The Relationships between School Experiences and Mental Health Outcomes among Off-Reserve First Nations Youth
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
First Nations youth have been shown to have higher rates of mental health problems compared to non-Aboriginal youth. This study used the 2012 Aboriginal Peoples Survey to examine the relationships between school experiences and mental health outcomes for First Nations youth living off reserve. Mental health outcomes included self-rated mental health, psychological distress, the presence of a mood or anxiety disorder, and suicide ideation. This study provides evidence that school factors can offer protective influences as well as pose risks for the mental health of off-reserve First Nations youth. Family assistance with homework, peer influences, school sports participation, and a positive school environment were associated with positive mental health outcomes for off-reserve First Nations youth over and above the associations of mental health with individual and family factors. Findings suggest considering school factors when promoting mental health in First Nations youth.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.010 | 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