Moral reasoning about school bullying in involved adolescents
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The aim of the present study was to investigate how bullying incident participant roles and moral reasoning relate to each other in adolescents. To do so, we examined sociomoral judgments about hypothetical bullying incidents and moral disengagement in adolescents identified as bullies, defenders of the victim and passive bystanders. Six-hundred and twenty-six high school students (13- to 15-years-old) took part in this study and 131 were assigned a specific bullying incident participant role through peer nomination. Findings reveal that defenders of the victim show greater and more uniform moral sensibility than did both bullies and passive bystanders. Sociomoral reasoning helped differentiate between both bully subtypes (bully-leaders and bully-followers) and passive bystander beyond displaying greater moral disengagement than defenders did.
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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 | 0.001 | 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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