The Comparative Politics of Immigration: Policy Choices in Germany, Canada, Switzerland, and the United States
Bibliographic record
Abstract
Many governments face similar pressures surrounding the hotly debated topic of immigration. Yet, the disparate ways in which policy makers respond is striking. The Comparative Politics of Immigration explains why democratic governments adopt the immigration policies they do. Through an in-depth study of immigration politics in Germany, Canada, Switzerland, and the United States, Antje Ellermann examines the development of immigration policy from the postwar era to the present. The book presents a new theory of immigration policymaking grounded in the political insulation of policy makers. Three types of insulation shape the translation of immigration preference into policy: popular insulation from demands of the unorganized public, interest group insulation from the claims of organized lobbies, and diplomatic insulation from the lobbying of immigrant-sending states. Addressing the nuances in immigration reforms, Ellermann analyzes both institutional factors and policy actors' strategic decisions to account for cross-national and temporal variation.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.013 | 0.010 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| 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".