机器学习元分析识别了个体特征,调节了对焦虑和抑郁症状的认知干预疗效
Thalia Richter1,2,3,4, Reut Shani5,6,7, Shachaf Tal5
1School of Psychological Sciences, University of Haifa, Haifa, Israel. trichter@campus.haifa.ac.il.
NPJ digital medicine
|January 27, 2025
概括
认知训练对焦虑和抑郁有好处,尤其是对那些症状严重的人来说. 更多的培训课程和特定类型,如注意力和解释偏差修改,为心理困扰带来更好的结果.
科学领域:
- 心理学 心理学 心理学
- 神经科学是一个神经科学.
- 临床心理学 临床心理学
背景情况:
- 认知训练是一种潜在的心理困扰干预措施.
- 现有的研究表明,关于其有效性的结果不一致.
研究的目的:
- 进行个人级别的元分析,以确定影响焦虑和抑郁症认知训练有效性的因素.
- 探索不同训练类型和参数对症状改善的影响.
主要方法:
- 一个预先注册的22个数据集 (1544名参与者) 的个人级别元分析.
- 分析包括工作记忆训练,注意偏差修改,解释偏差修改和抑制控制训练.
- 采用机器学习和传统的统计方法.
主要成果:
- 较高的基线焦虑和抑郁症状预测了更大的改善.
- 增加的培训次数与增强的效益相关.
- 与对照条件相比,注意力和解释偏差修改显示出最有前途的结果.
结论:
- 认知训练的有效性受到基线症状严重程度和训练持续时间的影响.
- 具体的干预措施,如注意力和解释偏差修改似乎是最有效的.
- 大规模分析对于开发针对心理困扰的个性化认知干预是有价值的.
相关概念视频
Cognitive Therapy
143
Cognitive therapy, pioneered by Aaron T. Beck in the 1960s, is a structured approach to addressing psychological distress by focusing on the influence of thoughts on emotions and behaviors. All cognitive therapies involve the basic assumption that human beings have control over their feelings, and that how individuals feel about something depends on how they think about it. Unlike psychoanalytic methods that delve into unconscious processes or humanistic approaches emphasizing...
143
Behavior Therapy
40
Behavior therapy incorporates diverse techniques rooted in classical conditioning principles to address maladaptive behaviors and anxiety disorders. These methods aim to reduce avoidance behaviors, foster adaptive coping mechanisms, and alter associations between stimuli and responses, making them effective in a wide range of therapeutic contexts.
Exposure therapy is a cornerstone of behavioral treatment for anxiety disorders. It involves systematic exposure to feared stimuli, either in real...
Exposure therapy is a cornerstone of behavioral treatment for anxiety disorders. It involves systematic exposure to feared stimuli, either in real...
40
Human Genetics
528
Human genetics provides a profound framework for understanding the interplay between genetic predispositions and human psychology. At the heart of this discipline lies the study of how genes influence physical traits, behaviors, and susceptibility to diseases. Each person carries a unique genetic code that subtly or significantly shapes their psychological and behavioral landscape.
The complex relationship between genetics and psychology is observable through common biological components such...
The complex relationship between genetics and psychology is observable through common biological components such...
528


