Neural representations of confidence emerge from the process of decision formation during perceptual choices

被引:91
作者
Gherman, Sabina
Philiastides, Marios G. [1 ]
机构
[1] Univ Glasgow, Inst Neurosci & Psychol, Glasgow G12 8QB, Lanark, Scotland
关键词
Decision making; Evidence accumulation; Confidence; Single-trial; EEG; Linear discriminant analysis; DORSOLATERAL PREFRONTAL CORTEX; HUMAN BRAIN; EVIDENCE ACCUMULATION; PARIETAL CORTEX; POPULATION CODES; EXPECTED VALUE; VISUAL-MOTION; FLUCTUATIONS; PREDICTS; TASK;
D O I
10.1016/j.neuroimage.2014.11.036
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Choice confidence represents the degree of belief that one's actions are likely to be correct or rewarding and plays a critical role in optimizing our decisions. Despite progress in understanding the neurobiology of human perceptual decision-making, little is known about the representation of confidence. Importantly, it remains unclear whether confidence forms an integral part of the decision process itself or represents a purely post-decisional signal. To address this issue we employed a paradigm whereby on some trials, prior to indicating their decision, participants could opt-out of the task for a small but certain reward. This manipulation captured participants' confidence on individual trials and allowed us to discriminate between electroencephalographic signals associated with certain-vs.-uncertain trials. Discrimination increased gradually and peaked well before participants indicated their choice. These signals exhibited a temporal profile consistent with a process of evidence accumulation, culminating at time of peak discrimination. Moreover, trial-by-trial fluctuations in the accumulation rate of nominally identical stimuli were predictive of participants' likelihood to opt-out of the task, suggesting that confidence emerges from the decision process itself and is computed continuously as the process unfolds. Correspondingly, source reconstruction placed these signals in regions previously implicated in decision making, within the prefrontal and parietal cortices. Crucially, control analyses ensured that these results could not be explained by stimulus difficulty, lapses in attention or decision accuracy. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:134 / 143
页数:10
相关论文
共 70 条
[1]  
[Anonymous], 2000, Pattern Classification
[2]   Temporal Characteristics of the Influence of Punishment on Perceptual Decision Making in the Human Brain [J].
Blank, Helen ;
Biele, Guido ;
Heekeren, Hauke R. ;
Philiastides, Marios G. .
JOURNAL OF NEUROSCIENCE, 2013, 33 (09) :3939-3952
[3]   The physics of optimal decision making: A formal analysis of models of performance in two-alternative forced-choice tasks [J].
Bogacz, Rafal ;
Brown, Eric ;
Moehlis, Jeff ;
Holmes, Philip ;
Cohen, Jonathan D. .
PSYCHOLOGICAL REVIEW, 2006, 113 (04) :700-765
[4]   Adaptive Gain Control during Human Perceptual Choice [J].
Cheadle, Samuel ;
Wyart, Valentin ;
Tsetsos, Konstantinos ;
Myers, Nicholas ;
de Gardelle, Vincent ;
Castanon, Santiago Herce ;
Summerfield, Christopher .
NEURON, 2014, 81 (06) :1429-1441
[5]   What causes nonmonotonic tuning of fMRI response to noisy images? [J].
Dakin, SC ;
Hess, RF ;
Ledgeway, T ;
Achtman, RL .
CURRENT BIOLOGY, 2002, 12 (14) :R476-R477
[6]   Accumulation of Evidence during Sequential Decision Making: The Importance of Top-Down Factors [J].
de Lange, Floris P. ;
Jensen, Ole ;
Dehaene, Stanislas .
JOURNAL OF NEUROSCIENCE, 2010, 30 (02) :731-738
[7]   Confidence in value-based choice [J].
De Martino, Benedetto ;
Fleming, Stephen M. ;
Garrett, Neil ;
Dolan, Raymond J. .
NATURE NEUROSCIENCE, 2013, 16 (01) :105-U147
[8]   The Basal Ganglia's Contributions to Perceptual Decision Making [J].
Ding, Long ;
Gold, Joshua I. .
NEURON, 2013, 79 (04) :640-649
[9]   Population activity in the human dorsal pathway predicts the accuracy of visual motion detection [J].
Donner, Tobias H. ;
Siegel, Markus ;
Oostenveld, Robert ;
Fries, Pascal ;
Bauer, Markus ;
Engel, Andreas K. .
JOURNAL OF NEUROPHYSIOLOGY, 2007, 98 (01) :345-359
[10]   Buildup of Choice-Predictive Activity in Human Motor Cortex during Perceptual Decision Making [J].
Donner, Tobias H. ;
Siegel, Markus ;
Fries, Pascal ;
Engel, Andreas K. .
CURRENT BIOLOGY, 2009, 19 (18) :1581-1585