IMIS-Beiträge Heft 40 - Special Issue: The New Politics of International Mobility. Migration Management and its Discontents
Bibliographic record
Abstract
Martin Geiger and Antoine Pécoud: The New Politics of International Mobility. Migration Management and its Discontents.; Bimal Ghosh: A Snapshot of Reflections on Migration Management. Is Migration Management a Dirty Word?; Juan M. Amaya-Castro: Migration and the World of Work: Discursive Constructions of the Global in ILO Narratives about Migration; Sara Kalm: Global Migration Management, Order and Access to Mobility; Catherine Wihtol de Wenden: Globalization and International Migration Governance; Doris Hilber and Tatjana Baraulina: Migration and Development. A New Policy Paradigm in Germany?; Victor Piché: In and Out the Back Door: Canada’s Temporary Worker Programs in a Global Perspective; Clotilde Caillault: The Implementation of Coherent Migration Management Through IOM Programs in Morocco; Hideki Tarumoto: Towards a New Migration Management: Care Immigration Policy in Japan; Bernd Kasparek and Fabian Wagner: Local Border Regimes or a Homogeneous External Border? The Case of the European Union’s Border Agency Frontex; Fabian Georgi and Susanne Schatral: Towards a Critical Theory of Migration Control: The Case of the International Organization for Migration (IOM); Duncan Cooper: Conference and Workshop Report
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How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".