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
"In Refuge beyond Reach, David Scott FitzGerald traces the origin and development of the practices deployed by governments to deter asylum seekers from the 1970s to the present. FitzGerald draws on official government documents, information obtained via WikiLeaks and FOIA requests from the CIA, and interviews with asylum seekers to systematically analyze the policies associated with the remote control of asylum seekers. He shows how the US, Canada, Europe, and Australia comply with the letter of law while violating the spirit of those laws through a range of remote control practices: the dome, the moat, the buffer, the cage, and the barbican. Remote control flourishes in secrecy behind the closed doors of consulates and airport terminals and in the anonymity of the seas and remote border regions. These policies may violate law, but Fitzgerald identifies some pressure points. Bilateral relationships, an autonomous judiciary enforcing rights, and oversight by transnational civil society watchdogs can temper the worst abuses"--
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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