Safely Navigating the "Dangerous Space Between Good Intentions and Meaningful Interventions": A Study on the Use of School Suspensions in Manitoba, Canada
Bibliographic record
Abstract
This qualitative study delves into the perspectives of school leaders in a Canadian province, exploring their views on student suspensions and alternative approaches to school discipline. Amid a provincial advocacy organization’s call for a review and reduction of suspensions in that jurisdiction, the study captures both constructive and critical views of school leaders on the practice. Findings reveal a general endorsement of the authority to suspend students under specific conditions. School leaders are, however, conflicted about what constitutes the condition of imminent safety risk, and they advocate for discretion in making that determination. Proposing progressive-discipline strategies as alternatives, they underscore the necessity of available external resources from provincial social systems to ensure the viability and success of suggested alternatives. Collectively, this study navigates the landscape of school discipline, emphasizing the delicate balance between maintaining order and fostering an environment that is conducive for all involved in supporting student success.
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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 | 0.002 | 0.002 |
| 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) | 0.001 | 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".