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Record W3177479314 · doi:10.1093/rsq/hdab006

On Critical Localism and the Privatisation of Refuge: The Resettlement of Syrian Newcomers in Canada

2021· article· en· W3177479314 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueRefugee Survey Quarterly · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsWestern UniversityUniversity of Waterloo
Fundersnot available
KeywordsRefugeeLocalismPolitical scienceForced migrationSyrian refugeesPublic relationsPublic administrationSociologyLaw

Abstract

fetched live from OpenAlex

Abstract Increases in displacement and forced migration is an enduring feature of many countries. Resettlement is a policy response to displacement, that relocates refugees from a country of asylum to a safe third country. Canada’s Private Sponsorship of Refugees Program is noteworthy. It allows non-profit organizations and volunteer groups to support newcomers during their first year in Canada and has especially aided resettlement of Syrian refugees on an international scale. We take a critical look at this programme by focusing on the social implications of private sponsorship and Syrian newcomers’ experiences of resettlement. We view private sponsorship initiatives as furthering processes that privatise decision-making, identify specific sponsorship groups as objects of policy, and transfer public authority to private citizens and non-profit organizations to encourage refugee resettlement. We argue that the privatising processes defining private sponsorship are further complicated within localised settings. Based on scholarly, policy, and programme documents, and extensive semi-structured interviews with Syrian newcomers in southern Ontario, Canada, we illuminate what we call “localising the privatisation of refuge,” which calls attention to the various networks, activities and relations of power that define and shape the local, and the processes and experiences of refuge that take place within.

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)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.905
Threshold uncertainty score0.212

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
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 head0.018
GPT teacher head0.300
Teacher spread0.282 · 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