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Record W7015760084

Unravelling Suicide and Related Behaviours in Indigenous Youth and Young Adults in the Canadian Context

2024· article· en· W7015760084 on OpenAlexaboutno aff

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2024
Typearticle
Languageen
FieldPsychology
TopicSuicide and Self-Harm Studies
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousContext (archaeology)CovertInterpersonal communicationPovertyHistorical traumaLiteracyPoison control
DOInot available

Abstract

fetched live from OpenAlex

Yvette Hus,1,* Osnat Segal2,* 1Cyprus University of Technology, Department of Rehabilitation Sciences, Theralab Research Collaborator (Director Prof. Kakia Petinou), Limassol, Cyprus; 2Sackler Faculty of Medicine and Sagol School of Neuroscience, Department of Communication Disorders Tel-Aviv University, Tel-Aviv, Israel*These authors contributed equally to this workCorrespondence: Yvette Hus, Email yhus@videotron.caAbstract: 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

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.046
Threshold uncertainty score0.336

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0060.008
Science and technology studies0.0060.002
Scholarly communication0.0030.002
Open science0.0020.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.176
GPT teacher head0.494
Teacher spread0.318 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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