Institutional Repository, Institute of Psychology, Chinese Academy of Sciences
The Interrelation of Experiential Avoidance, Cognitive Fusion, and Rumination: Insights from Mediation Analysis and Machine Learning | |
Naiping Wu1; Ting Zhou2![]() ![]() | |
2025 | |
通讯作者邮箱 | huangz@psych.ac.cn |
会议名称 | Proceedings of 2024 5th International Symposium on Artificial Intelligence for Medicine Science, ISAIMS 2024 |
会议录名称 | Proceedings of 2024 5th International Symposium on Artificial Intelligence for Medicine Science, ISAIMS 2024 |
页码 | 21-26 |
会议日期 | 2025 |
会议地点 | 不详 |
摘要 | This study explores the interrelationship between experiential avoidance, cognitive fusion, and rumination and investigates the predictive roles of experiential avoidance and cognitive fusion on rumination. Data were collected from 600 university students using the Ruminative Responses Scale, Cognitive Fusion Questionnaire, and Acceptance and Action Questionnaire-II. Correlation analysis was employed to explore the relationships among the three factors. Mediation analysis was used to investigate the mediating role of cognitive fusion between experiential avoidance and rumination, and random forest analysis was applied to test the predictive roles of experiential avoidance and cognitive fusion on rumination. Positive correlations were found among experiential avoidance, cognitive fusion, and rumination. Cognitive fusion played a partial mediating role in the link between experiential avoidance and rumination. The fifth and third items of experiential avoidance were the most critical predictors of rumination, with a prediction performance R2 of 0.678 in the test set. Cognitive fusion partially mediates the connection between experiential avoidance and rumination among university students, and the model demonstrates good predictive performance for rumination. Our research contributes to a better understanding of the interrelationships among experiential avoidance, cognitive fusion, and rumination in university students. |
关键词 | Experiential Avoidance Cognitive Fusion Rumination Mediation Analysis Machine Learning University Students |
DOI | 10.1145/3706890.3706894 |
收录类别 | EI |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | https://ir.psych.ac.cn/handle/311026/48604 |
专题 | 中国科学院心理研究所 |
作者单位 | 1.Institute of Psychology, Chinese Academy of Sciences, Beijing, China 2.Department of Medical Psychology, School of Health Humanities, Peking University, Beijing, China |
推荐引用方式 GB/T 7714 | Naiping Wu,Ting Zhou,Yunshu Zhang,et al. The Interrelation of Experiential Avoidance, Cognitive Fusion, and Rumination: Insights from Mediation Analysis and Machine Learning[C],2025:21-26. |
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