Voices from the classroom: pictorial and narrative representations of children's bullying experiences
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
Abstract This study investigates children's understanding of school bullying and victimization as represented through drawings, narratives and open‐ended qualitative questions. Eighty‐two children (8–9‐year‐olds, n = 30, M = 8;7; 10–11‐year‐olds, n = 18, M = 10;7; and 11–12‐year‐olds, n = 34, M = 11;9) from a mainly Euro‐Canadian, mid‐socioeconomic city in Ontario, Canada, participated in individual interviews that required them to draw and narrate stories of 'someone being bullied'. Comments on bullies' motives reflected proactive/instrumental and reactive/emotional aggression, but also suggested sadistic aspects of bullying that are not fully captured in existing subtypes of aggression. Participants' narratives also indicated that it may be crucial to create comprehensive anti‐bullying interventions that include a component on moral values related to bullying and victimization.
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 | 0.000 | 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) | 0.000 | 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