Policy analysis and advocacy in the Canadian labour movement: when the force of argument is not enough
Bibliographic record
Abstract
As states in the early twentieth century established labour ministries to manage and mitigate class conflict, the question of whether and under what conditions the public policy perspectives of the working class and their trade unions could find a hearing within the state became significant. As the labour-capital compromises that characterized the political economy of post-1945 liberal democracies unravelled and the internal architecture of states transformed with the rise of neoliberalism, the labour movement’s policy influence has declined, even within institutions of social dialogue. While it remains strategically important for trade unions to engage in state-oriented policy analysis and advocacy, the force of argument, of good rational analysis, is insufficient in the current era. This exploration of trade unions’ resulting reorientation of their policy advocacy tactics and strategies suggests a creative process of engaging members and the public is underway.
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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 | 0.010 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.025 | 0.050 |
| Scholarly communication | 0.022 | 0.007 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.007 | 0.008 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".