Bystander Responses to School Bullying: A Cross-Sectional Investigation of Grade and Sex Differences
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
Addressing the impact of peer bystanders on school bullying, this cross-sectional study examined whether student responses to bullying that they witnessed varied as a function of sex and grade. In a school-based survey regarding social experiences at school, Grade 4 to 11 students ( N = 9397, 51% male) who reported witnessing bullying (68%) rated how often they had engaged in different bystander responses. Results indicated significant differences across sex and grade level, such that younger students and girls were more likely to report taking positive action than were older students and boys by directly intervening, helping the victim, or talking to an adult. Generally, boys and girls were equally likely to report that they ignored or avoided the person(s) who bullied although reports that they did nothing increased with grade level. Implications for schoolwide antibullying intervention efforts are discussed.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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