心理健康,福祉和青少年极端主义:机器学习研究风险和保护因素
E F Haghish1, Milan Obaidi2,3, Thea Strømme4
1Department of Psychology, University of Oslo, Oslo, Norway. haghish@uio.no.
Research on child and adolescent psychopathology
|August 3, 2023
概括
青少年极端主义与行为问题和不良幸福感有关. 积极的家长和同龄人关系可以减轻年轻人的极端态度.
科学领域:
- 心理学 心理学 心理学
- 社会学 社会学 社会学
- 青少年发展 青少年发展
背景情况:
- 青少年的极端主义态度越来越令人担忧.
- 了解导致的因素对于预防至关重要.
- 之前的研究还没有全面分析心理社会环境预测因素.
研究的目的:
- 确定青少年极端主义态度的预测因素.
- 为了确定这些预测因素是否与潜在结构保持一致.
- 将具有极端态度的青少年与没有极端态度的青少年区分开来.
主要方法:
- 利用了挪威青少年 (N=11,397) 的全国代表性调查数据集.
- 使用先进的机器学习技术进行预测建模.
- 进行探索性因子分析以识别潜在结构.
主要成果:
- 17.6%的青少年表现出高度极端主义的态度,男孩和年轻青少年的患病率更高.
- 机器学习模型的AUC达到76.7%,灵敏度和特异性为70.5%.
- 关键预测因素包括积极的育儿,亲子和同龄人关系的质量,外部化行为和幸福感.
结论:
- 行为问题,福祉,家庭环境和人际关系显著影响青少年对极端主义的易感性.
- 心理社会环境因素对于理解和潜在地防止极端主义态度至关重要.
- 研究结果强调了支持家庭和同龄人环境对青少年心理健康和社会发展的重要性.
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