The Occupation of Youth Peer Support Workers Within an Integrated Youth Services Initiative
Bibliographic record
Abstract
Youth peer support workers (YPSWs) use lived/living experience to provide support. However, there is a knowledge gap about service impact on YPSWs themselves. To understand (1) impact being a YPSW has on well-being, (2) experience of being a YPSW, and (3) barriers and facilitators of being a YPSW. Eighteen YPSWs at an integrated youth services (IYS) initiative in British Columbia, Canada, completed semi-structured interviews in fall 2023. Interviews were analysed thematically using an inductive approach. Themes were identified relating to the YPSW role extending beyond employment, providing a sense of purpose and contributing to personal and professional growth as a low-barrier employment opportunity. YPSWs also identified barriers and facilitators within their role. Findings highlight the value of YPSWs as an occupation and the distinction of this role. To strengthen the profession and increase supports for YPSWs, the development of clear policies and standards is essential.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".