Nathalie Thamin, Mohammed Zakaria Ali-Bencherif, Anne-Sophie Calinon, Azzeddine Mahieddine et Katja Ploog (dir.), Mobilités dans l’espace migratoire Algérie France Canada
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
L’ouvrage s’inscrit dans le cadre du projet scientifique CEM « Dynamiques spatiales, langagières, identitaires, de la circulation migratoire étudiante (Maghreb, France, Canada) ». Les enjeux du projet sont divers et de nombreux axes de réflexion soumis (p. 16). Il est le fruit d’une collaboration entre des chercheures françaises et des chercheurs algériens : Anne-Sophie Calinon, Nathalie Thamin, Katja Ploog, Mohammed Zakaria Ali-Bencherif et Azzeddine Mahieddine qui dirigent cet ouvrage. Huit...
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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