The Politics of Migration: A Function of Discursive Rights, Integration, and Justice
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
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
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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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