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
Important pays de transit pour des migrants subsahariens en route vers l’Europe, elle est aussi un pôle d’attraction pour des migrants qui s’installent principalement dans les villes du sud du pays. Ces migrations provoquent l’inquiétude des autorités algériennes qui a renforcé les dispositifs sécuritaires et fait adopter en 2008 une loi durcissant les sanctions pénales pour les contrevenants aux règles d’entrée et de séjour sur le territoire. Le traitement de ces migrations par les médias dégage l’impression d’une véritable unanimité nationale entre le gouvernement, les journalistes et la population sur leurs présumés dangers. En examinant 44 articles en arabe et en français, publiés entre le 2 mars 2008 et le 31 octobre 2009 1 dans quatre quotidiens privés, l’auteur tente de saisir les lignes dominantes du traitement médiatique de ces migrations.
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 | 0.006 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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