Women Learning in Garment Work: Solidarity and Sociality
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
This article explores processes and possibilities for critical learning in the workplace, with a focus on workers laboring in what are often exploitive and dehumanizing conditions. The argument is based on a study of work-life learning of women, mostly new immigrants, employed long-term at an Alberta garment manufacturing plant. It is argued that their negotiations of work conditions are nested in various areas of learning associated with everyday practices, small communities, labor organizing processes, and English learning classes. These are argued to have generated solidarity through learning about sociality, resistance, and personal worth. These solidarities appear to be configured by energies of both transformation and reproduction that are threaded together and generated simultaneously as women learned to survive within the system while supporting one another in a vital interdependent social network. The discussion explores how these dynamics unfolded, and their effects on how different women positioned themselves and their knowledge.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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) | 0.001 | 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