Immigration and Settler‐Colonies Post‐UNDRIP: Research and Policy Implications
Bibliographic record
Abstract
Abstract It is now common to identify a policy convergence around migration which is eroding the longstanding distinction made in the migration literature between “traditional” countries of immigration (like Canada, Australia, New Zealand and the United States) and other Western states. Taking the United Nations Declaration on the Rights of Indigenous Peoples as instructive, this article focusses on the case of Canada, arguing that its settler‐colonial foundation has impacted and continues to impact three areas relevant to the comparative study of migration: 1) national discourse; 2) land and forms of social power; and 3) politics and forms of solidarity. The implications of settler‐colonialism for the study of international migration are broader than the case of Canada and suggest the need to link considerations of Indigeneity systematically in migration studies, and to address the particularities of settler‐colonial states in relation to other Northern states by being attuned to “divergence within convergence.”
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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 | 0.004 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.006 | 0.009 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 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".