Confidence in value-based choice

被引:360
作者
De Martino, Benedetto [1 ,2 ]
Fleming, Stephen M. [1 ,3 ,4 ]
Garrett, Neil
Dolan, Raymond J. [1 ]
机构
[1] UCL, Wellcome Trust Ctr Neuroimaging, London, England
[2] CALTECH, Div Humanities & Social Sci, Pasadena, CA 91125 USA
[3] NYU, Ctr Neural Sci, New York, NY 10003 USA
[4] Univ Oxford, Dept Expt Psychol, Oxford OX1 3UD, England
基金
英国惠康基金;
关键词
DECISION-MAKING; ORBITOFRONTAL CORTEX; FRONTOPOLAR CORTEX; FREE-ENERGY; BRAIN; COMPUTATION; PERFORMANCE; UNCERTAINTY; VALUATION; TASKS;
D O I
10.1038/nn.3279
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Decisions are never perfect, with confidence in one's choices fluctuating over time. How subjective confidence and valuation of choice options interact at the level of brain and behavior is unknown. Using a dynamic model of the decision process, we show that confidence reflects the evolution of a decision variable over time, explaining the observed relation between confidence, value, accuracy and reaction time. As predicted by our dynamic model, we show that a functional magnetic resonance imaging signal in human ventromedial prefrontal cortex (vmPFC) reflects both value comparison and confidence in the value comparison process. Crucially, individuals varied in how they related confidence to accuracy, allowing us to show that this introspective ability is predicted by a measure of functional connectivity between vmPFC and rostrolateral prefrontal cortex. Our findings provide a mechanistic link between noise in value comparison and metacognitive awareness of choice, enabling us both to want and to express knowledge of what we want.
引用
收藏
页码:105 / U147
页数:8
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