The Immigration Dilemma: The Role of Perceived Group Competition, Ethnic Prejudice, and National Identity
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Theoretical or conceptualConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.661
- Threshold uncertainty score
- 0.782
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.345 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
In this article, we discuss the role of perceived competition for resources in determining negative attitudes toward immigrants and immigration in North America. We first provide background information on immigration policies and levels of immigration to Canada and the United States. Following an overview of our theoretical perspective, we then describe the research we have conducted in Canada and the United States indicating that perceived zero‐sum competition between groups, whether situationally induced or a function of chronic belief in zero‐sum relations among groups, is strongly implicated in negative immigration attitudes. In addition, we describe our recent attempts to improve attitudes toward immigrants and immigration through the targeting of zero‐sum beliefs and through manipulations of the inclusiveness of national identity.
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.
The record
- Venue
- Journal of Social Issues
- Topic
- Social and Intergroup Psychology
- Field
- Social Sciences
- Canadian institutions
- Toronto Metropolitan UniversityWestern University
- Funders
- not available
- Keywords
- ImmigrationPrejudice (legal term)DilemmaCompetition (biology)Ethnic groupPerspective (graphical)Identity (music)Immigration policySocial psychologyPolitical scienceDemographic economicsPsychologyEconomicsLaw
- Has abstract in OpenAlex
- yes