Disciplining dissent: multicultural policy and the silencing of Arab-Canadians
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 article examines two cases of state funding cuts to the most prominent and active Arab community organisations operating in Canada, the Canadian Arab Federation and Palestine House. It contextualises the cuts within broader ‘crisis of multiculturalism’ debates imbued with anti-Arab/anti-Muslim racism and the silencing of Palestine advocacy efforts; arguing that the shift to a neoliberal multiculturalism, emptied of anti-racist politics, along with the construction of national identities around a set of western ‘core values’ has advanced a marginalising politics that demarcates a ‘civilisational’ border which excludes Arabs, Muslims, and by extension Palestine solidarity. Curtailing freedom of expression, partly through funding cuts, thus becomes a key mechanism for disciplining dissent in racialised communities.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 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