Students with Disabilities in Mainstream Schools: District Level Perspectives on Anti-Bullying Policy and Practice within Schools in Alberta.
Bibliographic record
Abstract
Many researchers around the world point out that bullying in schools is aimed towards others, in many cases against students with disabilities. Bullying is a serious issue, which involves many students and is, by far, the biggest violence problem in schools in many countries. The researchers investigated how provincial legislation and jurisdictional policy in Alberta (Canada) related to antibullying policies within schools. The fundamental goal of this research was to develop an understanding of the relationships between anti-bullying policies and perception of how these policies were implemented in schools from the points of view of central office administration in two school jurisdictions. An analysis of policy documents from two districts in Canada provided no evidence of protections for disabled students specifically. Interviews with central office respondents suggested no need to establish special regulations. Interviewees believed that initiatives implemented in their schools were enough for ensuring that students behaved pro-socially toward all students, including disabled peers.
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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 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".