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Record W4401441471 · doi:10.1093/ijrl/eeae026

International Protection for Criminals: To Grant or Not to Grant? Lessons from Australia, Belgium, and Canada

2024· article· en· W4401441471 on OpenAlexaboutno aff
Júlia Zomignani Barboza

Bibliographic record

VenueInternational Journal of Refugee Law · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean Criminal Justice and Data Protection
Canadian institutionsnot available
Fundersnot available
KeywordsPersecutionRefugeeHuman rightsTortureHarmObligationRefugee lawPolitical scienceConventionLawInternational lawCriminologySociologyPolitics

Abstract

fetched live from OpenAlex

ABSTRACT Refugee law requires States to protect those who may face persecution in their country of origin. This protection, however, is not extended to those who, because of their acts, are considered to be undeserving of it. Similarly, the 1951 Refugee Convention allows the return to persecution of those who are considered a danger to the host country’s community. International human rights law, however, forbids States from returning anyone, regardless of their actions, to a place where they may face irreparable harm, such as arbitrary deprivation of life or torture (the non-refoulement obligation). Thus, forced migrants with a criminal background may find themselves in a situation in which they cannot benefit from refugee status but also cannot be returned to their country of origin. The uncertainties associated with this situation can be challenging for both migrants and States. Against this background, the current contribution explores how three States – Australia, Belgium, and Canada – regulate the situation of criminal migrants in need of international protection. More specifically, it identifies who these countries exclude from protection status, how they assess non-refoulement claims, and the measures they use to regulate the situation of these migrants. Lastly, this article evaluates whether currently applicable domestic measures comply with States’ human rights obligations. As there seems to be a lack of sustainable solutions for these migrants in the countries analysed, a reformed international protection procedure is proposed. This reformed procedure would allow the possibility of granting these migrants temporary status, subject to conditions, which, after a certain number of years, could lead to permanent residence.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.913
Threshold uncertainty score0.576

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.129
GPT teacher head0.415
Teacher spread0.286 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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
Published2024
Admission routes1
Has abstractyes

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