Bibliographic record
Abstract
The discourse on multiculturalism range from debates in political philosophy on what multiculturalism is and should be in theory to public debates by politicians and lawmakers on how to carry out multicultural policies. This background brief will make clear both the academic and political debates on multiculturalism, particularly as it pertains to the European Union. Unlike other western countries like the USA, Canada, and Australia, European nations only began to accept cultural diversity as a fact in the late 20th Century. This was preceded by postwar immigration and country-specific strategies taken to integrate the incoming foreigners. Hence, in discussing multiculturalism in Europe, this background brief focuses on multicultural policies as they are related to the integration of immigrants who came during the postwar migration wave. The measures taken by European countries to integrate immigrants are also pertinent to understanding current populist reactions and public discussions on the failure of multiculturalism. Since the 2015 migrant crisis, fault lines have been opened up in Brussels on how to handle the migration crisis and refugee settlement. The influx of asylum seekers has also been met with polarizing politics and the rise of identity and security concerns in various countries. This brief is a look at the narrative of multiculturalism in Europe and how it intersects with policies on migration and integration.
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 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 | 0.001 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".