Unravelling Suicide and Related Behaviours in Indigenous Youth and Young Adults in the Canadian Context
Bibliographic record
Abstract
Abstract: Suicide, rooted in antiquity, is now identified as a global dilemma, particularly impacting Indigenous peoples. The backdrop for this non-systematic focused review is the worldwide challenges faced by vulnerable Indigenous peoples with untenable poverty, degraded life-quality conditions, and suicidality, while the focus, as a specific case, is on the complexity of suicidality in Canadian Indigenous high-risk age groups. The aim here is to present overt and covert intersecting factors underlying suicide in Indigenous youths and young adults in the vast Canadian context. Although living in a privileged geopolitical region, their physically remote and economically compromised communities meshed with a haunting history combined with authorities’ ingrained attitudes of exclusion and neglect, spawned meager health and education resources, services, and consequent dire results. The article’s guiding theoretical frameworks are Transcultural Psychiatry with its emphasis on context that explains health, illness, and recovery in groups and individuals, and the Interpersonal Psychological Theory of Suicide to identify individuals’ suicidality triggers. The article highlights indigenous social determinants of health, identifies elements underlying the tragic suicidality trend in these groups, and addresses literacy and education as poverty driven issues and suicidality-contributing factors promoting attitudes of hopelessness. The discussion includes joint suicide combatting efforts by Indigenous communities and Canadian authorities, these authors’ psychosocial-cognitive literacy acquisition plan to address all age-groups simultaneously, and a take-home message introducing employers’ desirable worker competencies for effective future employment, thereby uplifting life-quality and prospects to help thwart the spectre of suicide. The Conclusion introduces current trends in suicidality science, confirming the authors’ intervention plan is a good fit in the psychosocial intervention trend. Future directions include advice to examine the effectiveness of the plan in the Indigenous context, and tweak it accordingly. For ease of reader comprehension, the article flow is included at the start of the Introduction section. Keywords: suicide triggers, indigenous communities, age-vulnerable groups, language and literacy disparities, poverty induced suicide, prevention intervention approaches
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".