What Do They Know of Canada Who Only Canada Know? An Immigrant’s Guide to Multiculturalism and Shy Elitism
Bibliographic record
Abstract
This article examines how multiculturalism has overflowed from its governmental and policy articulations into Canadian society and culture more broadly. In doing so, it brings together three fields of research that are often separated and disarticulated from each other. Firstly, it draws on oft-overlooked archival material from agencies, departments and ministries of anti-racism, heritage, human rights, immigration, labour, multiculturalism, race relations, settlement and the status of women between 1971 and 2001. Secondly, it engages with the political and academic careers of “immigrant women” who navigated the credentialism, anti-intellectualism and “shy elitism” that courses through official and corporate forms of multiculturalism, and were recognized by prize-giving institutions for their contributions to Canadian society. Finally, it thinks with and through Black Atlantic intellectuals and an “anti-hierarchical tradition of thought that probably culminates in C.L.R. James’s idea that ordinary people do not need an intellectual vanguard to help them to speak or to tell them what to say” (Gilroy 1993, 79).
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.
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 | 0.001 | 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 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".