Global goals and suicide prevention in the Circumpolar North
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
The purpose of this selective narrative review is to provide an overview of suicide and suicide prevention in the Circumpolar North and the relevance of global strategies and policies to these themes. We conducted a selective review of the English language literature on Arctic Indigenous mental health, suicide, and suicide prevention. We briefly present the social context, epidemiology, and risk and protective factors for suicide in the Arctic, with a focus on Indigenous peoples. We highlight a recent collaborative, intergovernmental response to elevated suicide rates in this region, the Reducing the Incidence of Suicide in Indigenous Groups - Strengths United through Networks Initiative, which used a consensus methodology to identify key outcomes for evaluating suicide prevention interventions in the circumpolar context. In relation to the Sustainable Development Goals, we examine recent policy developments in Indigenous-led suicide prevention and identify opportunities for strengthening policy, community interventions, and research. Globally, suicide prevention is a public health priority, and reducing the number of suicide deaths is a key target for sustainable development. Although overall and country-specific suicide rates have decreased since 1990, there remains wide variation at the regional and local level. This is particularly evident in the Arctic region known as the Circumpolar North, where Indigenous peoples experience marked disparities in suicide risk and suicide deaths compared to non-Indigenous populations. The factors that influence these variations are complex and often rooted in the social and economic consequences of colonization. The integration of science, community-based and Indigenous knowledge, and policies that address upstream risks for suicide will play an important role in suicide prevention alongside the growing number of Indigenous suicide prevention strategies tailored for specific populations.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.002 |
| 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