The Threat of Destitution as a Deterrent against Asylum Seeking in the European Union
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
The problematization of asylum has detrimentally impacted on the provision of support for asylum seekers in host countries. The threat of destitution has become instrumental in restrictive asylum policies and is increasingly used as a deterrent against asylum seeking. The EU experience reveals acute tensions between the EU asylum agenda and the EU Member States’ obligations under international refugee and human rights law. The provision of support for asylum seekers challenges narrow approaches to the realization of socio-economic rights for “others” and to host countries’ duties in that respect. The EU Reception Conditions Directive, which aims to set out standards for the reception of asylum seekers across the Union, exemplifies this predicament. Yet international refugee and human rights law provides a legal framework that establishes minimum standards critical to dignified living for asylum seekers and the protection of the right to seek refugee status in the EU and beyond.
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 | 0.000 |
| 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 | 0.000 |
| 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