Rosenbaum David, Glickman Moshe, Fleming Stephen M, Usher Marius
School of Psychological Sciences, Tel Aviv University.
Department of Experimental Psychology, University College London.
Psychol Sci. 2022 Apr;33(4):613-628. doi: 10.1177/09567976211043428. Epub 2022 Mar 25.
is an optimal decision algorithm that accumulates evidence until the posterior reaches a decision boundary, resulting in the fastest decisions for a target accuracy. Here, we demonstrated that this advantage incurs a cost in metacognitive accuracy (confidence), generating a cognition/metacognition trade-off. Using computational modeling, we found that integration to a fixed boundary results in less variability in evidence integration and thus reduces metacognitive accuracy, compared with a collapsing-boundary or a random-timer strategy. We examined how decision strategy affects metacognitive accuracy in three cross-domain experiments, in which 102 university students completed a free-response session (evidence terminated by the participant's response) and an interrogation session (fixed number of evidence samples controlled by the experimenter). In both sessions, participants observed a sequence of evidence and reported their choice and confidence. As predicted, the interrogation protocol (preventing integration to boundary) enhanced metacognitive accuracy. We also found that in the free-response sessions, participants integrated evidence to a collapsing boundary-a strategy that achieves an efficient compromise between optimizing choice and metacognitive accuracy.
是一种最优决策算法,它会积累证据,直到后验概率达到决策边界,从而在目标准确率下做出最快决策。在此,我们证明了这种优势在元认知准确性(信心)方面会付出代价,产生认知/元认知权衡。通过计算建模,我们发现与收缩边界或随机定时器策略相比,整合到固定边界会导致证据整合的变异性更小,从而降低元认知准确性。我们在三个跨领域实验中研究了决策策略如何影响元认知准确性,其中102名大学生完成了一个自由反应环节(证据由参与者的反应终止)和一个询问环节(由实验者控制的固定数量的证据样本)。在这两个环节中,参与者观察一系列证据并报告他们的选择和信心。正如预测的那样,询问协议(防止整合到边界)提高了元认知准确性。我们还发现,在自由反应环节中,参与者将证据整合到收缩边界——这是一种在优化选择和元认知准确性之间实现有效折衷的策略。
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