Youth Perspectives on Barriers and Opportunities for the Development of a Peer Support Model to Promote Mental Health and Prevent Suicide
Bibliographic record
Abstract
Suicide prevention is a public health priority. The purpose of this study was to elicit and document the perspectives of youth (ages 15-24) on the development of a peer support model for mental health promotion and suicide prevention for youth in small communities in western Canada. A qualitative descriptive approach informed by a socioecological framework was used to conduct the study. Eleven youth participated in a series of three co-design workshops. Data collection was conducted remotely using Zoom. Data were analyzed using thematic analysis. The following three themes are identified: (a) contextual factors for youth; (b) community spaces and social media; and (c) apps and integrated care. These themes elucidated challenges faced by the youth, strategies for reducing barriers for youth who need support, and opportunities for enhancing youth mental health through responsive community-identified services. Overall, youth were supportive of the potential use of peer support to augment services in their communities.
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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 | 0.004 | 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".