Policy transformation in Canada: Is the past prologue?
Bibliographic record
Abstract
Canada's centennial anniversary in 1967 coincided with a period of transformative public policymaking. This period saw the establishment of the modern welfare state, as well as significant growth in the area of cultural diversity, including multiculturalism and bilingualism. Meanwhile, the rising commitment to the protection of individual and collective rights was captured in the project of a "just society." Tracing the past, present, and future of Canadian policymaking, Policy Transformation in Canada examines the country's current and most critical challenges: the renewal of the federation, managing diversity, Canada's relations with Indigenous peoples, the environment, intergenerational equity, global economic integration, and Canada's role in the world. Scrutinizing various public policy issues through the prism of Canada's sesquicentennial, the contributors consider the transformation of policy and present an accessible portrait of how the Canadian view of policymaking has been reshaped, and where it may be heading in the next fifty years.
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 | 0.006 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.036 | 0.014 |
| Scholarly communication | 0.023 | 0.005 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.008 | 0.010 |
| Insufficient payload (model declined to judge) | 0.016 | 0.002 |
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".