Charting Gordon Campbell's rise to the top: The pragmatic mayor and the politics of "efficiency"
Bibliographic record
Abstract
"Beginning with a detailed account of Gordon Campbell's pre-Liberal Party political activities, The Campbell Revolution? then takes a broad look at the policy options open to him in the context of the neoliberal revolution that swept across Canada and elsewhere in the 1980s and 1990s. Contributors discuss the Campbell administration's reforms in social, environmental, and economic policies, focusing on tax system reform, the arts and culture sector, healthcare, and urban development in the context of the 2010 Winter Olympics. More than just a narrative of the career of an enigmatic public official, this book looks at specific public policy examples and asks whether Campbell led a revolution or simply rode a wave of change that had begun years before he came to power. A comprehensive examination of Gordon Campbell's leadership and governance style and the ideological underpinnings of BC's Liberal Party, it examines how the Campbell administration attempted to transform politics in British Columbia in the twenty-first century." -- From publisher description.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.014 | 0.015 |
| Scholarly communication | 0.012 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.011 | 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".