Cultural adaptation: making prevention work across contexts / Lessons from Indigenous suicide prevention programmes implementation in Canada and the United States of America
Bibliographic record
Abstract
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
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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 | 0.015 | 0.017 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.029 | 0.012 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.004 | 0.010 |
| Research integrity | 0.002 | 0.008 |
| Insufficient payload (model declined to judge) | 0.002 | 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".