Participatory governance: the role of student trustees on Ontario school boards
Bibliographic record
Abstract
The study examines the experiences of student trustees in the governing process of Ontario district school boards. Data was collected from official school board meeting minutes, policies and interview with directors of education, elected trustees and former student trustees. Student trustees have been in place in 70 Ontario school boards since 1998. Their role is to provide advice to the elected trustees. They cannot vote and may not attend in-camera meetings. Student trustees' have established a provincial organization to advocate for effective student consultation and representation. Directors of education, board chairs and former student trustees related their experiences and recommendations to strength the selection and role of student trustees. The study found that the majority of student trustees are female, 17 years old, serve a one-year term and have parents who are employed by the school board. Most student trustees receive no comprehensive orientation and have little involvement in the development, review or implementation of board policy. The selection, role and responsibilities of student trustees were examined. The findings were that most boards do not have a democratic process for selection, and there is a lack of consistency and understanding of the participation of youth in political life. Suggestions are presented for action by school boards, the Ministry of Education and the Ontario Student Trustees' Association. Topics for further research are provided.
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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 | 0.010 | 0.022 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.021 | 0.013 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".