"Backpack Refugee Rights Advocating" in Greece – Access to Justice through Legal Empowerment
Bibliographic record
Abstract
The moment asylum seekers arrive in Greece, they are often denied access to justice on different levels. At the same time international volunteer field advocates or Backpack Refugee Rights Advocates have the goal of assisting asylum seekers to master the difficulties of the complex European asylum process. More importantly they can play an important role in the process of legally empowering asylum seekers. This paper will first analyze the different forms of access to justice that are denied to asylum seekers in Greece. Then then paper will proceed with the concept of legal empowerment of asylum seekers and it is argued that the main purpose of Backpack Refugee Rights Lawyers should be enabling asylum seekers and refugees to know and enforce their own rights. At the same time the paper identifies and addresses several problems of the work of Backpack Refugee Rights Lawyers. Overall, it is hoped that this paper will provide field advocates with information about how they can play an integral part in the legal empowerment of asylum seekers and refugees if they act according to certain guidelines.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.020 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.011 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".