A Bully and a Victim: The Bullying Experiences of Youth with Emotional and Behavioural Disorders
Bibliographic record
Abstract
Young people with emotional and behavioural disorders (EBD) comprise a unique group of students involved in school bullying. The present case study examined the bullying experiences of a group of students, aged 10–14 years, identified as having EBD. A total of ten students participated in self-report questionnaires and interview-style journaling. The main research questions were related to type of involvement in bullying and the bullying experiences in this population. Questionnaires and journaling gathered information about involvement in bullying, as well as about psychological risk factors including normative beliefs about anti-social acts, impulsivity, problem solving, and coping strategies. The overall results indicated that all ten students had participated in bullying as either a bully, a victim, or both. They described their experiences involving both external and internal aggression. These personal accounts offer insight into implications for intervention and educational practices.
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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 | 0.000 | 0.000 |
| 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) | 0.002 | 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 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".