Iowa Gambling Task (IGT): Twenty years after - gambling disorder and IGT

Frontiers in Psychology

Volumn 4, Issue SEP, 2013, Pages

  Brevers, Damien ^a,b   Bechara, Antoine ^b   Cleeremans, Axel ^a   Noël, Xavier ^a  

^a UNIVERSITÉ LIBRE DE BRUXELLES   (Belgium)

^b UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

Author keywords

Decision making; Dual process model; Gambling disorder; Iowa Gambling Task; Willpower

Indexed keywords

EID: 84885345263     PISSN: None     EISSN: 16641078     Source Type: Journal    
DOI: 10.3389/fpsyg.2013.00665     Document Type: Review

References (127)

1. Abbott, M. W., and Volberg, R. A. (1995). The New Zealand national survey of problem and pathological gambling. J. Gambl. Stud. 12, 143-160. doi:10.1007/BF01539171.
2. American Psychiatric Association. (2013). Diagnostic and Statistical Manual of Mental Disorders, 5th Edn. Arlington, VA:American Psychiatric Publishing.
3. Álvarez-Moya, E. M., Ochoa, C., Jiménez-Murcia, S., Aymamí, M. N., Gómez-Peña, M., Fernández-Aranda, F., et al. (2011). Effect of executive functioning, decision-making and self-reported impulsivity on the treatment outcome of gambling disorder. J. Psychiatry Neurosci. 36, 165-175. doi:10.1503/jpn.090095.
4. Baddeley, A., and Della Sala, S. (1996). Working memory and executive control. Philos. Trans. R. Soc. Lond. B Biol. Sci. 351, 1397-1403. discussion:1403-1404. doi:10.1098/rstb.1996.0123.
5. Barkley, R. (1997). Attention deficit/hyperactivity disorder, self-regulation, and time:towards a more comprehensive theory. J. Dev. Behav. Pediatr. 18, 271-279. doi:10.1097/00004703-199708000-00009.
6. Bechara, A. (2004). The role of emotion in decision-making:evidence from neurological patients with orbitofrontal damage. Brain Cogn. 55, 30-40. doi:10.1016/j.bandc.2003.04.001.
7. Bechara, A. (2005). Decision-making, impulse control, and loss of willpower to resist drugs:a neurocognitive perspective. Nat. Neurosci. 8, 1458-1463. doi:10.1038/nn1584.
8. Bechara, A. (2007). Iowa Gambling Task (IGT) Professional Manual. Lutz, FL:Psychological Assessment Resources.
9. Bechara, A., Damasio, A. R., Damasio, H., and Anderson, S. W. (1994). Insensitivity to future consequences following damage to human prefrontal cortex. Cognition 50, 7-15. doi:10.1016/0010-0277(94)90018-3.
10. Bechara, A., Damasio, H., Tranel, D., and Damasio, A. R. (1997). Deciding advantageously before knowing the advantageous strategy. Science 275, 1293-1294. doi:10.1126/science.275.5304.1293.
11. Bechara, A., Dolan, S., Denburg, N., Hindes, A., Anderson, S. W., and Nathan, P. E. (2001). Decision-making deficits, linked to a dysfunctional ventromedial prefrontal cortex, revealed in alcohol and stimulant abusers. Neuropsychologia 39, 376-389. doi:10.1016/S0028-3932(00)00136-6.
12. Bechara, A., Tranel, D., and Damasio, H. (2000). Characterization of the decision-making impairment of patients with bilateral lesions of the ventromedial prefrontal cortex. Brain 123, 2189-2202. doi:10.1093/brain/123.11.2189.
13. Brand, M. (2008). Does 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. 2, 431-443. doi:10.1348/174866407X220607.
14. Brand, M., Labudda, K., and Markowitsch, H. J. (2006). Neuropsychological correlates of decision-making in ambiguous and risky situations. Neural Netw. 19, 1266-1276. doi:10.1016/j.neunet.2006.03.001.
15. Brand, M., Laier, C., Pawlikowski, M., and Markowitsch, H. J. (2009). Decision-making with and without feedback:the role of intelligence, strategies, and cognitive styles. J. Clin. Exp. Neuropsychol. 31, 967-981. doi:10.1080/13803390902776860.
16. Brand, M., Recknor, E. C., Grabenhorst, F., and Bechara, A. (2007). 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. doi:10.1080/13803390500507196.
