Isabelle Tauzin-Castellanos (dir.), De l’émigration en Amérique latine à la crise migratoire : histoire oubliée de la Nouvelle-Aquitaine au XIXe-XXe siècle
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 publication de cet ouvrage collectif s’inscrit dans la cadre du projet EMILA Écritures Migrantes Latino-Américaines, porté par l’Université Bordeaux-Montaigne et dirigé par Isabelle Tauzin-Castellanos. Par le biais d’un ensemble de contributions sur des sujets variés ce livre entend mettre en résonnance l’histoire passée des émigrations françaises – et plus particulièrement du Sud-ouest de la France – vers l’Amérique latine, d’une part, et, d’autre part, l’actualité de la « crise migratoir...
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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 | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 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