An Investigation of the Relationship Between Psychological Strengths and the Perception of Bullying in Early Adolescents in Schools
Bibliographic record
Abstract
This study explored the association between psychological strengths and perceptions of being a victim of a bullying relationship in the school environment. Using self-report questionnaires with grades 7 and 8 students, the role of psychological strengths as potential protective factors against various forms of bullying were examined including the patterns of strengths associated with the bullying experience. The results showed no significant association between global indices of strengths and perceptions of victimization. However, significant relationships did emerge between specific strengths and victimization. Strengths in school functioning among boys but not girls and strengths in personality functioning for both sexes were associated with lower perceived victimization. In contrast, strengths in spiritual and cultural identification were associated with perceptions of increased victimization. The implications of these results for anti-bullying strategies are discussed.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".