Young people mobilizing the language of citizenship: struggles for classification and new meaning in an uncertain world
Bibliographic record
Abstract
This paper presents research findings from an ethnographic study carried out with 24 low‐income youths (ages 14–16) living on the economic fringes of urban inner‐city Vancouver, British Columbia, Canada. Our primary aims are: to expose the stratified subcultural articulations of citizenship as they are expressed, through language and symbol, by the young people within our study; and to demonstrate how critiques of (neo‐)liberalism in political thought, when combined with a cultural sociology of youth, might alter our subcultural reading of young people's conceptions of citizenship under the dynamics of radical social change. Our ultimate goal is to develop a more nuanced sociological examination of the ways in which young people deploy and utilize the language of citizenship as part of their own cultural struggles, exacerbated in times of state retrenchment, to classify themselves and others as one method of achieving visibility and legitimacy in urban concentrations of poverty.
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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 | 0.001 | 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 | 0.000 | 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".