Neurocomputational mechanisms underlying motivated seeing

被引:43
作者
Leong, Yuan Chang [1 ]
Hughes, Brent L. [2 ]
Wang, Yiyu [3 ]
Zaki, Jamil [1 ]
机构
[1] Stanford Univ, Dept Psychol, Stanford, CA 94305 USA
[2] Univ Calif Riverside, Dept Psychol, Riverside, CA 92521 USA
[3] Northeastern Univ, Dept Psychol, Boston, MA 02115 USA
关键词
DIFFUSION DECISION-MODEL; NUCLEUS-ACCUMBENS; NEURAL BASIS; PRIOR PROBABILITY; REWARD; ATTENTION; FACE; NEUROSCIENCE; CORTEX; BRAIN;
D O I
10.1038/s41562-019-0637-z
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
People tend to believe that their perceptions are veridical representations of the world, but also commonly report perceiving what they want to see or hear. It remains unclear whether this reflects an actual change in what people perceive or merely a bias in their responding. Here we manipulated the percept that participants wanted to see as they performed a visual categorization task. Even though the reward-maximizing strategy was to perform the task accurately, the manipulation biased participants' perceptual judgements. Motivation increased neural activity selective for the motivationally relevant category, indicating a bias in participants' neural representation of the presented image. Using a drift diffusion model, we decomposed motivated seeing into response and perceptual components. Response bias was associated with anticipatory activity in the nucleus accumbens, whereas perceptual bias tracked category-selective neural activity. Our results provide a computational description of how the drive for reward leads to inaccurate representations of the world.
引用
收藏
页码:962 / 973
页数:12
相关论文
共 64 条
[1]   Machine learning for neuroirnaging with scikit-learn [J].
Abraham, Alexandre ;
Pedregosa, Fabian ;
Eickenberg, Michael ;
Gervais, Philippe ;
Mueller, Andreas ;
Kossaifi, Jean ;
Gramfort, Alexandre ;
Thirion, Bertrand ;
Varoquaux, Gael .
FRONTIERS IN NEUROINFORMATICS, 2014, 8
[2]  
Allport FH., 1955, Theories of perception and the concept of structure: A review and critical analysis with an introduction to a dynamic-structural theory of behavior
[3]  
[Anonymous], 2003, MODERN APPL STAT S
[4]   See what you want to see: Motivational influences on visual perception [J].
Balcetis, Emily ;
Dunning, David .
JOURNAL OF PERSONALITY AND SOCIAL PSYCHOLOGY, 2006, 91 (04) :612-625
[5]   Subjective value determines initial dominance in binocular rivalry [J].
Balcetis, Emily ;
Dunning, David ;
Granot, Yael .
JOURNAL OF EXPERIMENTAL SOCIAL PSYCHOLOGY, 2012, 48 (01) :122-129
[6]   Wishful Seeing: More Desired Objects Are Seen as Closer [J].
Balcetis, Emily ;
Dunning, David .
PSYCHOLOGICAL SCIENCE, 2010, 21 (01) :147-152
[7]   Fast and Elegant Numerical Linear Algebra Using the RcppEigen Package [J].
Bates, Douglas ;
Eddelbuettel, Dirk .
JOURNAL OF STATISTICAL SOFTWARE, 2013, 52 (05) :1-24
[8]   The debate over dopamine's role in reward: the case for incentive salience [J].
Berridge, Kent C. .
PSYCHOPHARMACOLOGY, 2007, 191 (03) :391-431
[9]   Estimating across-trial variability parameters of the Diffusion Decision Model: Expert advice and recommendations [J].
Boehm, Udo ;
Annis, Jeffrey ;
Frank, Michael J. ;
Hawkins, Guy E. ;
Heathcote, Andrew ;
Kellen, David ;
Krypotos, Angelos-Miltiadis ;
Lerche, Veronika ;
Logan, Gordon D. ;
Palmeri, Thomas J. ;
van Ravenzwaaij, Don ;
Servant, Mathieu ;
Singmann, Henrik ;
Starns, Jeffrey J. ;
Voss, Andreas ;
Wiecki, Thomas V. ;
Matzke, Dora ;
Wagenmakers, Eric-Jan .
JOURNAL OF MATHEMATICAL PSYCHOLOGY, 2018, 87 :46-75
[10]   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