Experience of Emotional Stress and Resilience in Street-Involved Youth: The Need for Early Mental Health Intervention
Bibliographic record
Abstract
Mental illness left untreated in adolescence and young adulthood can readily become a chronic illness in adulthood, seriously hampering the capacity of individuals to become healthy contributing members of society. Mental health challenges are of paramount importance to the health and well-being of Canadian adolescents and young adults, with 18% of Canadian youth, ages 15-24, reporting a mental illness (Leitch 2007). However, it is unlikely that this statistic accounts for those invisible youth (Rachlis et al. 2009) who are disconnected from families and caregivers, bereft of stable housing and familial support - in other words, youth who are street-involved. Mental health risk is amplified in street-involved youth and, as such, must be recognized as a priority for policy development that commits to accessible mental health programming, in order to realize the potential of these vulnerable youth.
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How this classification was reachedexpand
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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".