MétaCan
Menu
Back to cohort
Record W4214741004 · doi:10.1080/01436597.2022.2038128

Deportability, humanitarianism and development: neoliberal deportation and the Global Assistance for Irregular Migrants program

2022· article· en· W4214741004 on OpenAlexaboutno aff
C Justin Robinson

Bibliographic record

VenueThird World Quarterly · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsnot available
Fundersnot available
KeywordsDeportationRefugeePoliticsPolitical scienceInternally displaced personHumanitarian crisisSociologyPolitical economyEconomic growthPublic administrationCriminologyLawImmigrationEconomics

Abstract

fetched live from OpenAlex

Offering return assistance and financial inducements to migrants and asylum-seekers, assisted voluntary return and reintegration (AVRR) programmes are critical to the management of migration. While AVRR programmes have emerged as an area of study in their own right, little attention has been paid to the role of these schemes in the transnational politics of anti-smuggling policy. Building on insights from border studies, migration studies and security studies, this article examines the Global Assistance for Irregular Migrants (GAIM) programme. The GAIM programme is an AVRR programme funded by the Canadian government and implemented by the International Organization for Migration (IOM), which targeted Sri Lankan nationals stranded following the disruption of smuggling ventures in West Africa. This article examines how the GAIM programme framed, rationalised and obscured the practice of neoliberal deportation as a humanitarian gesture in the interests of migrants themselves. It documents and conceptualises the humanitarian claims, narratives and representations mobilised by Canada and the IOM to explain and justify the return of stranded asylum-seekers. It argues that the GAIM programme can be analysed as a form of humanitarian securitisation, which obscures the politics of anti-smuggling policy, masks the violence of deportation and legitimises the return of stranded asylum-seekers.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.489
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.015
GPT teacher head0.295
Teacher spread0.280 · 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 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

Citations12
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueThird World QuarterlySame topicMigration, Refugees, and IntegrationFrench-language works237,207