年龄问题:关于早期和晚期自杀行为共享和单独的多维风险领域的叙事审查和机器学习分析
Hanga Galfalvy1, Elizabeth Campbell2, Meghan T Wong2
1Department of Psychiatry, Columbia University, New York, NY, USA.
概括
晚年抑郁症自杀风险有所不同. 行为控制和规划是关键的预测因素,早期的生命史和情绪调节对于早期的尝试者来说很重要,而社会动态/认知对于晚期的病例来说很重要.
科学领域:
- 老年精神病学是一门精神病学专业.
- 自杀学是一种自杀学.
- 心理健康研究 心理健康研究
背景情况:
- 晚年试图自杀的人在他们的自杀轨迹中表现出显著的异质性.
- 了解这种异质性的来源对于有效预防老年人自杀至关重要.
研究的目的:
- 在晚年抑郁症中审查自杀风险异质性的来源.
- 量化评估多维风险领域的相对重要性,以区分抑郁老年人中自杀未遂者和未尝试者.
主要方法:
- 一项定量研究分析了382名50岁以上的抑郁成年人.
- 惩罚双项逻辑回归和随机森林模型使用了七个领域的83个变量.
- 模型进行了交叉验证,以确定早期和晚期自杀企图的重要风险因素.
主要成果:
- 行为控制和规划领域的变量对于在早期和晚期发病组中将尝试者与非尝试者区分开来非常重要.
- 早期生活史和情绪/焦虑/情绪调节区分了早期发病的尝试者.
- 社会动力学/互动和认知/决策表现为晚期发病的尝试者.
结论:
- 同时检查多个自杀风险因素是必要的.
- 承认风险人群中的异质性可以改善自杀风险评估工具和个性化干预指南.
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