en la educación, a través de su capacidad de organización, su cercanía a la toma de decisiones, y el impacto público de los recursos que movilizan.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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".