Understanding Diverse Outcomes for Working-Class Learning: Conceptualising Class Consciousness as Knowledge Activity
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
Abstract This article poses the question: Why is it that work/life teaches some workers resistance and militancy while it seems to teach others despondency, withdrawal or manic careerism? The significance of this question lies in the decline of working-class community. The question is answered through an exploration of ways of conceptualising working-class learning that account for a diversity of outcomes in terms of class consciousness. The article briefly reviews key dimensions of learning theory, and then, by drawing on two empirical illustrations, it argues that the workplace must be conceptualized as an ensemble of work/life spheres. The argument confirms the prospect for a better understanding of the complex nature of work-learning relations with an emphasis on artifact mediation (i.e. the role of tools and ideas) and participatory structures (i.e. activity systems). Here the content and structural location of working-class cultural practices and dispositions (i.e. habitus) within activity systems are deemed central.
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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 | 0.004 | 0.001 |
| 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) | 0.001 | 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