17. Brevers, D., Cleeremans, A., Tibboel, H., Bechara, A., Kornreich, C., Verbanck, P., et al. (2011a). Reduced attentional blink for gambling-related stimuli in problem gamblers. J. Behav. Ther. Exp. Psychiatry 42, 265-269. doi:10.1016/j.jbtep.2011.01.005.
18. Brevers, D., Cleeremans, A., Bechara, A., Laloyaux, C., Kornreich, C., Verbanck, P., et al. (2011b). Time course of attentional bias for gambling information in problem gambling. Psychol. Addict. Behav. 25, 675-682. doi:10.1037/a0024201.
19. Brevers, D., Cleeremans, A., Goudriaan, A. E., Bechara, A., Kornreich, C., Verbanck, P., et al. (2012a). Decision making under ambiguity but not under risk is related to problem gambling severity. Psychiatry Res. 200, 568-574. doi:10.1016/j.psychres.2012.03.053.
20. Brevers, D., Cleeremans, A., Verbruggen, F., Bechara, A., Kornreich, C., Verbanck, P., et al. (2012b). Impulsive action but impulsive choice determines problem gambling severity. PLoS ONE 7:e50647. doi:10.1371/journal.pone.0050647.
21. Brevers, D., Cleeremans, A., Hermant, C., Tibboel, H., Kornreich, C., Verbanck, P., et al. (2013a). Implicit gambling attitudes in problem gamblers:positive but not negative implicit associations. J. Behav. Ther. Exp. Psychiatry 44, 94-97. doi:10.1016/j.jbtep.2012.07.008.
22. Brevers, D., Cleeremans, A., Bechara, A., Greisen, M., Kornreich, C., Verbanck, P., et al. (2013b). Impaired self-awareness in pathological gamblers. J. Gambl. Stud. 29, 119-129. doi:10.1007/s10899-012-9292-2.
23. Brevers, D., Cleeremans, A., Bechara, A., Kornreich, C., Verbanck, P., and Noël, X. (2013c). Impaired metacognitive capacities in problem gamblers. J. Gambl. Stud. doi:10.1007/s10899-010-9348-3. [Epub ahead of print].
24. Browning, M., Holmes, E. A., and Harmer, C. J. (2010). The modification of attentional bias to emotional information:a review of the techniques, mechanisms, and relevance to emotional disorders. Cogn. Affect. Behav. Neurosci. 10, 8-20. doi:10.3758/CABN.10.1.8.
25. Cavedini, P., Riboldi, G., Keller, R., D'Annucci, A., and Bellodi, L. (2002). Frontal lobe dysfunction in gambling disorder patients. Biol. Psychiatry 51, 334-341. doi:10.1016/S0006-3223(01)01227-6.
26. Cisler, J. M., and Koster, E. H. W. (2010). Mechanisms of attentional biases towards threat in anxiety disorders:an integrative review. Clin. Psychol. Rev. 30, 203-216. doi:10.1016/j.cpr.2009.11.003.
27. Cohen, M. X., and Ranganath, C. (2005). Behavioral and neural predictors of upcoming decisions. Cogn. Affect. Behav. Neurosci. 5, 117-126. doi:10.3758/CABN.5.2.117.
28. Craig, A. D. (2009). How do you feel-now? The anterior insula and human awareness. Nat. Rev. Neurosci. 10, 59-70. doi:10.1038/nrn2555.
29. Crockford, D. N., Goodyear, B., Edwards, J., Quickfall, J., and El-Guebaly, N. (2005). Cue-induced brain activity in pathological gamblers. Biol. Psychiatry 58, 787-795. doi:10.1016/j.biopsych.2005.04.037.
30. Damasio, A. R. (1996). The somatic marker hypothesis and the possible functions of the prefrontal cortex. Philos. Trans. R. Soc. Lond. B Biol. Sci. 351, 1413-1420. doi:10.1098/rstb.1996.0125.
31. Del Cul, A., Dehaene, S., Reyes, P., Bravo, E., and Slachevsky, A. (2009). Causal role of prefrontal cortex in the threshold for access to consciousness. Brain 132, 2531-2540. doi:10.1093/brain/awp111.
32. de Ruiter, M. B., Veltman, D. J., Goudriaan, A. E., Oosterlaan, J., Sjoerds, Z., and van den Brink, W. (2009). Response perseveration and ventral prefrontal sensitivity to reward and punishment in male problem gamblers and smokers. Neuropsychopharmacology 34, 1027-1038. doi:10.1038/npp.2008.175.
33. De Wilde, B., Goudriaan, A., Sabbe, B., Hulstijn, W., and Dom, G. (2013). Relapse in pathological gamblers:a pilot study on the predictive value of different impulsivity measures. J Behav. Addict. 2, 23-30. doi:10.1556/JBA.2.2013.1.4.
