The constraints of youth: young people, active citizenship and the experience of marginalisation
Bibliographic record
Abstract
This paper charts the experiences of a group of young people and their involvement in a local government initiative to engage young people in public decision-making. Activated through a youth leaders’ council that sought to influence and inform local government decision-making, the participating young people were given responsibility for enacting focus projects in collaboration with local government personnel. However, this method of simply bringing young people together with local government decision-makers did not automatically alter the way that decisions came to be made and ironically resulted in interactions that went some way to further reinforce existing perceptions of young people as incapable in situations of public administration. This paper reports on a case example detailing an interaction between the youth leaders and local government councillors, and will suggest that the experience of the young people involved in the youth leaders’ council can be understood against a dynamic of ‘constraint’.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.018 | 0.028 |
| Scholarly communication | 0.011 | 0.008 |
| Open science | 0.001 | 0.015 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".