Immigration and the Politics of Welfare Exclusion: Selective Solidarity in Western Democracies
Bibliographic record
Abstract
"Why do some governments try to limit immigrants' access to social benefits and entitlements while others do not? Through an in-depth study of Sweden, Canada, and the Netherlands, Immigration and the Politics of Welfare Exclusion maps the politics of immigrants' social rights in Western democracies. To achieve this goal, Edward A. Koning analyzes policy documents, public opinion surveys, data on welfare use, parliamentary debates, and interviews with politicians and key players in the three countries. Koning's findings are three-fold. First, the politics of immigrant welfare exclusion have little to do with economic factors and are more about general opposition to immigration and multiculturalism. Second, proposals for exclusion are particularly likely to arise in a political climate that incentivizes politicians to appear "tough" on immigration. Finally, the success of anti-immigrant politicians in bringing about exclusionary reforms depends on the response of the political mainstream, and the extent to which immigrants' rights are protected in national and international legal frameworks. A timely investigation into an increasingly pressing subject, Immigration and the Politics of Welfare Exclusion will be essential reading for scholars and students of political science, comparative politics, and immigration studies."--
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.011 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".