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预测美国陆军士兵精神病院出院后的自杀率:军人研究评估风险和服役人员弹性(军人 STARRS)。

Predicting suicides after psychiatric hospitalization in US Army soldiers: the Army Study To Assess Risk and rEsilience in Servicemembers (Army STARRS).

机构信息

Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts.

Department of Behavioral Medicine, Blanchfield Army Community Hospital, Fort Campbell, Kentucky.

出版信息

JAMA Psychiatry. 2015 Jan;72(1):49-57. doi: 10.1001/jamapsychiatry.2014.1754.

Abstract

IMPORTANCE

The US Army experienced a sharp increase in soldier suicides beginning in 2004. Administrative data reveal that among those at highest risk are soldiers in the 12 months after inpatient treatment of a psychiatric disorder.

OBJECTIVE

To develop an actuarial risk algorithm predicting suicide in the 12 months after US Army soldier inpatient treatment of a psychiatric disorder to target expanded posthospitalization care.

DESIGN, SETTING, AND PARTICIPANTS: There were 53,769 hospitalizations of active duty soldiers from January 1, 2004, through December 31, 2009, with International Classification of Diseases, Ninth Revision, Clinical Modification psychiatric admission diagnoses. Administrative data available before hospital discharge abstracted from a wide range of data systems (sociodemographic, US Army career, criminal justice, and medical or pharmacy) were used to predict suicides in the subsequent 12 months using machine learning methods (regression trees and penalized regressions) designed to evaluate cross-validated linear, nonlinear, and interactive predictive associations.

MAIN OUTCOMES AND MEASURES

Suicides of soldiers hospitalized with psychiatric disorders in the 12 months after hospital discharge.

RESULTS

Sixty-eight soldiers died by suicide within 12 months of hospital discharge (12.0% of all US Army suicides), equivalent to 263.9 suicides per 100,000 person-years compared with 18.5 suicides per 100,000 person-years in the total US Army. The strongest predictors included sociodemographics (male sex [odds ratio (OR), 7.9; 95% CI, 1.9-32.6] and late age of enlistment [OR, 1.9; 95% CI, 1.0-3.5]), criminal offenses (verbal violence [OR, 2.2; 95% CI, 1.2-4.0] and weapons possession [OR, 5.6; 95% CI, 1.7-18.3]), prior suicidality [OR, 2.9; 95% CI, 1.7-4.9], aspects of prior psychiatric inpatient and outpatient treatment (eg, number of antidepressant prescriptions filled in the past 12 months [OR, 1.3; 95% CI, 1.1-1.7]), and disorders diagnosed during the focal hospitalizations (eg, nonaffective psychosis [OR, 2.9; 95% CI, 1.2-7.0]). A total of 52.9% of posthospitalization suicides occurred after the 5% of hospitalizations with highest predicted suicide risk (3824.1 suicides per 100,000 person-years). These highest-risk hospitalizations also accounted for significantly elevated proportions of several other adverse posthospitalization outcomes (unintentional injury deaths, suicide attempts, and subsequent hospitalizations).

CONCLUSIONS AND RELEVANCE

The high concentration of risk of suicide and other adverse outcomes might justify targeting expanded posthospitalization interventions to soldiers classified as having highest posthospitalization suicide risk, although final determination requires careful consideration of intervention costs, comparative effectiveness, and possible adverse effects.

摘要

重要性

从 2004 年开始,美国陆军士兵自杀人数急剧增加。行政数据显示,在精神病住院治疗后的 12 个月内,风险最高的是士兵。

目的

开发一种预测美国陆军士兵精神病住院治疗后 12 个月内自杀的计算风险算法,以针对扩大的住院后护理。

设计、地点和参与者:从广泛的数据系统(社会人口统计学、美国陆军职业、刑事司法和医疗或药房)中提取了 2004 年 1 月 1 日至 2009 年 12 月 31 日期间现役士兵的 53769 例精神病住院治疗的行政数据,用于预测随后 12 个月内的自杀使用机器学习方法(回归树和惩罚回归)设计来评估交叉验证的线性、非线性和交互预测关联。

主要结果和措施

出院后 12 个月内因精神病住院的士兵自杀。

结果

在出院后 12 个月内,有 68 名士兵自杀(所有美国陆军自杀事件的 12.0%),相当于每 10 万人中有 263.9 人自杀,而美国陆军总自杀人数为每 10 万人中有 18.5 人自杀。最强的预测因素包括社会人口统计学(男性[优势比(OR),7.9;95%置信区间,1.9-32.6]和入伍年龄较晚[OR,1.9;95%置信区间,1.0-3.5])、犯罪行为(言语暴力[OR,2.2;95%置信区间,1.2-4.0]和武器持有[OR,5.6;95%置信区间,1.7-18.3])、既往自杀倾向[OR,2.9;95%置信区间,1.7-4.9]、既往精神病住院和门诊治疗的方面(例如,过去 12 个月内填写的抗抑郁药处方数量[OR,1.3;95%置信区间,1.1-1.7])和焦点住院期间诊断的疾病(例如,非情感性精神病[OR,2.9;95%置信区间,1.2-7.0])。出院后 5%的住院患者预测自杀风险最高,其中 52.9%的患者在出院后发生自杀(每 10 万人中有 3824.1 人自杀)。这些高风险住院治疗也显著增加了其他一些不良住院后结局(意外伤害死亡、自杀企图和随后的住院治疗)的比例。

结论和相关性

高自杀风险和其他不良后果的集中风险可能证明有必要针对被归类为具有最高自杀风险的出院后士兵实施扩大的出院后干预措施,尽管最终确定需要仔细考虑干预成本、比较效果和可能的不良影响。

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本文引用的文献

1
The Army study to assess risk and resilience in servicemembers (Army STARRS).
Psychiatry. 2014 Summer;77(2):107-19. doi: 10.1521/psyc.2014.77.2.107.
2
Finding the missing link for big biomedical data.
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3
Correlates of suicide attempts among self-injurers: a meta-analysis.
Clin Psychol Rev. 2014 Jun;34(4):282-97. doi: 10.1016/j.cpr.2014.03.005. Epub 2014 Apr 2.
4
Post-acute crisis text messaging outreach for suicide prevention: a pilot study.
Psychiatry Res. 2014 Jul 30;217(3):154-7. doi: 10.1016/j.psychres.2014.02.034. Epub 2014 Mar 6.
6
Debate: Clinical risk categorisation is valuable in the prevention of suicide and severe violence--no.
Australas Psychiatry. 2014 Feb;22(1):10-2. doi: 10.1177/1039856213510579.
7
Focusing suicide prevention on periods of high risk.
JAMA. 2014 Mar 19;311(11):1107-8. doi: 10.1001/jama.2014.501.
8
Design of the Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS).
Int J Methods Psychiatr Res. 2013 Dec;22(4):267-75. doi: 10.1002/mpr.1401.
9
Suicide risk among US Service members after psychiatric hospitalization, 2001-2011.
Psychiatr Serv. 2013 Jul 1;64(7):626-9. doi: 10.1176/appi.ps.201200413.
10
Suicide among soldiers: a review of psychosocial risk and protective factors.
Psychiatry. 2013 Summer;76(2):97-125. doi: 10.1521/psyc.2013.76.2.97.

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