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
Cet article se penche sur la culture du kif dans le Rif central du Maroc, région mal connue des anthropologues. Pour notre travail de terrain, nous avons choisi les Ketama, en raison de l’omniprésence de la culture du kif et de ses dérivés dans l’activité économique de cette tribu. Dans cet article, nous engageons une réflexion historique sur la légitimité religieuse de la culture du kif. Comment, dans un pays dirigé par une institution religieuse, la culture du kif résiste-t-elle ? Nous analysons, dans un premier temps, le rapport des Ketama avec la religion en prenant en considération l’impact de la culture du kif sur la structure religieuse et, dans un second temps, nous interrogeons le processus religieux qui a permis aux Ketama d’écarter l’interdiction religieuse de la culture du kif.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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