在ABCD研究中,以数据为导向的方法对早期生活中的逆境暴露进行分类
Natalia Orendain1,2,3, Ariana Anderson4,5, Adriana Galván5,6
1Center for Cognitive Neuroscience, University of California, Los Angeles, CA, USA. nat.oren@ucla.edu.
BMC medical research methodology
|July 7, 2023
概括
早期生活中的逆境暴露,特别是父母的精神病理学,与年轻人的问题行为有关. 需要采用数据驱动的方法来更好地定义和分类这些暴露,以改善干预措施.
科学领域:
- 发展心理学 发展心理学
- 儿童精神病学 儿童精神病学
- 公共卫生 公共卫生
背景情况:
- 早期的逆境与终身的有害健康和生活质量结果有关.
- 现有30多种工具用于衡量早期生活中的逆境,但定义重叠并截然不同.
- 需要采用数据驱动的方法来定义和编目早期生活中的逆境暴露.
研究的目的:
- 用数据驱动的方法对年轻人早期生活中的逆境暴露进行分类.
- 为了识别早期生活逆境暴露的不同领域.
- 检查早期生活逆境和有问题的行为结果之间的关联.
主要方法:
- 利用了ABCD研究中的11,566名年轻人的基线数据.
- 采用探索性因子分析来识别生命早期的逆境领域.
- 进行回归分析,将逆境暴露与行为结果联系起来.
主要成果:
- 确定了6个早期生活逆境的领域:暴力,父母精神病理,邻居威胁,产前物质暴露,稀缺性和家庭功能障碍.
- 父母的精神病理是最普遍的暴露.
- 逆境暴露与问题行为增加有关,特别是内化行为.
结论:
- 建议采用数据驱动的方法来定义和编目早期生活中的逆境暴露.
- 对逆境的广泛分类无法捕捉暴露的同时发生和二元性.
- 基于数据的定义对于为青年提供基于证据的干预措施至关重要.
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