People with Lived Experience as Support Workers and Community Leaders: Findings from a Critical Interpretive Synthesis of the Literature and Expert Consultation
Bibliographic record
Abstract
In this critical interpretive synthesis, we explore the roles, benefits, and challenges of peer support workers with lived experience (PSWLE) who work with marginalized populations, integrating research findings and knowledge from key informants. We found that PSWLE are engaged in interconnected practice, consultative, and educative roles and serve as intermediaries between public services and marginalized populations; these roles vary according to field of practice; PSWLE perform work that benefits service users, human service organizations, and the public; and PSWLE are encumbered by various workplace challenges, like ambiguous job descriptions and the transition from service user to provider. PSWLE and other health and social service providers can experience tensions due to differences in practice models (e.g. harm reduction vs. medical model). Governments and human service organizations need to modify organizational and service delivery systems to ensure that PSWLE are adequately supported and capable of practicing according to peer support principles.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 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".