What Protects Rejected Adolescents From Also Being Bullied by Their Peers? The Moderating Role of Peer‐Valued Characteristics
Why this work is in the frame
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Bibliographic record
Abstract
Adolescents rejected by peers are often targets of bullying. However, peer rejection is not a sure path to victimization. We examined whether characteristics valued by peers (i.e., attractiveness, wealth, academic, and athletic ability) moderated the relationship between peer rejection and victimization. We predicted rejected adolescents high on peer‐valued characteristics ( PVC s) would receive fewer nominations for being victimized than adolescents with lower levels. C anadian students in G rades 6–10 ( N = 549; M age = 13.32, SD = 1.50) provided peer nominations for peer victimization, rejection, attractiveness, wealth, and academic and athletic competence. As hypothesized, each PVC moderated the relationship between peer rejection and peer victimization. No sex differences were found. This study demonstrates the buffering effects of nonbehavioral characteristics valued by peers.
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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 | 0.004 | 0.001 |
| 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 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 it