Correlates of Perceptions of Bullying at School among First Nations Youth Living Off Reserve
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
This study described perceptions of bullying as a school characteristic and associations with school, academic, and health characteristics among a representative sample of First Nations high school students living off reserve in Canada using data from the 2012 Aboriginal Peoples Survey. Almost 4 in 10 of First Nations youth living off reserve perceived bullying as a problem at their schools. A perceived climate of bullying co-occurred with other negative school climate characteristics such as racism, violence, and the presence of alcohol and drugs. First Nations youth living off reserve who perceived bullying as a problem at school reported higher psychological distress and a higher prevalence of suicidal ideation, even after controlling for the effects of youth sex, age, and household income. These findings highlight the need to focus on school characteristics as perceived by youth to improve school climate and youth health.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| 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