A common mechanism underlies changes of mind about decisions and confidence

被引:156
|
作者
van den Berg, Ronald [1 ]
Anandalingam, Kavitha [1 ]
Zylberberg, Ariel [2 ,3 ,4 ]
Kiani, Roozbeh [5 ]
Shadlen, Michael N. [2 ,3 ,4 ]
Wolpert, Daniel M. [1 ]
机构
[1] Univ Cambridge, Dept Engn, Computat & Biol Learning Lab, Cambridge CB2 1PZ, England
[2] Columbia Univ, Kavli Inst, New York, NY USA
[3] Columbia Univ, Howard Hughes Med Inst, New York, NY 10032 USA
[4] Columbia Univ, Zuckerman Mind Brain Behav Inst, Dept Neurosci, New York, NY USA
[5] NYU, Ctr Neural Sci, New York, NY 10003 USA
来源
ELIFE | 2016年 / 5卷
基金
英国惠康基金;
关键词
PERCEPTUAL DECISION; EVIDENCE ACCUMULATION; RESPONSE-TIMES; NEURAL BASIS; CHOICE; DISCRIMINATION; RECOGNITION; ACCURACY; MODELS; REPRESENTATION;
D O I
10.7554/eLife.12192
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Decisions are accompanied by a degree of confidence that a selected option is correct. A sequential sampling framework explains the speed and accuracy of decisions and extends naturally to the confidence that the decision rendered is likely to be correct. However, discrepancies between confidence and accuracy suggest that confidence might be supported by mechanisms dissociated from the decision process. Here we show that this discrepancy can arise naturally because of simple processing delays. When participants were asked to report choice and confidence simultaneously, their confidence, reaction time and a perceptual decision about motion were explained by bounded evidence accumulation. However, we also observed revisions of the initial choice and/or confidence. These changes of mind were explained by a continuation of the mechanism that led to the initial choice. Our findings extend the sequential sampling framework to vacillation about confidence and invites caution in interpreting dissociations between confidence and accuracy.
引用
收藏
页数:21
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