Indigenous suicide in Australia, New Zealand, Canada and the United States
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
This paper reviews literature on self-harm and suicide among Indigenous populations in four nations with histories of British colonization, with a more detailed exploration of patterns and primary care considerations in Australian Aboriginal and Torres Strait Islander populations. Issues of definition, under-reporting, lack of reporting, varying coronial practices and the influence of race on investigative procedures make comparisons of suicide rates among indigenous populations problematic. However, international interpretations highlight the impact of the breakdown of cultural structures and historical processes associated with colonization. Recent studies suggest that the predisposition to suicide by vulnerable young people is influenced not only by absolute living standards but also how they view their circumstances relative to those around them. The complexity of associations with mental disorder, alcohol use and 'meaning' in an indigenous context are considered. Responses in terms of prevention and treatment are presented, highlighting the importance of hospital-based practitioners as the likely first point of contact. The article concludes by outlining considerations in the primary care management of indigenous self-harm.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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) | 0.014 | 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