The community dimensions of union renewal: racialized and caring relations in personal support services
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
Union renewal research calls for moving beyond broad terms, like community unionism, to specify how social relations of work shape renewal for different workers, sectors and contexts. Analysis of interviews with union officials and union members in publicly funded, in-home personal support reveal two community dimensions: both caring and racialized relations between workers and service recipients. Scholarship on care workers emphasizes empathy and coalition with service recipients as a key aspect of union renewal, yet says little about racialized tensions. Studies of domestic workers emphasize organizing in response to racialization, but provide little insight into caring social relations at work. This article develops arguments that both positive and negative worker–recipient relations shape union organizing and representation in the service sector by specifying the ways in which racialization contributes to this dynamic. It suggests that anti-racist organizing at work, alongside coalition building and collective bargaining, are important renewal strategies for this sector.
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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 | 0.001 | 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 | 0.002 | 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