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The role of strategies in deciding advantageously in ambiguous and risky situations

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Abstract

In decision situations of everyday life, the potential positive or negative consequences of a decision are often specified and the associated probabilities are known or they are principally calculable (“decisions under risk”). On the basis of correlations reported in patient studies, it has been recently proposed that decisions under risk involve strategic components, i.e. calculation of the risk, as well as emotional processes, i.e. processing feedback from previous decisions. However, the potential impact of calculative strategies on decision-making under risk has not been investigated systematically, so far. In the current study, we examined 42 healthy subjects (21 females) with the Game of Dice Task measuring decisions under risk, and a questionnaire assessing strategy application in items comparable to the choices in the Game of Dice Task. In addition, the subjects performed the Iowa Gambling Task, examining decision-making under ambiguity, and a neuropsychological test battery focusing on executive functions. Results indicate that deciding advantageously in a decision-making task with explicit and stable rules is linked to applying calculative strategies. In contrast, individuals who decide intuitively prefer risky or disadvantageous choices in the Game of Dice Task. Applying calculative strategies was correlated with executive functions but not with performance on the Iowa Gambling Task. The results support the view that calculative processes and strategies may improve decision-making under explicit risk conditions.

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References

  • Aiken LS, West SG (1991) Multiple regression: testing and interpreting interactions. Sage, Newbury Park

    Google Scholar 

  • Bark R, Dieckmann S, Bogerts B, Northoff G (2005) Deficit in decision making in catatonic schizophrenia: an exploratory study. Psychiatry Res 134:131–141

    Article  PubMed  Google Scholar 

  • Bechara A (2001) Neurobiology of decision-making: risk and reward. Semin Clin Neuropsychiatry 6:205–216

    Article  PubMed  CAS  Google Scholar 

  • Bechara A (2003) Risky business: emotion, decision-making, and addiction. J Gambl Stud 19:23–51

    Article  PubMed  Google Scholar 

  • Bechara A (2004) The role of emotion in decision-making: evidence from neurological patients with orbitofrontal damage. Brain Cogn 55:30–40

    Article  PubMed  Google Scholar 

  • Bechara A (2005) Decision making, impulse control and loss of willpower to resist drugs: a neurocognitive perspective. Nat Neurosci 8:1458–1463

    Article  PubMed  CAS  Google Scholar 

  • Bechara A, Damasio H (2002) Decision-making and addiction (part I): impaired activation of somatic states in substance dependent individuals when pondering decisions with negative future consequences. Neuropsychologia 40:1675–1689

    Article  PubMed  Google Scholar 

  • Bechara A, Damasio AR, Damasio H, Anderson SW (1994) Insensitivity to future consequences following damage to human prefrontal cortex. Cognition 50:7–15

    Article  PubMed  CAS  Google Scholar 

  • Bechara A, Damasio H, Tranel D, Damasio AR (1997) Deciding advantageously before knowing the advantageous strategy. Science 275:1293–1295

    Article  PubMed  CAS  Google Scholar 

  • Bechara A, Damasio H, Damasio AR, Lee GP (1999) Different contributions of the human amygdala and ventromedial prefrontal cortex to decision-making. J Neurosci 19:5473–5481

    PubMed  CAS  Google Scholar 

  • Bechara A, Damasio H, Damasio AR (2000a) Emotion, decision making and the orbitofrontal cortex. Cereb Cortex 10:295–307

    Article  PubMed  CAS  Google Scholar 

  • Bechara A, Tranel D, Damasio H (2000b) Characterization of the decision-making deficit of patients with ventromedial prefrontal cortex lesions. Brain 123:2189–2202

    Article  PubMed  Google Scholar 

  • Bechara A, Dolan S, Denburg N, Hindes A, Anderson SW, Nathan PE (2001) Decision-making deficits, linked to a dysfunctional ventromedial prefrontal cortex, revealed in alcohol and stimulant abusers. Neuropsychologia 39:376–389

    Article  PubMed  CAS  Google Scholar 

  • Bechara A, Dolan S, Hindes A (2002) Decision-making and addiction (part II): myopia for the future or hypersensitivity to reward? Neuropsychologia 40:1690–1705

    Article  PubMed  Google Scholar 

  • Bechara A, Damasio H, Damasio AR (2003) Role of the amygdala in decision-making. Ann NY Acad Sci 985:356–369

    Article  PubMed  Google Scholar 

  • Bechara A, Damasio H, Tranel D, Damasio AR (2005) The Iowa Gambling Task and the somatic marker hypothesis: some questions and answers. Trends Cogn Sci 9:159–162

