Multiculturalism and the Canadian Constitution
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
Canada has often been cited internationally for its success as a multicultural society and for its ability to manage this diversity through a federal constitution. The strands of diversity include the constitutional relationship between English and French Canada, federalism more generally, the status of Aboriginal peoples, Canada’s immigration and integration strategies, affirmative action, and a general guarantee of equal protection for men and women. Together they tell a complex story of pluralism, consolidated through a long and incremental period of constitution-building. Multiculturalism and the Canadian Constitution brings together scholars of cultural diversity from backgrounds in law, political science, and history to address key components of the changing Canadian story: the evolution over time of multiculturalism within Canadian constitutional law and policy; the territorial dimension of Canadian federalism; and the role of constitutional interpretation by the courts in the development of Canada as a multicultural state. Wide-ranging and provocative, the essays illustrate how deeply multiculturalism is woven into the fabric of the Canadian constitution and the everyday lives of Canadians.
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 | 0.001 | 0.005 |
| 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