Interventions/Programs Improving Mental Health and Wellbeing Among Indigenous Youth Living in Remote/Rural Areas: a Scoping Review of perspectives from Indigenous youth
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Compared to the general population, Indigenous people experience disproportionate increases in mental health and addiction issues, particularly among Indigenous youth living in remote/rural areas. Despite urgent calls for support, Indigenous youth continue to face a lack of health services and support. The aim of this study was to review literature focused on interventions/programs on improving mental health and wellbeing in Indigenous youth living in remote/rural areas, through youth’s perspectives. Five databases (Web of Science, Embase, CINAHL, the WHO Global Index Medicus, and Medline) were searched, and ten articles met inclusion criteria. Findings revealed several key themes: culture as treatment, storytelling as a powerful culture-based intervention, and Two-eyed Seeing approaches in terms of enhancing mental health and wellbeing among Indigenous youth.
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.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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