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风险因素及其年轻成年人自杀倾向的关联网络:一个横截面研究
Junsong Lu1,2, Yan Jin1,2, Sugai Liang1
1Affiliated Mental Health Centre & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, 310013, China.
BMC public health
|May 22, 2024
概括
精神病症,抑郁症和童年被忽视是中国大学生自杀思想,计划和企图的关键风险因素. 家庭因素在层次上影响这些行为,突出了针对性预防策略的必要性.
科学领域:
- 精神病学和心理健康 精神病学和心理健康
- 机器学习应用 机器学习应用
- 公共卫生研究 公共卫生研究
背景情况:
- 年轻人自杀是一个重大的公共卫生问题.
- 确定不同人群中自杀行为特定的风险因素至关重要.
- 以前的研究还没有完全阐明这些因素的复杂相互作用.
研究的目的:
- 调查中国大学生中与自杀相关的关键因素.
- 应用可解释的机器学习和网络分析,以获得更深入的见解.
- 了解风险因素的等级结构和相互作用.
主要方法:
- 在中国招募了68,071名学生 (2016年9月至2020年9月).
- 评估了自杀的想法/行为 (想法,计划,尝试) 和36个危险因素 (精神病理学,家庭,生活事件,耻辱).
- 使用Shapley添加式解释 (SHAP) 进行本地解释和混合图形模型进行全球网络分析.
主要成果:
- 精神病症和抑郁症的严重程度是自杀思想的关键因素.
- 偏执思想与自杀计划和企图有很强的相关性.
- 童年忽视显著预测了自杀企图;家庭因素在层次上先于精神病理因素.
结论:
- 精神病理因素与自杀倾向密切相关.
- 自杀行为以层次的方式受到共同发生的因素的影响.
- 预防策略必须考虑风险因素的等级结构和独特轨迹.
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