Características epistémicas de los métodos educativos mapuches
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
En este artículo se develan las principales características epistémicas de los métodos educativos de la educación entregada en la familia mapuche de comunidades de la región de La Araucanía en Chile. Se considera el concepto de epistemología en cuanto a la producción de conocimientos prácticos, técnicos, simbólicos y espirituales, como crítica epistemológica de la monoculturalidad del currículum escolar. La metodología utilizada es la investigación cualitativa y se apoya en la Teoría Fundamentada. Los resultados dan cuenta de métodos educativos de aprendizaje y enseñanza de contenidos sobre persona y sociedad, ubicación temporal, territorial y orientación espacial. Se concluye que la formación se organiza considerando métodos propios construidos a partir de la racionalidad del conocimiento educativo mapuche.
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 | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.005 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 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