使用基于树的模型来识别导致成年人特征负面影响的因素.
Catalina Cañizares1, Yvonne Gómez-Maquet2, Eugenio Ferro3
1Florida International University, 11200 SW 8th St, Miami, FL, 33199, USA. ccani007@fiu.edu.
BMC psychology
|February 1, 2025
概括
不适应性认知模式和童年逆境显著预测了更高的负面影响 (NA). 了解这些因素可以为心理痛苦的预防计划提供信息.
科学领域:
- 心理学 心理学 心理学
- 临床心理学 临床心理学
- 心理健康研究 心理健康研究
背景情况:
- 高负面影响 (NA) 与增加的痛苦,负面自我看法和精神病理学有关,特别是严重抑郁症 (MDD).
- 无意识与认知感知和情感调节困难有关.
研究的目的:
- 为了确定适应不良的认知模式,归因风格,童年逆境和生活方式因素是否预测成年人的负面影响 (NA).
- 在NA层面研究各种心理和生活方式元素的预测能力.
主要方法:
- 对342名成年人 (抑郁和非抑郁) 的二次数据分析.
- 利用β回归和回归树分析来识别关键的风险因素和相互作用.
- 雇员5倍交叉验证回归树模型培训和测试.
主要成果:
- 认知模式 (断开/拒绝,自主性受损) 在国家抑郁症清单 (IDER) 上预测了较高的得分.
- 儿童时期的逆境被确定为高NA的关键决定因素.
- 回归树模型表现出强大的预测准确度,R平方为0.77.
结论:
- 这项研究通过整合认知模式,生活方式和人口统计数据来推进对NA的理解.
- 这些发现对制定有针对性的预防计划来缓解NA的潜在影响.
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