Examining the Developmental Impact of Youth Participation in Education Governance: The Case of Student Trustees
Bibliographic record
Abstract
Youth participation in school governance is on the rise with increased opportunities for student involvement. The objective of this mixed method study was to provide the first analysis of the student trustee role, a relatively new form of participation where high school students represent their peers on local school boards. Specifically, the aim was to gain an understanding of the meaning of student trustee participation from the perspectives of those in the role. Data collection included qualitative interviews with 16 participants, field observations, and questionnaires administered to 39 student trustees. This article focuses primarily on 2 main themes related to developmental processes and outcomes associated with youth participation. One theme identifies possible factors that may elicit or support youth participation while a second theme examines identity formation and transformative learning. Theories derived from human development and adult education comprise the conceptual framework that illuminates the meaning of student trustee participation.
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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 | 0.008 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".