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Refugees as Migrants

2021· book-chapter· en· W3171720553 on OpenAlexaff
Idil Atak, François Crépeau

Bibliographic record

VenueOxford University Press eBooks · 2021
Typebook-chapter
Languageen
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsMcGill UniversityToronto Metropolitan University
Fundersnot available
KeywordsRefugeeSafeguardingNormativePolitical scienceSociologyLawMedicine

Abstract

fetched live from OpenAlex

Abstract This chapter details the long-standing debate on whether refugees should be portrayed as migrants. Several organizations, refugee advocates, and scholars argue for a clear line between ‘migrants’ and ‘refugees’, as a means of protecting the refugee regime. They point to the inherently distinct motivations driving refugee movements compared to other types of migration, as well as to the specific normative and institutional framework for refugee protection. The chapter argues that conceptualizing refugees as migrants does not undermine the specific normative and institutional framework for refugee protection. Rather, it further promotes refugees’ access to asylum and safety. The chapter then examines the literature on the refugee/migrant distinction, highlighting the increasingly overlapping and interconnected motivations and contexts driving forced migration. It looks at the mounting barriers refugees face to reach safety and explores the avenues to safeguarding and promoting access to asylum and refugee rights. The chapter also articulates the role that freedom of movement should play in protecting the rights of all migrants, including refugees.

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)0.000
metaresearch head score (Gemma)0.000
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: Other · Consensus signal: Other
Teacher disagreement score0.984
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.023
GPT teacher head0.254
Teacher spread0.231 · 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
GenreOther

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

Citations9
Published2021
Admission routes1
Has abstractyes

Explore more

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