La reforma de la enseñanza de la geografía en Quebec: urge interpretar la geografía
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
"Este artículo versa sobre la reforma de la educación y los nuevos programas de Quebec para los dos primeros cursos de la Escuela Secundaria (12-14 años), centrándose en el programa de geografía. Este programa aspira a ser innovador y aporta unas orientaciones didácticas coherentes con la epistemología de la geografía cultural. El autor participó en la formulación de los conceptos geográficos básicos en los que se basa la propuesta y en la puesta en marcha de dicha reforma, experimentando sus supuestos con los alumnos. Propone aplicar como método la resolución de problemas y el desarrollo de tres competencias básicas: leer la organización del territorio, interpretar opciones territoriales y construir una conciencia ciudadana a escala planetaria."
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 | 0.017 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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