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      Deconstructing risk: Separable encoding of variance and skewness in the brain

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      * , , ,  
      Neuroimage
      Academic Press
      Decision making, fMRI, Risk, Variance, Skewness

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          Abstract

          Risky choice entails a need to appraise all possible outcomes and integrate this information with individual risk preference. Risk is frequently quantified solely by statistical variance of outcomes, but here we provide evidence that individuals’ choice behaviour is sensitive to both dispersion (variance) and asymmetry (skewness) of outcomes. Using a novel behavioural paradigm in humans, we independently manipulated these ‘summary statistics’ while scanning subjects with fMRI. We show that a behavioural sensitivity to variance and skewness is mirrored in neuroanatomically dissociable representations of these quantities, with parietal cortex showing sensitivity to the former and prefrontal cortex and ventral striatum to the latter. Furthermore, integration of these objective risk metrics with subjective risk preference is expressed in a subject-specific coupling between neural activity and choice behaviour in anterior insula. Our findings show that risk is neither monolithic from a behavioural nor neural perspective and its decomposition is evident both in distinct behavioural preferences and in segregated underlying brain representations.

          Highlights

          ► Behavioural influence of variance and skewness (asymmetry) of risky decisions. ► Posterior parietal cortex is sensitive to variance. ► Distributed skewness representation in striatum, prefrontal and insular cortex. ► Integration of decision statistics and individual risk preferences in anterior insula.

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          Most cited references61

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          Advances in prospect theory: Cumulative representation of uncertainty

          Journal of Risk and Uncertainty, 5(4), 297-323
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            Risk Aversion in the Small and in the Large

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              Neural correlates of decision variables in parietal cortex.

              Decision theory proposes that humans and animals decide what to do in a given situation by assessing the relative value of each possible response. This assessment can be computed, in part, from the probability that each action will result in a gain and the magnitude of the gain expected. Here we show that the gain (or reward) a monkey can expect to realize from an eye-movement response modulates the activity of neurons in the lateral intraparietal area, an area of primate cortex that is thought to transform visual signals into eye-movement commands. We also show that the activity of these neurons is sensitive to the probability that a particular response will result in a gain. When animals can choose freely between two alternative responses, the choices subjects make and neuronal activation in this area are both correlated with the relative amount of gain that the animal can expect from each response. Our data indicate that a decision-theoretic model may provide a powerful new framework for studying the neural processes that intervene between sensation and action.
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                Author and article information

                Journal
                Neuroimage
                Neuroimage
                Neuroimage
                Academic Press
                1053-8119
                1095-9572
                15 October 2011
                15 October 2011
                : 58
                : 4
                : 1139-1149
                Affiliations
                Wellcome Trust Centre for Neuroimaging, Institute of Neurology, University College London, 12 Queen Square, London WC1N 3BG, UK
                Author notes
                [* ]Corresponding author. m.symmonds@ 123456fil.ion.ucl.ac.uk
                Article
                YNIMG8469
                10.1016/j.neuroimage.2011.06.087
                3176914
                21763444
                ccc01152-3a39-455c-8d29-e6562119bacf
                © 2011 Elsevier Inc.

                This document may be redistributed and reused, subject to certain conditions.

                History
                : 16 February 2011
                : 10 May 2011
                : 28 June 2011
                Categories
                Article

                Neurosciences
                skewness,variance,risk,decision making,fmri
                Neurosciences
                skewness, variance, risk, decision making, fmri

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