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      ‘Put Your Money Where Your Mouth Is!’: Effects of Streaks on Confidence and Betting in a Binary Choice Task

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          Abstract

          Human choice under uncertainty is influenced by erroneous beliefs about randomness. In simple binary choice tasks, such as red/black predictions in roulette, long outcome runs (e.g. red, red, red) typically increase the tendency to predict the other outcome (i.e. black), an effect labeled the “gambler's fallacy.” In these settings, participants may also attend to streaks in their predictive performance. Winning and losing streaks are thought to affect decision confidence, although prior work indicates conflicting directions. Over three laboratory experiments involving red/black predictions in a sequential roulette task, we sought to identify the effects of outcome runs and winning/losing streaks upon color predictions, decision confidence and betting behavior. Experiments 1 ( n = 40) and 3 ( n = 40) obtained trial-by-trial confidence ratings, with a win/no win payoff and a no loss/loss payoff, respectively. Experiment 2 ( n = 39) obtained a trial-by-trial bet amount on an equivalent scale. In each experiment, the gambler's fallacy was observed on choice behavior after color runs and, in experiment 2, on betting behavior after color runs. Feedback streaks exerted no reliable influence on confidence ratings, in either payoff condition. Betting behavior, on the other hand, increased as a function of losing streaks. The increase in betting on losing streaks is interpreted as a manifestation of loss chasing; these data help clarify the psychological mechanisms underlying loss chasing and caution against the use of betting measures (“post-decision wagering”) as a straightforward index of decision confidence. © 2014 The Authors. Journal of Behavioral Decision Making published by John Wiley & Sons Ltd.

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          A computational framework for the study of confidence in humans and animals.

          Confidence judgements, self-assessments about the quality of a subject's knowledge, are considered a central example of metacognition. Prima facie, introspection and self-report appear the only way to access the subjective sense of confidence or uncertainty. Contrary to this notion, overt behavioural measures can be used to study confidence judgements by animals trained in decision-making tasks with perceptual or mnemonic uncertainty. Here, we suggest that a computational approach can clarify the issues involved in interpreting these tasks and provide a much needed springboard for advancing the scientific understanding of confidence. We first review relevant theories of probabilistic inference and decision-making. We then critically discuss behavioural tasks employed to measure confidence in animals and show how quantitative models can help to constrain the computational strategies underlying confidence-reporting behaviours. In our view, post-decision wagering tasks with continuous measures of confidence appear to offer the best available metrics of confidence. Since behavioural reports alone provide a limited window into mechanism, we argue that progress calls for measuring the neural representations and identifying the computations underlying confidence reports. We present a case study using such a computational approach to study the neural correlates of decision confidence in rats. This work shows that confidence assessments may be considered higher order, but can be generated using elementary neural computations that are available to a wide range of species. Finally, we discuss the relationship of confidence judgements to the wider behavioural uses of confidence and uncertainty.
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            Dissociable neural responses in human reward systems.

            Reward is one of the most important influences shaping behavior. Single-unit recording and lesion studies in experimental animals have implicated a number of regions in response to reinforcing stimuli, in particular regions of the extended limbic system and the ventral striatum. In this experiment, functional neuroimaging was used to assess neural response within human reward systems under different psychological contexts. Nine healthy volunteers were scanned using functional magnetic resonance imaging during the performance of a gambling task with financial rewards and penalties. We demonstrated neural sensitivity of midbrain and ventral striatal regions to financial rewards and hippocampal sensitivity to financial penalties. Furthermore, we show that neural responses in globus pallidus, thalamus, and subgenual cingulate were specific to high reward levels occurring in the context of increasing reward. Responses to both reward level in the context of increasing reward and penalty level in the context of increasing penalty were seen in caudate, insula, and ventral prefrontal cortex. These results demonstrate dissociable neural responses to rewards and penalties that are dependent on the psychological context in which they are experienced.
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              A hierarchy of gambling disorders in the community.

              To help refine the definition and diagnosis of gambling disorders, we investigated the distribution among US gamblers of the 10 DSM-IV criteria for Pathological Gambling. We drew data from two stratified random surveys (n = 2417, n= 530) of gambling behavior and consequences among community-based samples of US adults. A fully structured questionnaire, administered by trained lay interviewers, screened for the life-time prevalence of problem and Pathological Gambling. Per DSM-IV definitions, anyone meeting five or more of 10 itemized criteria was considered a pathological gambler. We analyzed these criteria among all gamblers who met one or more criteria (n = 399). Most gamblers who met only one or two criteria reported 'chasing their losses'. At subclinical levels (three to four criteria), gamblers also reported elevated rates of gambling-related fantasy: lying, gambling to escape and preoccupation. Pathological gamblers with five to seven criteria reported marked elevations of loss of control, withdrawal symptoms and tolerance (internalizing dimensions of dependence); risking their social relationships and needing to be bailed out financially (externalizing dimensions). Most of the highest-level pathological gamblers (eight to 10 criteria) reported committing illegal acts to support gambling. Dependence in a biobehavioral sense appears to be a hallmark of Pathological Gambling, but it marks only one threshold in a qualitative hierarchy of disorders beginning with a common subclinical behavior, 'chasing'. Epidemiological assessments and future DSM revisions might consider explicit recognition of a problem gambling disorder, identifying people presenting some cognitive symptoms of Pathological Gambling but not clear signs of dependence. Pathological gamblers in turn appear to have two distinct levels of severity.
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                Author and article information

                Journal
                J Behav Decis Mak
                J Behav Decis Mak
                bdm
                Journal of Behavioral Decision Making
                BlackWell Publishing Ltd (Oxford, UK )
                0894-3257
                1099-0771
                July 2015
                28 October 2014
                : 28
                : 3
                : 239-249
                Affiliations
                [1 ]Department of Psychology, University of Cambridge Cambridge, UK
                [2 ]Institute of Cognitive Neuroscience, University College London London, UK
                [3 ]Centre for Gambling Research at UBC, Department of Psychology, University of British Columbia Vancouver, Canada
                Author notes
                *Correspondence to: Bettina Studer, Institute of Cognitive Neuroscience, University College London, 17 Queen Square, London WC1N 3AR. E-mail: b.studer@ 123456ucl.ac.uk
                Article
                10.1002/bdm.1844
                4515090
                26236092
                8f0b624f-1767-4b84-99bb-bdba9924d870
                © 2014 The Authors. Journal of Behavioral Decision Making published by John Wiley & Sons Ltd.

                This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.

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                sequential biases,decision confidence,post-decision wagering,loss chasing

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