在决策信心的认知模型中测量元认知效率的指标
Manuel Rausch1, Sebastian Hellmann1, Michael Zehetleitner1
1Catholic University of Eichstatt-Ingolstadt.
Psychological methods
|December 14, 2023
概括
超信号检测理论效率 (meta-d'/d') 并不是超认知效率的完美衡量标准. 模拟显示它可以受到诸如性能和信心标准等因素的影响,这取决于底层数据模型.
科学领域:
- 认知心理学 认知心理学
- 神经科学是一个神经科学.
- 决策科学 决策科学 决策科学
背景情况:
- Meta-d'/d'被广泛用于评估元认知效率.
- 它被认为是独立于歧视绩效和信任标准.
- 这种独立性对于其作为准黄金标准的作用至关重要.
研究的目的:
- 为了调查基础的假设meta-d'/d'.
- 为了确定meta-d'/d'是否真正独立于性能和信心标准.
- 探索不同的信任判断模型对meta-d'/d'计算的影响.
主要方法:
- 模拟使用各种生成模型进行了对信心判断的模拟.
- 数据是在条件下生成的,信任和选择的证据是独立和依赖地采样的.
- 经验上合适的参数集被用来评估现实世界的适用性.
主要成果:
- 只有在特定的独立证据采样模型下,Meta-d'/d'不受性能和信任标准的影响.
- 五种替代的信任模型表明,meta-d'/d'可以受到歧视表现,标准和信任标准的影响.
- 这种影响的大小根据所使用的模型和参数而有很大差异.
结论:
- 甲-d'/d'并不是普遍免受歧视绩效和信任标准的影响.
- 在meta-d'/d'的差异可能不仅仅反映了metacognitive效率,但可能是由于混因素.
- 研究人员在解释meta-d'/d'值时应仔细考虑信心模型的基本假设.
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