Des services aux jeunes pour grandir dans une société interculturelle
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
La mixité ethnoculturelle grandissante des sociétés convainc la bibliothèque publique d’agir pour une société interculturelle, où les jeunes de tous horizons peuvent grandir dans une égale dignité. Soucieuse de servir ceux qui sont issus de l’immigration ou des minorités visibles, la bibliothèque favorise l’intégration en soutenant la scolarité, l’insertion professionnelle et l’alphabétisation familiale. En réponse à leur besoin de repères, elle présente la société d’accueil et facilite l’apprentissage de la diversité tout en participant à la transmission d’un héritage culturel. Enfin, pour lutter contre le racisme et renforcer le lien social, elle crée le dialogue, suscite la réflexion et la participation citoyenne.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.006 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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