The Politics of Migration: A Function of Discursive Rights, Integration, and Justice
Bibliographic record
Abstract
Book Reviews: The Politics of Migration: A Function of Discursive Rights, Integration, and Justice Demanding Rights: Europe’s Supranational Courts and the Dilemma of Migrant Vulnerability. By Moritz Baumgärtel. Cambridge University Press, 2019. 206pp. ISBN 9781108677837 Justice for People on the Move: Migration in Challenging Times. By Gillian Brock. Cambridge University Press, 2020. 256pp. ISBN 9781108774581 Transitional Justice and Forced Migrations: Critical Perspectives from the Global South. Edited by Nergis Canefe. Cambridge University Press, 2019. 330pp. ISBN 9781108380072 Migration and Integration: The Case for Liberalism Without Borders. By Tom Fraser. Cambridge University Press, 2020. 272pp. ISBN 9781108757997 The Perpetual Immigrant and the Limits of Athenian Democracy. By Demetra Kasimis. Cambridge University Press, 2018. 206pp. ISBN: 9781107280571 Reviewed by Philip Onguny
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.008 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.010 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".