Community Unionism without the Community? Lessons from Labor-Community Coalitions in the Canadian Child Care Sector
Bibliographic record
Abstract
The theory and practice of community unionism has been central to discussions of alt-labor, union renewal, and revitalization, particularly in relation to union praxis at the urban or local scale. This comparative case study explores two labor-community campaigns to defend public child care services in the context of neoliberal austerity in urban/suburban space. While labor-community coalitions are a necessary—if not sufficient—condition for success, in urban/suburban contexts in which community allies are weak and municipal administrations hostile, public-sector unions must continue to play a leading role in campaigns despite the risk of being cast as defenders of sectional interests rather than of the public good. In such contexts, union involvement in community organizing is a necessary precursor to successful labor-community campaigns.
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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 | 0.006 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.045 | 0.033 |
| Scholarly communication | 0.012 | 0.006 |
| Open science | 0.003 | 0.009 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.009 | 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".