Aboriginal peoples in complete mental health: A nationally-representative Canadian portrait of resilience and flourishing
Bibliographic record
Abstract
This study aimed to document the prevalence and factors associated with complete mental health (CMH) among Aboriginal peoples living in Canada. CMH is comprised of three parts: 1) the absence of major depressive episode, anxiety disorders, bipolar disorder, serious suicidal thoughts, and substance dependence in the past year as measured by the World Health Organization (WHO) versions of the Composite International Diagnostic Interview (WHO-CIDI), 2) happiness and/or satisfaction with life in the past month, and 3) psychological and social well-being. The method involved secondary analysis of Statistics Canada’s 2012 Canadian Community Health Survey-Mental Health (CCHS-MH). Responses from Aboriginal peoples living in Canada off-reserve ( n = 965) were examined to determine what percentage were in CMH and what characteristics are associated with being in CMH. Data analysis involved both bivariate and multivariate analytic techniques to examine factors associated with CMH among Aboriginal peoples. Overall, two-thirds of Aboriginal peoples (67.9%) living in Canada were in CMH. Those with a post-secondary degree, who had a confidant, and those who were free of disabling chronic pain were more likely to be in CMH. Additionally, the odds of CMH were higher among those without a history of suicidal ideation, major depression, alcohol dependence, drug dependence, anxiety disorder, or difficulty sleeping. Findings from this study provide indications of substantial resiliency among Aboriginal peoples in Canada.
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 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".