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Record W4200612624 · doi:10.1080/15562948.2021.2006386

Theorizing the Life and Death of Moments of Openness toward Refugees in the Global North: The Case of Germany during the 2015–2016 Refugee “Crisis”

2021· article· en· W4200612624 on OpenAlexfundno aff
Isabelle Lemay

Bibliographic record

VenueJournal of Immigrant & Refugee Studies · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsRefugeeOpenness to experienceRefugee crisisPolitical scienceGender studiesSociologyCriminologyPsychologySocial psychologyLaw

Abstract

fetched live from OpenAlex

This paper proposes a theoretical framework for the analysis of moments of openness toward refugees in the Global North. Four key types of representations and perceptions of the displaced are identified: deservingness, relatedness, perceived proximity, and connectedness to national identity. These representations and perceptions may enter policy-making through top-down and bottom-up mechanisms. This theoretical framework is applied to Germany’s response to the 2015–2016 refugee “crisis.” Findings highlight the fragility of some representational and perceptional registers, and set the stage for a broader research agenda on the emergence, evolution, and decline of moments of openness toward refugees in the Global North.

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.159
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.027
GPT teacher head0.347
Teacher spread0.320 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations14
Published2021
Admission routes1
Has abstractyes

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