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
C’est essentiellement dans les zones urbaines que se déploient les enjeux de l’intégration des immigrants et des minorités. Pourtant, quand on s’intéresse aux conflits qui marquent la vie publique, on voit rarement les municipalités autrement que comme des gestionnaires de services et non comme les centres de pouvoir politique qu’elles sont. Analysant plus de cinquante ans d’action publique locale, Aude-Claire Fourot montre la capacité des municipalités à adopter des politiques qui leur sont propres et met en lumière pourquoi deux villes comme Montréal et Laval, soumises aux mêmes contraintes institutionnelles, adoptent des trajectoires politiques différentes en matière d’immigration. Plus que l’intégration dans les villes, c’est aussi l’intégration des minorités par les villes qu’elle permet d’explorer.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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