Austerity and Societal Response: The Double Movement in Post-Crisis Canada
Bibliographic record
Abstract
Through the application of Karl Polanyi's theory of the Double Movement and his concepts of embedded and disembedded economies, the thesis evaluates the contemporary situation in Canada post global financial crisis of 2008.Post-crisis policies and actions of the federal government in the form of financial support to financial institutions, stimulus packages and the ensuing austerity measures are evaluated alongside the societal response to these actions, which is observed through anti-austerity discourse, with special reference to the Occupy Movement across Canada and the Quebec Student Movement.As a result of the high level of neo-liberal entrenchment in Canada a strong move towards re-embedding the economy within the sphere of social influence has not been able to materialize.However, the presence of these sites of resistance represents the evidence of the Double Movement and may be the leading edge of a potential swing of the pendulum towards more socio-democratic control over the economy in the future.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.034 | 0.022 |
| Scholarly communication | 0.013 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".