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Record W7057108282

Humanitarian Protection in International Refugee Law, Sexism and Exclusion: Case for Human Rights Assessment

2023· article· en· W7057108282 on OpenAlexaboutno aff

Bibliographic record

VenueeYLS (Yale Law School) · 2023
Typearticle
Languageen
FieldMaterials Science
TopicThermal properties of materials
Canadian institutionsnot available
Fundersnot available
KeywordsRefugeePersecutionHuman rightsInternational communityConventionPoliticsRefugee lawScope (computer science)Humanitarian aid
DOInot available

Abstract

fetched live from OpenAlex

The overall purpose of the 1951 Convention Relating to the Status of Refugee (Refugee Convention) and its 1967 Protocol is to protect refugees fleeing persecution and threat to life. Established in the aftermath of World War II (WW II), Article 1. A(1) of the Refugee Convention centered the meaning and criteria for refugee protection on the circumstances of the War. Thus, the status of a refugee is framed from persecution feared or suffered “on account of” race, religion, nationality, political opinion, and membership in a particular social group. More than seven decades after WW II, the scope of the definition has subsisted, despite the changing paradigm in the circumstances and responses to involuntary migration. This is not without consequences. With compelling demands in forced migration, the international community has developed different approaches towards the refugee crisis, yet with minimal solutions.\nDespite the massive outcry to address the complex challenges of refugees, hostile attitudes to protection seekers remained daunting and overly pervasive in the international arena. Humanitarian protection of refugees is one of the most crucial yet mismanaged obligations of international law. With increasing demands for humanitarian protection, many destination countries perceive refugees as symbols of conflict, economic burden, and insecurity. This results in rejection, denials, pushback, detention, and refoulement, as well as a clash between political interests and international obligations to protect. Even where host states may exercise discretion to protect, such commitment is subject to the eligibility requirements of Article 1. A(1) and subject to excludability. Because the state functions as an operational instrument for international refugee law (IRL), the limitations of IRL are replicated in domestic laws with detrimental consequences on “unCovention” refugees. Women are the most disadvantaged given that sex is excluded from the status of refugees and grounds of protection. This gives cause to interrogate the nondiscriminatory principle of the Refugee Convention and its 1967 Protocol, and conformity with the norms of international human rights law.\nThis dissertation explores sexism in IRL and the exclusion of women’s experience from the framework of humanitarian protection. It traces the problems of nexus generated from the limitations of refugee inclusion and their intersectionality with gender exclusion and the framing of laws of excludability. The analysis of state practice stresses the interconnection between law, policy, and practice. Centering on the United States jurisprudence, the study investigates the irregularities in the construction of the refugee inclusion and exclusion laws and the associated interpretative barriers that affect the application. The findings are contextualized with lessons from other jurisdictions of selected common law countries—Australia, Canada, and the United Kingdom (UK). Law and human needs are dynamic. Therefore, this study examined the effects of inflexibility and lack of diversity in a seventy-two-year Refugee Convention and the prospects of change for a sustainable inclusive refugee regime. In view of these, this study makes recommendations including re-conceptualizing the criteria of refugee eligibility that reflect human realities in contemporary society and taking cognizance of the human rights principles of IRL under the Convention Against Torture (CAT).

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.045
metaresearch head score (Gemma)0.038
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.045
Threshold uncertainty score0.236

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0450.038
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0170.089
Scholarly communication0.0190.027
Open science0.0040.020
Research integrity0.0370.028
Insufficient payload (model declined to judge)0.0050.001

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 head0.034
GPT teacher head0.301
Teacher spread0.267 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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
Published2023
Admission routes1
Has abstractyes

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