Éditorial : Hors des grandes villes ! L’accueil des exilé·e·s dans les petits milieux d’immigration
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
Incontestablement, la majorit des populations exiles rside en ville. Assurment, les petits centres urbains et les territoires ruraux sont plus souvent associs l'migration qu' l'immigration. Et pourtant Comme la multiplication d'articles de presse 4 et de documentaires 5 en tmoigne, la crise migratoire de 2015 a mis en lumire l'essor de formes multiples et contrastes de l'accueil des populations exiles, contraintes de s'installer dans des territoires peu coutumiers leur prsence. Qu'il soit marqu par des mobilisations anti-migrantes ou au contraire anim par la solidarit des habitantes, initi par les acteurrices locauxales ou impos par l'tat central, l'accueil des exiles en dehors des grands centres urbains est longtemps rest largement invisible aux sciences
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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