State Policies toward Islam in Twenty Countries in Western Europe: The Accommodation of Islam Index
Bibliographic record
Abstract
Abstract This study creates an index that reveals the extent to which Western European countries accommodate Islamic traditions and practices. The index covers six realms in which Muslim communities seek accommodation: (1) education, (2) chaplaincy services, (3) mosques, (4) cemeteries, (5) Islamic attire, and (6) halal food. The study examines and quantifies the state policies in twenty Western European countries on both national and municipal levels with a particular focus on actual implementation. Results indicate that Western European countries vary widely in terms of their accommodation of Islam. There are also notable within-country differences, due in part to regional governments, as they also make and/or implement policy decisions. Both between- and within-country variations in the accommodation of Islam reveal a variety of nuances, and blur dual categories, such as ethnic-civic and assimilationist-integrationist.
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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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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)
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".