    Article  PubMed  CAS  Google Scholar 

  • Bechara A, Martin EM (2004) Impaired decision making related to working memory deficits in individuals with substance addictions. Neuropsychology 18:152–162

    Article  PubMed  Google Scholar 

  • Bechara A, Tranel D, Damasio H, Damasio A (1996) Failure to respond autonomically to anticipated future outcomes following damage to prefrontal cortex. Cereb Cortex 6:215–225

    Article  PubMed  CAS  Google Scholar 

  • Bolla KI, Eldreth DA, London ED, Kiehl KA, Mouratidis M, Contoreggi C, Matochik JA, Kurian V, Cadet JL, Kimes AS, Funderburk FR, Ernst M (2003) Orbitofrontal cortex dysfunction in abstinent cocaine abusers performing a decision-making task. Neuroimage 19:1085–1094

    Article  PubMed  CAS  Google Scholar 

  • Bolla KI, Eldreth DA, Matochik JA, Cadet JL (2004) Sex-related differences in a gambling task and its neurological correlates. Cereb Cortex 14:1226–1232

    Article  PubMed  CAS  Google Scholar 

  • Bolla KI, Eldreth DA, Matochik JA, Cadet JL (2005) Neural substrates of faulty decision-making in abstinent marijuana users. Neuroimage 26:480–492

    Article  PubMed  Google Scholar 

  • Brand M (2008) The feedback from previous trials influence current decisions? A study on the role of feedback processing in making decisions under explicit risk conditions. J Neuropsychol (in press)

  • Brand M, Kalbe E, Kracht LW, Riebel U, Münch J, Kessler J, Markowitsch HJ (2004a) Organic and psychogenic factors leading to executive dysfunctions in a patient suffering from surgery of a colloid cyst of the Foramen of Monro. Neurocase 10:420–425

    Article  PubMed  Google Scholar 

  • Brand M, Labudda K, Kalbe E, Hilker R, Emmans D, Fuchs G, Kessler J, Markowitsch HJ (2004b) Decision-making impairments in patients with Parkinson’s disease. Behav Neurol 15:77–85

    PubMed  Google Scholar 

  • Brand M, Fujiwara E, Borsutzky S, Kalbe E, Kessler J, Markowitsch HJ (2005a) Decision-making deficits of Korsakoff patients in a new gambling task with explicit rules: associations with executive functions. Neuropsychology 19:267–277

    Article  PubMed  Google Scholar 

  • Brand M, Kalbe E, Labudda K, Fujiwara E, Kessler J, Markowitsch HJ (2005b) Decision-making impairments in patients with pathological gambling. Psychiatry Res 133:91–99

    Article  PubMed  Google Scholar 

  • Brand M, Labudda K, Markowitsch HJ (2006) Neuropsychological correlates of decision-making in ambiguous and risky situations. Neural Netw 19:1266–1276

    Article  PubMed  Google Scholar 

  • Brand M, Franke-Sievert C, Jacoby GE, Markowitsch HJ, Tuschen-Caffier B (2007a) Neuropsychological correlates of decision-making in bulimia nervosa. Neuropsychology 21:742–750

    Article  PubMed  Google Scholar 

  • Brand M, Grabenhorst F, Starcke K, Vandekerckhove MMP, Markowitsch HJ (2007b) Role of the amygdala in decisions under ambiguity and decisions under risk: evidence from patients with Urbach-Wiethe disease. Neuropsychologia 45:1305–1317

    Article  PubMed  Google Scholar 

  • Brand M, Recknor EC, Grabenhorst F, Bechara A (2007c) Decisions under ambiguity and decisions under risk: correlations with executive functions and comparisons of two different gambling tasks with implicit and explicit rules. J Clin Exp Neuropsychol 29:86–99

    Article  PubMed  Google Scholar 

  • Busemeyer JR, Stout JC (2002) A contribution of cognitive decision models to clinical assessment: decomposing performance on the Bechara gambling task. Psychol Assess 14:253–262

    Article  PubMed  Google Scholar 

  • Cavedini P, Riboldi G, D´Annucci A, Belotti P, Cisima M, Bellodi L (2002a) Decision-making heterogenitiy in obsessive-compulsive disorder: ventromedial prefrontal cortex function predicts different treatment outcomes. Neuropsychologia 40:205–211

    Article  PubMed  CAS  Google Scholar 

  • Cavedini P, Riboldi G, Keller R, D’Annucci A, Bellodi L (2002b) Frontal lobe dysfunction in pathological gambling patients. Biol Psychiatry 51:334–341

