MétaCan
Menu
Back to cohort
Record W4414443473 · doi:10.1177/26320770251359603

Community Is Medicine: Understanding Indigenous Youth-Led Peer Support in Mental Health and Suicide Prevention

2025· article· en· W4414443473 on OpenAlexafffundabout
Rachel Thorburn, Jeffrey Ansloos

Bibliographic record

VenueJournal of Prevention and Health Promotion · 2025
Typearticle
Languageen
FieldHealth Professions
TopicMental Health and Patient Involvement
Canadian institutionsUniversity of Toronto
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsIndigenousMental healthGrounded theoryPeer supportMental illnessCulturally appropriateSuicide preventionPositive Youth DevelopmentPoison control

Abstract

fetched live from OpenAlex

Indigenous youth in Canada face complex mental health challenges, including disproportionately high rates of suicide. Peer support separates itself from typical mental health care provision by centering the value of lived experience to provide hope, challenge stigma, and build a sense of community and self-efficacy for young people. Through peer support, Indigenous youth can share their experiences, offer one another support, and honor their cultural identities. The purpose of this study is to understand what culturally grounded strategies Indigenous youth peer support models use to promote Indigenous youth resilience, mental wellness, and suicide prevention. This study adopts a partnership-oriented, community-based research approach that centers Indigenous youth leadership and knowledge, grounded in the concept of "wise practices." This study examines two Indigenous youth-led peer support programs: We Matter (operating nationally across Canada) and Yúusnewas (operating regionally in British Columbia, Canada) through interviews, program observation, and digital content analysis. Results indicate that We Matter and Yúusnewas both have four core culturally grounded program elements: cultural programming, intergenerational involvement, harm reduction education, and youth political advocacy and leadership development. Through centering Indigenous knowledges, these programs serve as an example of culturally relevant, sustainable, and effective Indigenous mental health promotion approaches.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.012
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.223
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.480
GPT teacher head0.536
Teacher spread0.056 · 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 teacher head, not a consensus.

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

Citations1
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueJournal of Prevention and Health PromotionSame topicMental Health and Patient InvolvementFrench-language works237,207