Decolonizing immigration: addressing missing indigenous perspectives in Canadian immigration policies
Bibliographic record
Abstract
Despite the fact that their presence in the country has long pre-dated immigration, Indigenous people’s views on immigration policy and the impact immigration continues to have on them is rarely discussed in modern day Canada. In this Major Research Paper, I investigate whether or not Canadian immigration policies of the past and present may be written and enacted in ways that contribute to the marginalization of the country’s Indigenous population. By conducting a literature review of works that examine and critique immigration policies and practises as well as by performing a critical discourse analysis on the Immigration Act of 1910 and the 2002 Immigration and Refugee Protection Act considering critiques of settler colonialism and perspectives on decolonization, I explore the ways that inequality may be reproduced in an institutional level through immigration policy.
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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 | 0.011 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.051 | 0.036 |
| Scholarly communication | 0.017 | 0.005 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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".