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Record W7082417374

ASYLUM SEEKER INTEGRATION POLICIES IN GERMANY AND CANADA

2025· article· en· W7082417374 on OpenAlexaboutno aff

Bibliographic record

VenueDiva portal (Dalarna University Library) · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsAsylum seekerRefugeeTransformative learningConstruct (python library)Cultural assimilationExceptionalismGermanMultilingualismDiscourse analysisNarrative
DOInot available

Abstract

fetched live from OpenAlex

This thesis contributes to the emerging literature on asylum seeker integration by carrying out a critical discursive policy analysis of the integration frameworks in Germany and Canada. By the application of What is the Problem Represented to Be? by Bacchi. The thesis examines the construction of the difficulties of accessing employment, healthcare, and social inclusion by asylum seekers through an analysis of policy documents and official narratives. It concludes that even though both nations present their policies as helpful and ready to comply with international commitments, they carry opposing assumptions and influence asylum seekers as weak people in need of protection and a potential drain on national resources. BAMF Brief Analysis demonstrates how German integration discourse frames parent-child multilingualism in migrant Muslim families as individual failure, diverting attention from structural gaps in education and support. Through a securitization lens, such framings construct language diversity as a threat, justifying assimilationist policies. Constructivist IR theory emphasizes that policy narratives actively produce social realities by defining belonging, privileging an exclusionary notion of ‘Germaneness. Applying Bache’s WPR approach reveals how problem representations legitimize deficit models of multilingualism, reinforcing Eurocentric norms and marginalizing hybrid identities. This comparative design will allow us to analyze how liberal democracies manage to reconcile humanitarian commitments with national security concerns. The thesis made is that these representations are not neutral but indicate wider conflicts between humanitarian principles and security-based governance, and in the end, restrain the transformative capacity of integration policies.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.394
Threshold uncertainty score0.943

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 communication0.0000.001
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 head0.003
GPT teacher head0.159
Teacher spread0.156 · 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 designObservational
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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueDiva portal (Dalarna University Library)Same topicGeochemistry and Geologic MappingFrench-language works237,207