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
This paper aims to explore aspects of Islamic identities in the Canadian multicultural context. It argues that Islamic identities face challenges in the Canadian liberal multicultural context, largely because multiculturalism in Canada was initially designed for well-integrated European ethnic groups and it may not have been intended to foster Islamic identity. Further, some Muslims have a significant problem with a multiculturalism that marginalizes religious beliefs and values in favor of secular inclusiveness. The paper presents the core elements of Islamic identities as well as the challenges of external pressures. It notes that while Islamic identities are anchored firmly on the concept of Ummah, Muslims may develop multiple affinities, which adds another dimension to the Canadian mosaic. The paper recommends accommodating faith communities, including Muslims meaningfully. It invites Muslims to join the multicultural conversation with a genuine Islamic voice. Further, it encourages the Muslim community to respond to the negative image effectively.
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 | 0.000 |
| 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 it