34. Di Chiara, G. (1999). Drug addiction as dopamine-dependent associative learning disorder. Eur. J. Pharmacol. 375, 13-30. doi:10.1016/S0014-2999(99)00372-6.
35. Dunn, B. D., Dalgleish, T., and Lawrence, A. D. (2006). The somatic marker hypothesis:A critical evaluation. Neurosci. Biobehav. Rev. 30, 239-271. doi:10.1016/j.neubiorev.2005.07.001.
36. Everitt, B. J., Parkinson, J. A., Olmstead, M. C., Arroyo, M., Robledo, P., and Robbins, T. W. (1999). Associative processes in addiction and reward:the role of amygdala-ventral striatal subsystems. Ann. N. Y. Acad. Sci. 877, 412-438. doi:10.1111/j.1749-6632.1999.tb09280.x.
37. Everitt, B. J., and Robbins, T. W. (2005). Neural systems of reinforcement for drug addiction:from actions to habits to compulsion. Nat. Neurosci. 8, 1481-1489. doi:10.1038/nn1579.
38. Fellows, L. K., and Farah, M. J. (2005). Different underlying impairments in decision-making following ventromedial and dorsolateral frontal lobe damage in humans. Cereb. Cortex 15, 58-63. doi:10.1093/cercor/bhh108.
39. Forbush, K. T., Shaw, M., Graeber, M. A., Hovick, L., Meyer, V. J., Moser, D. J., et al. (2008). Neuropsychological characteristics and personality traits in gambling disorder. CNS Spectr. 13, 306-315.
40. Franken, I. A. (2003). Drug craving and addiction:integrating psychological and neuropsychopharmacological approaches. Prog. Neuropsychopharmacol. Biol. Psychiatry 27, 563-579. doi:10.1016/S0278-5846(03)00081-2.
41. Gallagher, M., and Chiba, A. A. (1996). The amygdala and emotion. Curr. Opin. Neurobiol. 6, 221-227. doi:10.1016/S0959-4388(96)80076-6.
42. Giancola, P. R., Godlaski, A. J., and Roth, R. M. (2012). Identifying component-processes of executive functioning that serve as risk factors for the alcohol-aggression relation. Psychol. Addict. Behav. 26, 201-211. doi:10.1037/a0025207.
43. Goldstein, R. Z., Craig, A. D., Bechara, A., Garavan, H., Childress, A. R., Paulus, M. P., et al. (2009). The neurocircuitry of impaired insight in drug addiction. Trends Cogn. Sci. 13, 372-380. doi:10.1016/j.tics.2009.06.004.
44. Goudriaan, A. E., de Ruiter, M. B., van den Brink, W., Oosterlaan, J., and Veltman, D. J. (2010). Brain activation patterns associated with cue reactivity and craving in abstinent problem gamblers, heavy smokers and healthy controls:an fMRI study. Addict. Biol. 15, 491-503. doi:10.1111/j.1369-1600.2010.00242.x.
45. Goudriaan, A. E., Oosterlaan, J., de Beurs, E., and van den Brink, W. (2004). Gambling disorder:a comprehensive review of biobehavioral findings. Neurosci. Biobehav. Rev. 28, 123-141. doi:10.1016/j.neubiorev.2004.03.001.
46. Goudriaan, A. E., Oosterlaan, J., de Beurs, E., and van den Brink, W. (2005). Decision making in gambling disorder:a comparison between pathological gamblers, alcohol dependents, persons with Tourette syndrome, and normal controls. Cogn. Brain Res. 23, 137-151. doi:10.1016/j.cogbrainres.2005.01.017.
47. Goudriaan, A. E., Oosterlaan, J., de Beurs, E., and van den Brink, W. (2006). Psychophysiological determinants and concomitants of deficient decision-making in pathological gamblers. Drug Alcohol Depend. 84, 231-239. doi:10.1016/j.drugalcdep.2006.02.007.
48. Grant, J. E., Odlaug, B. L., Chamberlain, S. R., and Schreiber, L. R. N. (2012). Neurocognitive dysfunction in strategic and non-strategic gamblers. Prog. Neuropsychopharmacol. Biol. Psychiatry 38, 336-340. doi:10.1016/j.pnpbp.2012.05.006.
49. Grant, S., Contoreggi, C., and London, E. D. (2000). Drug abusers show impaired performance in a laboratory test of decision making. Neuropsychologia 38, 1180-1187. doi:10.1016/S0028-3932(99)00158-X.
50. Greenwald, A. G., and Banaji, M. R. (1995). Implicit social cognition:attitudes, self-esteem, and stereotypes. Psychol. Rev. 102, 4-27. doi:10.1037/0033-295X.102.1.4.
