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Predicting suicide attempts among soldiers who deny suicidal ideation in the Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS).
- Source :
-
Behaviour research and therapy [Behav Res Ther] 2019 Sep; Vol. 120, pp. 103350. Date of Electronic Publication: 2018 Dec 06. - Publication Year :
- 2019
-
Abstract
- Most nonfatal suicide attempts and suicide deaths occur among patients who deny suicidal ideation (SI) during suicide risk screenings. Little is known about risk factors for suicidal behaviors among such patients. We investigated this in a representative sample of U.S. Army soldiers who denied lifetime SI in a survey and were then followed through administrative records for up to 45 months to learn of administratively-recorded suicide attempts (SA). A novel two-stage risk assessment approach was used that combined first-stage prediction from administrative records to find the subsample of SI deniers with highest subsequent SA risk and then used survey reports to estimate a second-stage model identifying the subset of individuals in the high-risk subsample at highest SA risk. 70% of survey respondents denied lifetime SI. Administrative data identified 30% of this 70% who accounted for 81.2% of subsequent administratively-recorded SAs. A relatively small number of self-report survey variables were then used to create a prediction model that identified 10% of the first-stage high-risk sample (i.e., 3% of all soldiers) at highest SA risk (accounting for 45% of SAs in the total sample). We close by discussing potential applications of this approach for identifying future SI deniers at highest SA risk.<br /> (Copyright © 2018 Elsevier Ltd. All rights reserved.)
- Subjects :
- Age Factors
Educational Status
Humans
Machine Learning
Mental Disorders epidemiology
Military Personnel psychology
Risk Assessment
Self Report
Sex Offenses statistics & numerical data
Suicide, Attempted psychology
United States epidemiology
War Exposure statistics & numerical data
Brain Injuries, Traumatic epidemiology
Emigrants and Immigrants statistics & numerical data
Ethnicity statistics & numerical data
Military Personnel statistics & numerical data
Psychological Trauma epidemiology
Stress, Psychological epidemiology
Suicidal Ideation
Suicide, Attempted statistics & numerical data
Subjects
Details
- Language :
- English
- ISSN :
- 1873-622X
- Volume :
- 120
- Database :
- MEDLINE
- Journal :
- Behaviour research and therapy
- Publication Type :
- Academic Journal
- Accession number :
- 30598236
- Full Text :
- https://doi.org/10.1016/j.brat.2018.11.018