Justice for People on the Move: Migration in Challenging Times
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
Justice for People on the Move: Migration in Challenging Times Justice for People on the Move: Migration in Challenging Times. By Gillian Brock. Cambridge and New York: Cambridge University Press, 2020, 256pp. $92 (Hardback). ISBN: 978-1108774581. Merve Erdilmen Merve Erdilmen Department of Political Science, McGill University, Canada Email: merve.erdilmen@mail.mcgill.ca https://orcid.org/0000-0003-3929-8388 Search for other works by this author on: Oxford Academic Google Scholar Journal of Refugee Studies, Volume 34, Issue 3, September 2021, Pages 3545–3548, https://doi.org/10.1093/jrs/feab047 Published: 12 April 2021 Article history Received: 03 March 2021 Published: 12 April 2021
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 | 0.003 |
| 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 | 0.000 |
| 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