51. Greenwald, A. G., McGhee, D. E., and Schwartz, J. K. (1998). Measuring individual differences in implicit cognition:the implicit association test. J. Pers. Soc. Psychol. 74, 1464-1480. doi:10.1037/0022-3514.74.6.1464.
52. Haruno, M., and Kawato, M. (2006). Different neural correlates of reward expectation and reward expectation error in the putamen and caudate nucleus during stimulus-action-reward association learning. J. Neurophysiol. 95, 948-959. doi:10.1152/jn.00382.2005.
53. Hofmann, W., and Friese, M. (2008). Impulses got the better of me:alcohol moderates the influence of implicit attitudes toward food cues on eating behavior. J. Abnorm. Psychol. 117, 420-427. doi:10.1037/0021-843X.117.2.420.
54. Hofmann, W., Friese, M., and Strack, F. (2009). Impulse and self-control from a dual-systems perspective. Perspect. Psychol. Sci. 4, 162-176. doi:10.1111/j.1745-6924.2009.01116.x.
55. Hofmann, W., Friese, M., and Wiers, R. W. (2008). Impulsive versus reflective influences on health behavior:a theoretical framework and empirical review. Health Psychol. Rev. 2, 111-137. doi:10.1080/17437190802617668.
56. Hongwanishkul, D., Happaney, K. R., Lee, W., and Zelazo, P. D. (2005). Hot and cool executive function:age-related changes and individual differences. Dev. Neuropsychol. 28, 617-644. doi:10.1207/s15326942dn2802_4.
57. INSERM. (2008). Expertise Collective:Jeux de Hasard et d'argent, Contexte et Addiction [Collective expert report:gambling, context and addiction]. INSERM, Paris.
58. Iudicello, J. E., Woods, S. P., Cattie, J. E., Doyle, K., and Grant, I. (2013). Risky decision-making in HIV-associated neurocognitive disorders (HAND). Clin. Neuropsychol. 27, 256-275. doi:10.1080/13854046.2012.740077.
59. Kerr, A., and Zelazo, P. D. (2004). Development of "hot" executive function:the children's gambling task. Brain Cogn. 55, 148-157. doi:10.1016/S0278-2626(03)00275-6.
60. Kertzman, S., Lidogoster, H., Aizer, A., Kotler, M., and Dannon, P. N. (2011). Risk-taking in pathological gamblers is not a result of their impaired inhibition ability. Psychiatry Res. 188, 71-77. doi:10.1016/j.psychres.2011.02.021.
61. Knutson, B., Fong, G. W., Bennett, S. M., Adams, C. M., and Hommer, D. (2003). A region of mesial prefrontal cortex tracks monetarily rewarding outcomes:characterization with rapid event-related fMRI. Neuroimage 18, 263-272. doi:10.1016/S1053-8119(02)00057-5.
62. Korn, D. A., and Shaffer, H. J. (1999). Gambling and the health of the public:adopting a public health perspective. J. Gambl. Stud. 15, 289-365. doi:10.1023/A:1023005115932.
63. Krain, A. L., Wilson, A. M., Arbuckle, R., Castellanos, F. X., and Milham, M. P. (2006). Distinct neural mechanisms of risk and ambiguity:a meta-analysis of decision-making. Neuroimage 32, 477-484. doi:10.1016/j.neuroimage.2006.02.047.
64. Krawczyk, D. C. (2002). Contributions of the prefrontal cortex to the neural basis of human decision-making. Neurosci. Biobehav. Rev. 26, 631-664. doi:10.1016/S0149-7634(02)00021-0.
65. Lakey, C. E., Goodie, A. S., and Campbell, W. K. (2007). Frequent card playing and gambling disorder:the utility of the Georgia gambling task and Iowa gambling task for predicting pathology. J. Gambl. Stud. 23, 285-297. doi:10.1007/s10899-006-9034-4.
66. Ledgerwood, D. M., Orr, E. S., Kaploun, K. A., Milosevic, A., Frisch, G. R., Rupcich, N., et al. (2012). Executive function in pathological gamblers and healthy controls. J. Gambl. Stud. 28, 89-103. doi:10.1007/s10899-010-9237-6.
67. Leeman, F. L., and Potenza, M. N. (2012). Similarities and differences between gambling disorder and substance use disorders:a focus on impulsivity and compulsivity. Psychopharmacology. 219, 469-490 doi:10.1007/s00213-011-2550-7.
