Mixed Up: International Law and the Meaning(s) of “Mixed Migration”
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
Journal Article Mixed Up: International Law and the Meaning(s) of "Mixed Migration" Get access Marina Sharpe Marina Sharpe BA, LLB, BCL (McGill), MSc (LSE), DPhil (Oxon); Visiting Fellow, Centre for Human Rights and Legal Pluralism (CHRLP), Faculty of Law, McGill University, 3644 Peel Street, Montreal, Quebec H3A 1W9, Canada. Email: marina.sharpe@mail.mcgill.ca. Search for other works by this author on: Oxford Academic Google Scholar Refugee Survey Quarterly, Volume 37, Issue 1, March 2018, Pages 116–138, https://doi.org/10.1093/rsq/hdx021 Published: 29 January 2018
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.000 | 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