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Record W7115028935

Cultural adaptation: making prevention work across contexts / Lessons from Indigenous suicide prevention programmes implementation in Canada and the United States of America

2025· dissertation· en· W7115028935 on OpenAlexfundaboutno aff

Bibliographic record

VenueeScholarship@McGill (McGill) · 2025
Typedissertation
Languageen
FieldPsychology
TopicSuicide and Self-Harm Studies
Canadian institutionsnot available
FundersNational Institute of Mental HealthCanadian Institutes of Health ResearchPublic Health AgencyPublic Health Agency of Canada
KeywordsWork (physics)IndigenousPoison controlSuicide preventionOccupational safety and healthQualitative research
DOInot available

Abstract

fetched live from OpenAlex

Cultural knowledge, values, and practices, alongside social determinants of health, are essential to fostering individual and community well-being. Recognising the significance of local social contexts and cultural practices is especially critical when developing health interventions for Indigenous communities. For Indigenous Peoples, health outcomes are uniquely shaped by historical and ongoing impacts of colonisation, including residential schools, policies of cultural suppression and forced assimilation. These systemic factors have created significant health disparities, demanding that prevention programmes acknowledge both historical and contemporary structural issues at community- and national- levels while embedding Indigenous culture, knowledge, and values to bolster resilience. Despite the importance of culturally grounded approaches, few evidence-based programmes have been developed with Indigenous populations. Mainstream prevention strategies often face challenges related to cultural relevance when evidence-based programmes are scaled-out to other populations. Cultural adaptation has been seen as a promising avenue to transform health promotion and other prevention programmes. Cultural adaptation modifies content, language, and the mode of delivery of existing programmes to better fit marginalised community contexts and needs. Cultural adaptation for Indigenous communities is often conducted in a collaborative effort between academics and Indigenous community members to adapt evidence-based programmes to better align with Indigenous context. However, the processes of cultural adaptation and their practical implications remain poorly understood, particularly in the implementation space shared between programme teams and community partners, who then navigate different epistemologies, priorities, and dynamics embedded in layers of sociocultural, economic and politics forces. Without critical insight into these processes, cultural adaptation risks unintentionally reinforcing historical and systemic injustices. To bridge this knowledge gap, this thesis uses qualitative and participatory methodologies in a three-part analysis to explore the conceptualisation and implementation of cultural adaptation within two Indigenous suicide prevention programmes in Canada and the United States of America. Study one provides an overview of the collaborative adaptation of a community-based suicide prevention programme originally designed for Alaska Natives community members to mainly non-Indigenous school teachers and staff. The results highlight key shifts of programme core values to better align with the new context, including reframing the original emphasis on Alaska Natives self-determination to a focus on reflexivity and culturally humble action for the non-Indigenous participants. Study two details decentralised approaches to adaptation in a mental health programme for First Nations youth and care givers in Canada across four diverse communities. The results show that the decentralised approach, coupled with built-in flexibility in the conceptualisation of the implementation process, supported the empowerment of community partners to take the lead in adapting and designing context specific and culturally relevant programmes. Study three shares the backstage of a collaborative team effort to define core elements of a community-based suicide prevention programme designed with Alaska Natives, to prepare the programme to be adapted to other populations. The results show that the values embedded with core elements are crucial to defining the essence of the programme and thus need to be considered when adapting to other populations. This thesis finishes by synthesising the findings and lessons learned from all three studies, emphasising the potential and challenges of cultural adaptation, and the advances of knowledge in implementation science and health for, and with, Indigenous communities

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)0.015
metaresearch head score (Gemma)0.017
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
Metaresearch0.0150.017
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0290.012
Scholarly communication0.0100.004
Open science0.0040.010
Research integrity0.0020.008
Insufficient payload (model declined to judge)0.0020.000

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 head0.040
GPT teacher head0.361
Teacher spread0.321 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

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