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Record W3095038951 · doi:10.1080/14650045.2020.1839052

Decentering the Study of Migration Governance: A Radical View

2020· article· en· W3095038951 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueGeopolitics · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsGeopoliticsCorporate governanceCentringPoliticsContext (archaeology)SociologyState (computer science)Transnational governancePluralPolitical sciencePolitical economyEconomic systemEconomicsLawManagementGeography

Abstract

fetched live from OpenAlex

This paper argues in favour of a radical de-centring of our understanding of international migration governance that privileges the viewpoints of origin and transit countries, non-state actors and includes both urban and rural perspectives. Building on the contributions to this Special Issue, I propose a plural understanding of governance and elaborate on the different dimensions along which we can de-centre our understanding of the governance of international migration (and of the related political and policy discourses). The paper starts by discussing the 21st century context within which migration governance is inscribed and proposes a working definition of de-centring and pluralizing our understanding of migration governance. I then introduce the multiple ways in which we can think of this de-centring: along a geopolitical approach that gives primacy to the role that countries play in migration processes; along a spatial approach (views from the city vs views from rural areas); or with reference to the actors involved (state, civil society, private sector, migrants and their households). The paper concludes by discussing the importance of such radical de-centring for our thinking and speaking about migration.

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.

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 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 score0.892
Threshold uncertainty score0.745

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 studies0.0000.000
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 head0.032
GPT teacher head0.308
Teacher spread0.277 · 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