Bibliographic record
Abstract
Ruling Canada: Corporate Cohesion and Democracy , Jamie Brownlee, Halifax: Fernwood Books, 2005, pp. 168. For a discipline explicitly engaged in the study of power, particularly as exercised in liberal democracies, it is striking how little Canadian political science has actually done to examine the concentration of private economic power, the political organization of the business classes and the extension of that power into the political realm. Indeed, Canadian political science has been principally preoccupied with power insofar as it pertains to the constitutional distribution of power and the relative access to political power of the multinational and multicultural constituent groups comprising Canada. The enormous concentration of economic power—the top 25 firms accounting for over 40 per cent of business assets and the monopolies with over $100 million in revenue accounting for 80 percent of business assets (p. 31)—has largely been occluded from serious scrutiny. The mythologies of a pluralist Canadian democracy are better preserved in the absence of conceptual and empirical debate about the economic foundations of political power.
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 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 | 0.002 | 0.001 |
| 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".