Anti-Immigrant Sentiments, Actions, and Policies: the North American Region and the European Union / Sentimientos, acciones y políticas antiinmigrantes: América del Norte y la Unión Europea
Bibliographic record
Abstract
Introduction /Mónica Verea; Introducción / Mónica Verea; Visión General; Aproximaciones teóricas para entender las políticas migratorias restrictivas y los sentimientos antiinmigrantes en el siglo XXI / Mónica Verea; Conflicto social; América del Norte; Constitutional Failure or Anti-Immigrant Success? Local Anti-Immigrant Ordinances and Sentiments in the United States / Liette Gilbert and Kathy A. Kolnick; The Complexity of Immigration Attitudes in the United States:Public Opinion; the Border States of Arizona and California / Frederic I. Solop and Nancy A. Wonders; State-Level Immigrant-Related Legislation: What It Means for the Immigration Policy Debate / Robert Donnelly; Local Anti-Immigration Politics in California’s Inland Empire / Michal Kohout Mixed-Immigration-Status Households in the Context of Arizona’s Anti-Immigrant Policies: Implications for Health Care Disparities / Anna Ochoa O’Leary and Azucena Sanchez; Sentimientos antiinmigrantes en el estado de Georgia / Elaine Levine; “Godzilla con sombrero de charro”: visiones testimoniales y el imaginario anti(in)migrante estadunidense post-11 de septiembre / Claire Joysmith; Constructing Security on the U.S.Mexico Border: An Analysis of the Minutemen Movement / Julie Dufort; “This is America — Speak English.” The English-Only Movement and Anti-Immigrant Sentiments in the United States / Anna Kaganiec-Kamienska; Xenofobia y discriminación en México / Manuel Ángel Castillo y Germán G. Guerra; Anti-Immigrant Sentiment in Canada / Yolande Pottie-Sherman and Rima Wilkes; Economic Opportunity; La situación de los inmigrantes ilegales en Canadá; Unión Europea; The Future of the European Social Policy Model and perceptions of immigration / Xavier Escandell; Migration to Europe in an Age of Terror: What Effect on Public Opinion? / Anthony M. Messina; Anti-Immigrant Politics and the Crisis of Models of Integration in Western Europe: A Critical Perspective / Christophe Bertossi; Anti-Immigrant Sentiments; Similitudes y particularidades del endurecimiento del control fronterizo en España; y Estados Unidos entre 1989 y 2010 / Guillermo Alonso y Michal Weres; Las consignas antiinmigración en los partidos políticos españoles. Los casos de Democracia Nacional y Plataforma per Catalunya / Pablo Nicolás Biderbost Moyano
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.008 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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".