基于自我介绍的自尊评价:个性计算的多模式方法
Xinlei Zang1,2, Juan Yang1,2
1Faculty of Psychology, Southwest University, Chongqing, China.
Assessment
|December 29, 2025
概括
这项研究开发了一种自动化自尊评估方法,使用多模式分析自我介绍视频来评估自尊. 这种方法显示出作为传统自我报告措施的低负担补充的承诺.
科学领域:
- 心理学 心理学 心理学
- 计算机科学 计算机科学
- 人工智能的人工智能
背景情况:
- 自尊是一个至关重要的心理构造.
- 传统的自尊评估依赖于自我报告措施,如罗森伯格自尊度量 (RSES).
- 自动化评估方法可以提供客观和低负担的替代方案.
研究的目的:
- 开发和验证使用自我介绍视频的多式自尊认知方法.
- 为了实现自动自尊评估.
- 评估开发方法的通用性和有效性.
主要方法:
- 招募的本科生 (N=211和N=63) 为两个独立的样本.
- 收集了40秒的自我介绍视频和RSES分数.
- 提取视觉,音频和文本特征;训练后期融合多式模式模型.
主要成果:
- 多式联络模型在初级数据集上实现了0.447的精度和0.438的宏F1.
- 该模型证明了交叉样本的概括性 (ACC=0.381,宏F1=0.379).
- 该方法显示出良好的可靠性 (κ=0.723,ICC=0.745) 并与各种心理测量相关,为积极影响提供增量有效性.
结论:
- 自我介绍的多模式行为特征可以帮助自动自尊评估.
- 这种方法为传统的自我报告问卷提供了可行的,低负担的补充.
- 进一步的研究可以探索其在不同人群和环境中的应用.
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