Consideraciones y argumentos a favor de la institucionalización del aprendizaje-servicio en la educación superior y la universidad
Bibliographic record
Abstract
El artículo plantea un conjunto de consideraciones sobre la incorporación del aprendizaje-servicio (ApS) en la educación superior valorando su conveniencia y propone argumentos a favor de su institucionalización. Se analiza el sentido de la institucionalización de prácticas innovadoras en aprendizaje y docencia en general concretando este análisis en el caso de las innovaciones derivadas de la perspectiva ApS. Se defiende que la institucionalización de tales prácticas debe suponer una transformación sistémica que afecta a diferentes dimensiones de la institución y se proponen diferentes argumentos a su favor. Por último, se formulan cuatro breves consideraciones para huir de algunas concepciones ingenuas o consecuencias indeseadas sobre lo que en ocasiones se entiende por institucionalización
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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 | 0.011 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.009 | 0.018 |
| Scholarly communication | 0.014 | 0.006 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.008 | 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".