A scoping review of evaluated Indigenous community-based mental wellness initiatives
Why this work is in the frame
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Bibliographic record
Abstract
INTRODUCTION: Many Indigenous peoples around the world are disproportionately affected by mental health challenges, due to intergenerational and collective trauma stemming from historical losses and ongoing colonialism. A growing body of literature suggests that mental wellness initiatives are more culturally safe and result in more successful and sustainable outcomes when they are developed by, for and with Indigenous communities using community-driven approaches that prioritize and privilege Indigenous leadership, knowledge systems, beliefs and practices. However, knowledge has not been synthesized on mental wellness initiatives and the extent of community engagement during the development, implementation, and evaluation stages of these initiatives. METHODS: The authors conducted a scoping review of studies on Indigenous community-based mental wellness initiatives to identify the (1) characteristics of these initiatives, (2) types of evaluation approaches (specific measures and assessment tools), (3) level of community engagement from inception to the evaluation stage of the initiative, and (4) lessons learned as identified by the authors. Published and grey literature were searched across several electronic databases. Inclusion criteria required that each study was published between January 2008 and June 2018, focused on Indigenous peoples and their communities in Canada, USA, Australia, and/or New Zealand, focused on a community-based mental wellness initiative, was meaningfully co-led or co-designed by the community, described the initiative and how it was evaluated, and was printed in English. RESULTS: The search yielded 1491 unique articles, and 22 of these articles met all of the inclusion criteria. All included studies took place in Canada, the USA, or Australia. Most mental wellness initiatives addressed general mental wellness, substance use, suicide prevention, and/or co-occurring conditions, and many were tailored for Indigenous youth. Culture-based initiatives were emphasized in most studies, with cultural adaptation and relevance prioritized in all initiatives. Approaches to evaluation ranged from process evaluations to outcome evaluations. Most studies used a mixed methods approach and a wide range of assessment tools, including questionnaires and indicators of community capacity building. Many evaluations used a shared leadership model between community leaders and researchers and had combinations of community members, families, Elders, Knowledge Keepers, and leaders involved in the development, implementation, and evaluation of the mental wellness initiative. Common challenges in conducting evaluation research included limitations of funding structures and the burden on community staff and leaders during the project. CONCLUSION: Overall, across all studies, culture stood out as a major theme for community-based mental wellness initiatives among rural and remote Indigenous communities, with cultural teachings, cultural activities, appropriate use of culture, land-based programming and knowledge sharing integrated into community programming. However, culture and Indigenous leadership throughout were lacking in many of the research studies. Thus, as more Indigenous communities and leaders govern and guide the development of evidence-based mental wellness programming, culture as a form of healing needs to be incorporated into the development of the program, and culture should be a core competency in any evaluation research.
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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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.009 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it