Bibliographic record
Abstract
Abstract The Oxford Handbook of Canadian Politics provides a comprehensive overview of the transformation that has occurred in Canadian politics since the country achieved autonomy, examining the institutions and processes of Canadian government and politics at the local, provincial, and federal levels. The book represents the work of distinguished contributors, including some of the world's most prominent scholars of political science. Canada officially achieved legislative autonomy in 1931 and has since developed into one of the world's most prosperous democracies. Though its political system is widely commended for its stability and fairness, it is nonetheless extremely complex. Particularly within the past five decades, Canada has undergone a vast social and political revolution, as exhibited by events such as the Quiet Revolution in Quebec, the ratification of the Charter of Rights and Freedoms, the Medical Care Act of 1966, and the official adoption of bilingualism and multiculturalism. As the world moves toward globalization, technology has likewise facilitated communication between previously isolated provinces and territories within Canada. Such developments hold significant implications for the role of Canadian politics, both domestically and internationally. This text analyzes all aspects of the Canadian political system: the courts, elections, political parties, Parliament, the constitution, fiscal and political federalism, the diffusion of policies between regions, and various aspects of public policy. It examines recent trends such as the movement toward minority Parliaments, and extrapolates potential developments.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.009 |
| Science and technology studies | 0.008 | 0.005 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.072 | 0.017 |
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 source (direct Gemma or distilled Codex), 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".