Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The historical study of Muslim-minority communities in regions commonly associated with “the West” is a field in its infancy. It was not until the 1980s that the enormously diverse groups who adhere to Islam in Western Europe, the United States, and Canada came to be categorized primarily by their religion rather than by their varying races, ethnicities, nationalities, class, or status as immigrants or colonials. This new categorization resulted largely from the recognition of a religious resurgence in public life that was punctuated by the Iranian revolution of 1979 and the “Rushdie Affair.” It was also informed by histories of modernity and experiences of European imperialism that pitted a “modern West” against a “Muslim Orient.” Consequently, as Yasemin Soysal (2001: 165) and many others have noted, “at issue” in the study of Western Muslims has been “the compatibility of Islam—its organizational culture and practice—with European categories of democratic participation and citizenship.” Not even the study of African American Muslims escaped this binary opposition between Islamic identity and democratic citizenship; early studies of the rise of Islam among African Americans generally explained the separatist tendencies of African American Muslim nationalist organizations, such as the Moorish Science Temple and the Nation of Islam, in terms of their appropriation of an Islamic identity. Whether writing about immigrant or indigenous Muslims, scholars have been preoccupied with determining whether Muslims pose an anti-democratic, anti-modern threat to Western societies or if they are yet another addition to the religious, cultural, and political diversity of Western nation-states.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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)
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 it