对主观决策中的元认知能力的计算特征
bioRxiv : the preprint server for biology
|June 12, 2025
概括
这项研究表明,在客观和主观决策任务中,可以可靠地测量元认知能力或对自己思维的自我意识. 超认知能力在不同任务中保持不变,特别是在类似的领域内.
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.
- 决策科学科学 决策科学
背景情况:
- 超认知包括对自己的想法和行为进行反思和控制.
- 超认知能力通常通过建模信心报告和在客观可衡量的任务中选择行为来评估.
- 之前的研究调查了跨任务和领域 (如感知和记忆) 的元认知能力保护.
研究的目的:
- 确定元认知评估方法是否可以扩展到基于价值的决策,在客观准确性无法评估的情况下.
- 在各种任务中比较元认知能力,包括感知和估值.
- 为了利用贝叶斯的等级估计来计算信心模型.
主要方法:
- 采用贝叶斯层次估计的计算过程模型的信心.
- 模拟的元认知能力作为个人对自己决定不确定性的不确定性.
- 将模型应用于代表外部特征和内部主观状态的决策变量.
主要成果:
- 在客观和主观决策任务中,可靠地估计了元认知能力.
- 超认知能力在不同任务中表现出相对的保存.
- 在特定领域和类似的信任报告范式内,保护特别显著.
结论:
- 开发的计算模型有效地评估了多元认知能力在不同的决策环境.
- 超认知能力似乎是一个相对稳定的特征,在各种任务和领域中保持稳定.
- 结果支持超认知评估的普遍性,超出了具有客观绩效指标的任务.
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