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 discusses the persistence of figuring Canadian multiculturalism as a success story, in the face of growing international attention to the degradation of Indigenous life and sovereignty in Canada. It examines three issues: nationalist investments in and scholarly/activist critiques of multiculturalism; dehumanizing bodily and discursive violence directed at Indigenous women by way of government policies, interpersonal violence, and media narratives; and recent activist expressions of anti-settler colonial politics diffused through social media. Gender is central to the interrogation of difference-making in Canada; it is conspicuously absent in mainstream formulations of multiculturalism, grievously present in gender-based violence, and a key basis for resistance to settler colonialism. The article’s aim is to complement the growing body of writing that connects multiculturalism and the politics of recognition to dismissals of Indigenous claims to political sovereignty, cultural self-determination, and freedom from bodily harm. The connection is not paradoxical—It is correlational.
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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.011 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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