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Record W3111204796 · doi:10.22329/wyaj.v37i0.6562

"Backpack Refugee Rights Advocating" in Greece – Access to Justice through Legal Empowerment

2020· article· en· W3111204796 on OpenAlexvenueno aff
Magnus Manhart

Bibliographic record

VenueWindsor Yearbook of Access to Justice · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean Criminal Justice and Data Protection
Canadian institutionsnot available
Fundersnot available
KeywordsRefugeeEmpowermentEconomic JusticePolitical scienceLawHuman rightsSociology

Abstract

fetched live from OpenAlex

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.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.620
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.003
Open science0.0020.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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.

Opus teacher head0.102
GPT teacher head0.393
Teacher spread0.291 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

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