Preferential Refugee Policies in Postwar Canada
Bibliographic record
Abstract
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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.017 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".