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Record W3111548485 · doi:10.23889/ijpds.v5i5.1488

Mental Disorders and Subsequent Suicide in A Representative Community Population

2020· article· en· W3111548485 on OpenAlexaffabout
Kamala Adhikari, Amy Metcalfe, Andrew GM Bulloch, Jeanne V.A. Williams, Scott B. Patten

Bibliographic record

VenueInternational Journal for Population Data Science · 2020
Typearticle
Languageen
FieldPsychology
TopicSuicide and Self-Harm Studies
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsPsychiatryHazard ratioPopulationMental healthAnxietyMedicineMarital statusSuicide attemptMajor depressive episodeCohortPoison controlPsychologySuicide preventionClinical psychologyConfidence intervalMedical emergencyEnvironmental healthInternal medicineMood

Abstract

fetched live from OpenAlex

BackgroundExisting association between mental disorders and suicidality is mostly based on cross- sectional studies, using clinical samples.
 Objective and methodsWe examined the patterns of association between mental disorders and subsequent suicide in a representative sample of the Canadian household population. This is a retrospective cohort study that used data from the Canadian Community Health Survey 2002 linked to the Death Database 2000-2011 and the Hospitalization Database 1999/2000-2012/2013) (N=27,000). Mental disorders (past-year major depressive episodes (MDE), bipolar disorders (BPD), anxiety disorders (AD), and substance-dependent (SD)) were diagnosed in the survey data using the Composite International Diagnostic Interview. Subsequent suicide events (deaths/hospitalizations for suicide attempts) were identified using ICD-10-CA codes. Time-to-event data were analyzed using competing-risk regression models, adjusting for age, sex, marital status, and educational attainment. Due to the violation of the proportional hazard assumption, the models were stratified into two strata. Sampling weights were used to ensure representation of the target population.
 ResultsOf 27,000 respondents, mental disorders were diagnosed in 15.0% respondents and 0.4% had suicide events. Each mental disorder was significantly associated with an increased risk of suicide. The strength of association between mental disorder and suicide weakened over-time for MDE, SD, but not for BPD and AD. For example, using the time-to-event cut-off 4-year, the hazard ratio (HR) for MDE was 6.02 (95% CI=2.65,13.68) in the first 4-year, whereas, it was 2.03 (95% CI=0.91,4.53) after 4-year. The HRs of suicide for BPD were 16.95 (95% CI=6.88,41.75) and 15.81 (95% CI=5.89,42.45) before and after 4-year.
 Conclusions/ImplicationsFindings reflect improvement of suicide-risk over-time for people with MDE and SA and the persisting risk for people with BPD and AD. Our findings underscore the importance of early management of mental disorders for effective suicide prevention, and requirement of longer-term follow-up for people with BPD and AD.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.008
Threshold uncertainty score0.897

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.178
GPT teacher head0.465
Teacher spread0.286 · 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 teacher head, 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
Published2020
Admission routes2
Has abstractyes

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