Global gain modulation generates time-dependent urgency during perceptual choice in humans

被引:117
作者
Murphy, Peter R. [1 ,2 ,3 ]
Boonstra, Evert [1 ,2 ]
Nieuwenhuis, Sander [1 ,2 ]
机构
[1] Leiden Univ, Inst Psychol, NL-2333 AK Leiden, Netherlands
[2] Leiden Univ, Leiden Inst Brain & Cognit, NL-2333 AK Leiden, Netherlands
[3] Univ Med Ctr Hamburg Eppendorf, Dept Neurophysiol & Pathophysiol, D-20246 Hamburg, Germany
关键词
SPEED-ACCURACY TRADEOFF; DECISION-MAKING; LOCUS-COERULEUS; OSCILLATORY ACTIVITY; DIFFUSION-MODEL; RESPONSE-TIME; ADAPTIVE GAIN; NETWORK MODEL; BOUNDARIES; ATTENTION;
D O I
10.1038/ncomms13526
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Decision-makers must often balance the desire to accumulate information with the costs of protracted deliberation. Optimal, reward-maximizing decision-making can require dynamic adjustment of this speed/accuracy trade-off over the course of a single decision. However, it is unclear whether humans are capable of such time-dependent adjustments. Here, we identify several signatures of time-dependency in human perceptual decision-making and highlight their possible neural source. Behavioural and model-based analyses reveal that subjects respond to deadline-induced speed pressure by lowering their criterion on accumulated perceptual evidence as the deadline approaches. In the brain, this effect is reflected in evidence-independent urgency that pushes decision-related motor preparation signals closer to a fixed threshold. Moreover, we show that global modulation of neural gain, as indexed by task-related fluctuations in pupil diameter, is a plausible biophysical mechanism for the generation of this urgency. These findings establish context-sensitive time-dependency as a critical feature of human decision-making.
引用
收藏
页数:14
相关论文
共 71 条
[1]   An integrative theory of locus coeruleus-norepinephrine function: Adaptive gain and optimal performance [J].
Aston-Jones, G ;
Cohen, JD .
ANNUAL REVIEW OF NEUROSCIENCE, 2005, 28 :403-450
[2]   Acquisition of decision making criteria: reward rate ultimately beats accuracy [J].
Balci, Fuat ;
Simen, Patrick ;
Niyogi, Ritwik ;
Saxe, Andrew ;
Hughes, Jessica A. ;
Holmes, Philip ;
Cohen, Jonathan D. .
ATTENTION PERCEPTION & PSYCHOPHYSICS, 2011, 73 (02) :640-657
[3]   The locus coeruleus-noradrenergic system: modulation of behavioral state and state-dependent cognitive processes [J].
Berridge, CW ;
Waterhouse, BD .
BRAIN RESEARCH REVIEWS, 2003, 42 (01) :33-84
[4]   Of monkeys and men: Impatience in perceptual decision-making [J].
Boehm, Udo ;
Hawkins, Guy E. ;
Brown, Scott ;
van Rijn, Hedderik ;
Wagenmakers, Eric-Jan .
PSYCHONOMIC BULLETIN & REVIEW, 2016, 23 (03) :738-749
[5]   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
[6]   The neural basis of the speed-accuracy tradeoff [J].
Bogacz, Rafal ;
Wagenmakers, Eric-Jan ;
Forstmann, Birte U. ;
Nieuwenhuis, Sander .
TRENDS IN NEUROSCIENCES, 2010, 33 (01) :10-16
[7]   Temporal Integration of Olfactory Perceptual Evidence in Human Orbitofrontal Cortex [J].
Bowman, Nicholas E. ;
Kording, Konrad P. ;
Gottfried, Jay A. .
NEURON, 2012, 75 (05) :916-927
[8]   The psychophysics toolbox [J].
Brainard, DH .
SPATIAL VISION, 1997, 10 (04) :433-436
[9]   The simplest complete model of choice response time: Linear ballistic accumulation [J].
Brown, Scott D. ;
Heathcote, Andrew .
COGNITIVE PSYCHOLOGY, 2008, 57 (03) :153-178
[10]   ON THE 2-BOUNDARY 1ST-CROSSING-TIME PROBLEM FOR DIFFUSION-PROCESSES [J].
BUONOCORE, A ;
GIORNO, V ;
NOBILE, AG ;
RICCIARDI, LM .
JOURNAL OF APPLIED PROBABILITY, 1990, 27 (01) :102-114