    Article  PubMed  Google Scholar 

  • Cavedini P, Bassi T, Ubbiali A, Casolari A, Giordani S, Zorzi C, Bellodi L (2004) Neuropsychological investigation of decision-making in anorexia nervosa. Psychiatry Res 127:259–266

    Article  PubMed  Google Scholar 

  • Cohen J, Cohen P (1983) Applied multiple regression/correlation analysis for the behavioral sciences. Erlbaum, Hillsdale

    Google Scholar 

  • Crone EA, Somsen RJ, Van Beek B, Van Der Molen MW (2004) Heart rate and skin conductance analysis of antecendents and consequences of decision making. Psychophysiology 41:531–540

    Article  PubMed  Google Scholar 

  • Damasio AR (1996) The somatic marker hypothesis and the possible functions of prefrontal cortex. Philos Trans R Soc Lond B 351:1413–1420

    Article  CAS  Google Scholar 

  • Damasio H, Bechara A, Damasio AR (2002) Reply to ‘Do somatic markers mediate decisions on the gambling task?’ Nat Neurosci 5:1104

    Article  CAS  Google Scholar 

  • Delazer M, Sinz H, Zamarian L, Benke T (2007) Decision-making with explicit and stable rules in mild Alzheimer’s disease. Neuropsychologia 45:1632–1641

    Article  PubMed  CAS  Google Scholar 

  • Denburg NL, Recknor EC, Bechara A, Tranel D (2006) Psychophysiological anticipation of positive outcomes promotes advantageous decision-making in normal older persons. Int J Psychophysiol 61:19–25

    Article  PubMed  Google Scholar 

  • Denburg NL, Tranel D, Bechara A, Damasio AR (2001) Normal aging may compromise the ability to decide advantageously. Brain Cogn 47:156–159

    Google Scholar 

  • Donohew L, Zimmerman RS, Cupp PK, Novak S, Colon S, Abell R (2000) Sensation seeking, impulsive decision-making, and risky sex: implications for risk-taking and design of interventions. Pers Individ Dif 28:1079–1091

    Article  Google Scholar 

  • Drechsler R, Rizzo P, Steinhausen HC (2007) Decision-making on an explicit risk-taking task in preadolescents with attention-deficit/hyperactivity disorder. J Neural Transm (Epub ahead of print)

  • Dunn BD, Dalgleish T, Lawrence AD (2006) The somatic marker hypothesis: a critical evaluation. Neurosci Biobehav Rev 30:239–271

    Article  PubMed  Google Scholar 

  • Epstein S, Pacini R, Denes-Raj V, Heier H (1996) Individual differences in intuitive-experiential and analytical-rational thinking styles. J Pers Soc Psychol 71:390–405

    Article  PubMed  CAS  Google Scholar 

  • Ernst M, Bolla K, Mouratidis M, Contoreggi C, Matochik JA, Kurian V, Cadet JL, Kimes AS, London ED (2002) Decision-making in a risk-taking task: a PET study. Neuropsychopharmacology 26:682–691

    Article  PubMed  Google Scholar 

  • Evans JSBT (2003) In two minds: dual-process accounts of reasoning. Trends Cogn Sci 7:454–459

    Article  PubMed  Google Scholar 

  • Fellows LK, Farah MJ (2005) Different underlying impairments in decision-making following ventromedial and dorsolateral frontal lobe damage in humans. Cereb Cortex 15:58–63

    Article  PubMed  Google Scholar 

  • Fishbein D, Hyde C, Eldreth D, London ED, Matochik J, Ernst M, Isenberg N, Steckley S, Schech B, Kimes A (2005) Cognitive performance and autonomic reactivity in abstinent drug abusers and nonusers. Exp Clin Psychopharmacol 13:25–40

    Article  PubMed  Google Scholar 

  • Franken IHA, Muris P (2005) Individual differences in decision-making. Pers Individ Dif 39:991–998

    Article  Google Scholar 

  • Fukui H, Murai T, Fukuyama H, Hayashi T, Hanakawa T (2005) Functional activity related to risk anticipation during performance of the Iowa Gambling Task. Neuroimage 24:253–259

    Article  PubMed  Google Scholar 

  • Garon N, Moore C (2004) Complex decision-making in early childhood. Brain Cogn 55:158–170

    Article  PubMed  Google Scholar 

  • Geurts HM, van der Oord S, Crone EA (2006) Hot and cool aspects of cognitive control in children with ADHD: decision-making and inhibition. J Abnorm Child Psychol 34:813–824

