Populist Unionism Confronts Austerity in Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The 2008 financial crisis continues to have profound implications for workers worldwide, as governments have embarked on “austerity” programs and employers have confronted organized labor with concessionary demands, placing unions on the defensive. At the same time, populist movements have arisen across North America and Europe as increasing numbers of people grow disenchanted with government action and corporate incompetence. We examine the interplay among what we characterize as “uneven austerity,” union strategic capacities, and rising populism. At the intersection of these processes, we see elements of “populist unionism” as the labor movement confronts both austerity and declining union power. The article develops this concept through an examination of organized labor’s engagement with the Occupy movement in Toronto, Ontario, and the growth of the Christian Labour Association of Canada.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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 it