Conflict and contentment: Case study of the social mobility of working‐class students in Canada
Bibliographic record
Abstract
Abstract This article offers a tentative exploration of how working‐class students' mobility is affected by the push to enter middle‐class careers and lifestyles, and the pull of their working‐class origins. Based on a nine‐year qualitative longitudinal study of working‐class students at a Canadian university, I will show that few study participants experienced mobility as an uncontested or linear trajectory. Two key storylines can be identified: (a) a story of adjustment, modification and contentment; and (b) a story of conflict, loss, and struggle. For most, educational mobility was tempered by revisions of occupational ambitions, by returns to their home communities and by lifestyle choices that do not fit simple narratives of status mobility. And yet, all expressed a growing sense of self‐confidence, appreciated their education as an experience of personal growth, and achieved on their own terms, in post‐graduate education and newly discovered careers.
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How this classification was reachedexpand
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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".