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Record W4253826698 · doi:10.7202/1050850ar

Introduction

2018· article· en· W4253826698 on OpenAlexfundvenueno aff
Anna Carastathis, Natalie Kouri-Towe, Gada Mahrouse, Leila Whitley

Bibliographic record

VenueRefuge Canada s Journal on Refuge · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of CanadaUniversität Konstanz
KeywordsIntersectionalityOppressionGender studiesSolidaritySociologyRefugeePolitical scienceLawPolitics

Abstract

fetched live from OpenAlex

While the declared global “refugee crisis” has received considerable scholarly attention, little of it has focused on the intersecting dynamics of oppression, discrimination, violence, and subjugation. Introducing the special issue, this article defines feminist “intersectionality” as a research framework and a no-borders activist orientation in trans-national and anti-national solidarity with people displaced by war, capitalism, and reproductive heteronormativity, encountering militarized nation-state borders. Our introduction surveys work in migration studies that engages with intersectionality as an analytic and offers a synopsis of the articles in the special issue. As a whole, the special issue seeks to make an intersectional feminist intervention in research produced about (forced) 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.

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 categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.861
Threshold uncertainty score1.000

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 studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.010
GPT teacher head0.276
Teacher spread0.266 · 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
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

Citations27
Published2018
Admission routes2
Has abstractyes

Explore more

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