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 enero de 2005 publico el historiador marroqui Abdallah Laroui su libro Le Maroc et Hassan II. Un temoignage en el Centre Culturel Arabe de Casablanca y Presse Inter Universitaires de Quebec. Ha sido traducida al castellano por Malika Embarek Lopez y editada, en mayo de 2007, por Editorial Siglo XXI, con prologo de Bernabe Lopez Garcia. Este ultimo mantuvo el 12 de mayo de 2005 una larga conversacion con Abdallah Laroui en Rabat a proposito de su libro y de muchos otros temas sugeridos en el. Una seleccion de las respuestas fue publicada por la revista Afkar/Ideas en su numero 6 (primavera de 2005). He aqui la entrevista inedita integra en transcripcion realizada por Bernabe Lopez con la colaboracion de Cecilia Fernandez Suzor y Malika Embarek.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.013 |
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