Bibliographic record
Abstract
Recent reviews of the Safe Schools Act, Ontario's school disciplinary policy have raised concerns regarding the disproportionate impact on racialized students and students with disabilities. Critics claim that zero tolerance and the simultaneous provision of mitigating factors leaving room for the abuse of discretionary authority, calls into question the role of discipline in the education system. Reactions to the reports were highly publicized, suggesing that a certain level of resistance existed among members of school communities in the Greater Toronto Area. This exploratory study set out to examine whether this resistance could be substantiated and if so, how it is structured. Using a qualitative, semi-structured interviewing format, this study explored the opinions of parents, educators and community advocates regarding the impact on racialized students facing suspension and expulsion in particular. Participants were asked to reflect on the introduction and application of the policy and it's effectiveness in addressing safety, in the context of the neo-liberalization of the education system and corresponding devolution of an institutional commitment to equity. This author reflects on the punitive approach to behaviour management and discipline driven by an ideology of safety in the neo-liberalized system, using an integrative anti-racist approach that validates the restorative justice model. Shifting notions of citizenship help to legitimate the militarization of the school system manifesting in increased surveillance and criminalization of racialized students and parents. This study concludes by highlighting participants' reflections on the lack of accountability in a letigious school environment, where the denial of public education has serious implications for students who face systemic barriers to economic survival. Finally, the paper concludes with suggestions for moving away from punitive approaches to behaviour management to the institution of a restorative justice principles in building a culture of reparations.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.045 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.000 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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".