Religious Freedom or Multiculturalism?
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
In liberal democratic countries, constitutional guarantees of religious freedom are meant to address the vulnerability of religious minorities, providing protection against majoritarian discrimination and a remedy for inequality. Examining the cases of Muslim minorities in Canada and India, however, reveals the mismatch between the foundations of religious freedom and the type of injustice that certain communities suffer. Religious freedom protections do not accurately capture the nature of the discrimination and inequality Muslims face in either country and do not point in the right direction for a solution. The ideals and motivations behind multiculturalism offer a better paradigm. Multicultural theory recognizes the inevitable privileging of majority beliefs, values, practices, traditions and symbols within democratic nations. Assuming an ideal of the nation as an inclusive plural polity, multiculturalists rightly argue for policies to ensure equal representation of diverse social identities, without singling out religion as a facet of culture needing special regulation.
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.005 |
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