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Record W7070413416

Preferential Refugee Policies in Postwar Canada

2021· article· en· W7070413416 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of international women's studies · 2021
Typearticle
Languageen
FieldComputer Science
TopicLibrary Collection Development and Digital Resources
Canadian institutionsnot available
Fundersnot available
KeywordsRefugeeRepatriationGovernment (linguistics)MulticulturalismCultural assimilationPublic policyDisplaced personImmigration
DOInot available

Abstract

fetched live from OpenAlex

Canada is widely known today to accept migrants seeking refuge, however, some groups received preferential treatment when entering Canada after the Second World War. The purpose of this study is to examine the political, economic, and social reasons behind why the Canadian government wrote preferential refugee policies for specific groups seeking refuge. Utilizing government correspondence written between 1948 and 1957 and literature that reviews the implementation of public policy and its effects, this study analyzes the motivations and factors that led to the government’s policy decisions on American draft dodgers fleeing the draft, Baltic refugees fleeing Soviet repatriation and rule, and Hungarian refugees who fled communism. This reveals that the Government of Canada established preferential policies for refugees based on race, religion, and assimilationist principles. It proves that although Canada embraces multiculturalism and humanitarian refugee policies today, in its past, it chose to selectively accept refugees and provide preferential avenues for refugees seeking safety in Canada.

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: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.394
Threshold uncertainty score0.277

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 head0.016
GPT teacher head0.252
Teacher spread0.236 · 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