Martin Geiger et Antoine Pécoud, The Politics of International Migration Management
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 gestion des migrations internationales : un nouveau paradigme ? 1 Les annes 2000 ont vu apparatre un nouveau paradigme en matire de politiques migratoires. Ce paradigme est largement connu maintenant sous le vocable anglosaxon migration management , que nous traduisons par gestion migratoire (ou approche gestionnaire des migrations), mme si le terme management fait davantage rfrence une philosophie globale d'organisation et de gestion, d'abord associe aux entreprises, mais par la suite applique un ensemble de domaines. Selon le fondateur de cette approche applique aux migrations internationales, Bimal Gosh, la gestion migratoire signifie grer pour atteindre des objectifs plus ordonns, prvisibles et humains, grce une gouvernance globale du rgime migratoire. La gestion migratoire est base sur une prmisse de base, savoir que la migration, bien gre, peut tre positive pour tout le monde, savoir les pays d'origine, les pays de destination et les migrants eux-mmes (d'o le fameux slogan win-win-win ).
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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 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