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Record W4413099661 · doi:10.1136/bmjopen-2024-094356

Service providers’ perspectives on youth peer support: the importance of integration and oversight – an interpretive description study in British Columbia, Canada

2025· article· en· W4413099661 on OpenAlexaffabout
Courtney Devane, Emily Jenkins, Corey McAuliffe, Kelli Wuerth, Skye Barbic

Bibliographic record

VenueBMJ Open · 2025
Typearticle
Languageen
FieldHealth Professions
TopicMental Health and Patient Involvement
Canadian institutionsSpinal Cord Injury BCUniversity of British Columbia
Fundersnot available
KeywordsPeer supportCLARITYGeneral partnershipMental healthService providerMedicinePublic relationsService (business)Construct (python library)Corporate governanceNursingMedical educationPolitical sciencePsychiatryManagementBusiness

Abstract

fetched live from OpenAlex

OBJECTIVES: Peer support in youth mental health settings holds promise as a developmentally appropriate and impactful initiative; however, research exploring implementation remains limited. To advance the field and strengthen future implementation efforts, the aim of the present study was to generate new understandings about how non-peer service providers working alongside youth peer support workers experience the peer support role in youth mental health settings. DESIGN: Guided by interpretive description and tenets of a research community partnership model, semi-structured interviews were conducted with non-peer service providers (n=11) across three integrated youth services centres in British Columbia, Canada, from August to December 2020. Data were analysed inductively using a constant comparative approach to identify and construct themes. RESULTS: Participants emphasised integration and supervision of youth peer support workers as essential for successful peer programming within integrated youth services, highlighting three interconnected themes: defining supervisory roles, envisioning role clarity and capacity and governance of youth peer support services. CONCLUSIONS: Integrated youth services initiatives and peer-led agencies can play key roles-both directly and indirectly-to strengthen the governance and infrastructure of youth peer support.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.010
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.124
Threshold uncertainty score0.900

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.014
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.006
Science and technology studies0.0340.012
Scholarly communication0.0100.002
Open science0.0030.006
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.172
GPT teacher head0.440
Teacher spread0.268 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations2
Published2025
Admission routes2
Has abstractyes

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