The domestic politics of selective permeability: disaggregating the Canadian migration state
Bibliographic record
Abstract
Hollifield’s ‘migration state’ concept draws attention to the political tension between openness and closure in liberal-democratic countries, arguing that domestic migration policy regimes represent an equilibrium outcome between security, rights, markets, and culture. This overstates national strategic control over migration and borders. Through a case study of recent developments in Canada, sometimes held up as the paradigmatic centralised liberal migration state, we present evidence of growing policy blurring, fragmentation, and decentralisation as migration management programmes have been patched and layered in response to controversies and pressure from domestic interests, including employers, higher education institutions, advocacy groups, and subnational governments. As a result, volumes of temporary foreign workers and foreign students have increased tenfold since 2000. More generally, we propose that a strategy of disaggregation reveals the internal complexity of, and political tensions within, contemporary migration states.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".