    Article  PubMed  Google Scholar 

  • Goudriaan AE, Oosterlaan J, de Beurs E, van den Brink W (2005) Decision making in pathological gambling: a comparison between pathological gamblers, alcohol dependents, persons with Tourette syndrome, and normal controls. Cogn Brain Res 23:137–151

    Article  Google Scholar 

  • Goudriaan AE, Oosterlaan J, de Beurs E, van den Brink W (2006) Psychophysiological determinants and concomitants of deficient decision making in pathological gamblers. Drug Alcohol Depend 84:231–239

    Article  PubMed  Google Scholar 

  • Harmsen H, Bischof G, Brooks A, Hohagen F, Rumpf HJ (2006) The relationship between impaired decision-making, sensation seeking and readiness to change in cigarette smokers. Addict Behav 31:581–592

    Article  PubMed  CAS  Google Scholar 

  • Hinson JM, Jameson TL, Whitney P (2002) Somatic markers, working memory, and decision making. Cogn Affect Behav Neurosci 2:341–353

    Article  PubMed  Google Scholar 

  • Hsu M, Bhatt M, Adolphs R, Tranel D, Camerer CF (2005) Neural systems responding to degrees of uncertainty in human decision-making. Science 310:1680–1683

    Article  PubMed  CAS  Google Scholar 

  • Jollant F, Bellivier F, Leboyer M, Astruc B, Torres S, Verdier R, Castelnau D, Malafosse A, Courtet P (2005) Impaired decision making in suicide attempters. Am J Psychiatry 162:304–310

    Article  PubMed  Google Scholar 

  • Kahneman D (2003) A perspective on judgment and choice. Am Psychol 58:697–720

    Article  PubMed  Google Scholar 

  • Kahneman D, Frederick S (2007) Frames and brains: elicitation and control of response tendencies. Trends Cogn Sci 11:45–46

    Article  PubMed  Google Scholar 

  • Kalbe E, Kessler J, Calabrese P, Smith R, Passmore AP, Brand M, Bullock R (2004) DemTect: a new, sensitive cognitive screening test to support the diagnosis of mild cognitive impairment and early dementia. Int J Geriatr Psychiatry 19:136–143

    Article  PubMed  CAS  Google Scholar 

  • Kessler J, Calabrese P, Kalbe E, Berger F (2000) DemTect: Ein neues Screening-Verfahren zur Unterstützung der Demenzdiagnostik. Psycho 26:343–347

    Google Scholar 

  • Lee D (2005) Neuroeconomics: making risky choices in the brain. Nat Neurosci 8:11291130

    Google Scholar 

  • Lee Y, Kim Y-T, Seo E, Park O (2007) The assessment of decision-making and reversal learning in schizophrenia. Psychiatry Res 152:113–120

    Article  PubMed  Google Scholar 

  • Lehrl S, Merz J, Burkhard G, Fischer S (1991) Mehrfachwahl-Wortschatz-Intelligenztest (MWT-B). Hogrefe, Göttingen

    Google Scholar 

  • Lehto JE, Elorinne E (2003) Gambling as an executive function task. Appl Neuropsychol 10:234–238

    Article  PubMed  Google Scholar 

  • Lezak MD, Howieson DB, Loring DW (2004) Neuropsychological assessment. 4th ed. Oxford University Press, New York

    Google Scholar 

  • Lineweaver TT, Bondi MW, Thomas RG, Salmon DP (1999) A normative study of Nelson’s (1976) modified version of the Wisconsin Card Sorting Test in healthy older adults. Clin Neuropsychol 13:328–347

    PubMed  CAS  Google Scholar 

  • Maia TV, McClelland JL (2004) A reexamination of the evidence for the somatic marker hypothesis: what participants really know in the Iowa gambling task. Proc Natl Acad Sci USA 101:16075–16080

    Article  PubMed  CAS  Google Scholar 

  • Maia TV, McClelland JL (2005) The somatic marker hypothesis: still many questions but no answers: response to Bechara et al. Trends Cogn Sci 9:162–164

    Article  Google Scholar 

  • Miyake A, Friedman NP, Emerson MJ, Witzki AH, Howerter A, Wager TD (2000) The unity and diversity of executive functions and their contributions to complex “Frontal Lobe” tasks: a latent variable analysis. Cognit Psychol 41:49–100

    Article  PubMed  CAS  Google Scholar 

  • Nelson HE (1976) A modified card sorting test sensitive to frontal lobe defects. Cortex 12:313–324

