Public Exclusion, Under Funding and the Intensification of Work: Universities and the Erosion of Democracy in Ontario
Bibliographic record
Abstract
As public anxiety over access to education increases, public-sector workers are directly able to perceive the extent to which exclusion, rather than public- access, now characterizes post-secondary education in an era of privatization. This paper will address some of the recent experiences of university workers who are members of the Canadian Union of Public Employees (CUPE). Here we shall identify three issues facing workers in the sector including: i) the privatization of universities through government policy shifts, ii) the employer-led reorganization of work, and iii) university workers’ campaigns to resist and transform these conditions. For public sector workers, decreasing access to social programs, under funding and the intensification of work are very clearly linked. As the restructured state brings public services more fully into the market and increasingly under the direct control of a global capitalist class, democratic rights are eroded. Still, this privatization dynamic is not uni-directional. Public sector workers and their community allies have been part of the history of state restructuring through their conscious acts of resistance, collective bargaining strategies, militancy and coalition-building. À mesure qu’augmente l’inquiétude du public au sujet de l’éducation, le personnel du secteur public est en mesure de constater directement que l’exclusion, plutôt que l’accès du public, caractérise l’éducation postsecondaire en ces temps de privatisation. L’article traite de certaines des expériences récentes de membres du personnel universitaire qui font partie du Syndicat canadien de la fonction publique (SCFP). Il porte plus précisément sur trois problèmes du personnel du secteur public : i) la privatisation des universités à la faveur de la modification des politiques gouvernementales, ii) la réorganisation du travail dirigée par l’employeur, et iii) les campagnes des travailleurs et travailleuses universitaires visant à résister et à transformer ces conditions. Pour le personnel du secteur public, la diminution de l’accès aux programmes sociaux, l’insuffisance du financement et l’intensification du travail sont nettement liées. À mesure que la restructuration de l’État met des services publics sur le marché privé et les place directement sous le contrôle d’une classe capitaliste mondiale, les droits démocratiques s’affaiblissent. La dynamique de la privatisation n’est cependant pas unidirectionnelle. Le personnel du secteur public et ses alliés communautaires ont participé à la restructuration de l’État par leur résistance réfléchie, leurs stratégies de négociation collective, leur militantisme et l’établissement de coalitions.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.026 | 0.010 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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".