    PubMed  CAS  Google Scholar 

  • Nelson HE (1982) National Adult Reading Test (NART). NFER: Nelson, Windsor

    Google Scholar 

  • Oswald WD, Fleischmann UM (1997) Das Nürnberger-Alters-Inventar. Hogrefe, Göttingen

    Google Scholar 

  • Overman WH (2004) Sex differences in early childhood, adolescence, and adulthood on cognitive tasks that rely on orbital prefrontal cortex. Brain Cogn 55:134–147

    Article  PubMed  Google Scholar 

  • Payne JW, Bettman JR, Johnson EJ (1993) The adaptive decision maker. Cambridge University Press, Cambridge

    Google Scholar 

  • Reavis R, Overman WH (2001) Adult sex differences on a decision-making task previously shown to depend on the orbital prefrontal cortex. Behav Neurosci 115:196–206

    Article  PubMed  CAS  Google Scholar 

  • Rubinsztein JS, Fletcher PC, Rogers RD, Ho LW, Aigbirhio FI, Paykel ES, Robbins TW, Sahakian BJ (2001) Decision-making in mania: a PET study. Brain 124:2550–2563

    Article  PubMed  CAS  Google Scholar 

  • Slovic P (1972) From Shakespeare to Simon: Speculations and some evidence about man’s ability to process information. Oregon Research Institute Monograph, Oregon

    Google Scholar 

  • Smith EE, Jonides J (1999) Storage and executive processes in the frontal lobes. Science 283:1657–1661

    Article  PubMed  CAS  Google Scholar 

  • Stanovich KE, West RF (2000) Individual differences in reasoning: implications for the rationality debate? Behav Brain Sci 23:645–726

    Article  PubMed  CAS  Google Scholar 

  • Strauss E, Sherman EMS, Spreen O (2006) A compendium of neuropsychological tests: administration, norms, and commentary. Oxford University Press, New York

    Google Scholar 

  • Sturm W, Willmes K, Horn W (1993) Leistungsprüfsystem für 50-90jährige (LPS 50+). Hogrefe, Göttingen

    Google Scholar 

  • Tanaka SC, Samejima K, Okada G, Ueda K, Okamoto Y, Yamawaki S, Doya K (2006) Brain mechanism of reward prediction under predictable and unpredictable environmental dynamics. Neural Netw 19:1233–1241

    Article  PubMed  Google Scholar 

  • Tranel D, Bechara A, Denburg NL (2002) Asymmetric functional roles of right and left ventromedial prefrontal cortices in social conduct, decision-making, and emotional processing. Cortex 38:589–612

    Article  PubMed  Google Scholar 

  • Turnbull OH, Evans CE, Bunce A, Carzolio B, O’Connor J (2005) Emotion-based learning and central executive resources: an investigation of intuition and the Iowa Gambling Task. Brain Cogn 57:244–247

    Article  PubMed  Google Scholar 

  • Tversky A, Kahneman D (1983) Extensional versus intuitive reasoning: the conjunction fallacy in probability judgment. Psychol Rev 90:293–315

    Article  Google Scholar 

  • Verdejo A, Aguilar de Arcos F, Perez Garcia M (2004) Alterations in the decision making processes linked to the ventromedial prefrontal cortex in drug-abusing patients. Rev Neurol 38:601–606

    PubMed  CAS  Google Scholar 

  • Whitlow CT, Liguori A, Livengood LB, Hart SL, Mussat-Whitlow BJ, Lamborn CM, Laurienti PJ, Porrino LJ (2004) Long-term heavy marijuana users make costly decisions on a gambling task. Drug Alcohol Depend 76:107–111

    Article  PubMed  Google Scholar 

  • Zamarian L, Visani P, Delazer M, Seppi K, Mair KJ, Diem A, Poewe W, Benke T (2006) Parkinson’s disease and arithmetics: the role of executive functions. J Neurol Sci 248:124–130

    Article  PubMed  Google Scholar 

  • Zermatten A, Van der Linden M, d’Acremont M, Jermann F, Bechara A (2005) Impulsivity and decision making. J Nerv Ment Dis 193:647–650

    Article  PubMed  Google Scholar 

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Acknowledgments

Parts of the work on this article have been supported by the German Research Foundation (BR 2894/1-1). We thank Eva Böcker for her very helpful assistance with the graphs and Jan Multmeier for helpful comments on the manuscript. The study complied with the current German laws and ethical principles. Recruiting and briefing of the participants complied with the declaration of Helsinki.

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Brand, M., Heinze, K., Labudda, K. et al. The role of strategies in deciding advantageously in ambiguous and risky situations. Cogn Process 9, 159–173 (2008). https://doi.org/10.1007/s10339-008-0204-4

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