68. Li, X., Lu, Z. L., D'Argembeau, A., Ng, M., and Bechara, A. (2010). The Iowa Gambling Task in FMRI images. Hum. Brain Mapp. 31, 410-423. doi:10.1002/hbm.20875.
69. Linnet, J., Møller, A., Peterson, E., Gjedde, A., and Doudet, D. (2011a). Dopamine release in ventral striatum during Iowa Gambling Task performance is associated with increased excitement levels in gambling disorder. Addiction 106, 383-390. doi:10.1111/j.1360-0443.2010.03126.x.
70. Linnet, J., Møller, A., Peterson, E., Gjedde, A., and Doudet, D. (2011b). Inverse association between dopaminergic neurotransmission and Iowa Gambling Task performance in pathological gamblers and healthy controls. Scand. J. Psychol. 106, 383-390. doi:10.1111/j.1360-0443.2010.03126.x.
71. Linnet, J., Mouridsen, K., Peterson, E., Møller, A., Doudet, D. J., and Gjedde, A. (2012). Striatal dopamine release codes uncertainty in gambling disorder. Psychiatry Res. 204, 55-60. doi:10.1016/j.pscychresns.2012.04.012.
72. Linnet, J., Peterson, E., Doudet, D. J., Gjedde, A., and Møller, A. (2010). Dopamine release in ventral striatum of pathological gamblers losing money. Acta Psychiatr. Scand. 122, 326-333. doi:10.1111/j.1600-0447.2010.01591.x.
73. Linnet, J., Rojskjaer, S., Nygaard, J., and Maher, B. A. (2006). Episodic chasing in pathological gamblers using the Iowa gambling task. Scand. J. Psychol. 47, 43-49. doi:10.1111/j.1467-9450.2006.00491.x.
74. Madden, C. J., Petry, N. M., Badger, G. J., and Bickel, W. K. (1997). Impulsive and self-control choices in opioid-dependent patients and non-drug using control participants:drug and monetary rewards. Exp. Clin. Psychopharmacol. 5, 256-263. doi:10.1037/1064-1297.5.3.256.
75. Manes, F., Sahakian, B., Clark, L., Rogers, R., Antoun, N., Aitken, M., et al. (2002). Decision-making processes following damage to the prefrontal cortex. Brain 125, 624-639. doi:10.1093/brain/awf049.
76. Miedl, S. F., Fehr, T., Meyer, G., and Herrmann, M. (2010). Neurobiological correlates of problem gambling in a quasi-realistic blackjack scenario as revealed by fMRI. Psychiatry Res. Neuroimaging 181, 165-173. doi:10.1016/j.pscychresns.2009.11.008.
77. Monterosso, J., Ehrman, R., Napier, K. L., O'Brien, C. P., and Childress, A. R. (2001). Three decision-making tasks in cocaine-dependent patients:do they measure the same construct? Addiction 96, 1825-1837. doi:10.1046/j.1360-0443.2001.9612182512.x.
78. Noël, X., Bechara, A., Dan, B., Hanak, C., and Verbanck, P. (2007). Response inhibition deficit is involved in poor decision making under risk in nonamnesic individuals with alcoholism. Neuropsychology 21, 778-786. doi:10.1037/0894-4105.21.6.778.
79. Noël, X., Brevers, D., and Bechara, A. (2013). A neurocognitive approach to understanding the neurobiology of addiction. Curr. Opin. Neurobiol. 23, 632-638. doi:10.1016/j.conb.2013.01.018.
80. Oberg, S. A., Christie, G. J., and Tata, M. S. (2011). Problem gamblers exhibit reward hypersensitivity in medial frontal cortex during gambling. Neuropsychologia 49, 3768-3775. doi:10.1016/j.neuropsychologia.2011.09.037.
81. Palomäki, J., Laakasuo, M., and Salmela, M. (2013). 'This is just so unfair!':a qualitative analysis of loss-induced emotions and tilting in on-line poker. Int. Gambl. Stud. 13, 255-270. doi:10.1080/14459795.2013.780631.
82. Persaud, N., McLeod, P., and Cowey, A. (2007). Post-decision wagering objectively measures awareness. Nat. Neurosci. 10, 257-261. doi:10.1038/nn1840.
83. Peterson, E., Moller, A., Doudet, D. J., Bailey, C. J., Vang Hansen, K., Rodell, A., et al. (2010). Gambling disorder:relation of skin conductance response to dopamine neurotransmission and sensation seeking. Eur. Neurophsychopharmacol. 20, 766-775. doi:10.1016/j.euroneuro.2010.07.010.
84. Petry, N. M. (2001). Pathological gamblers, with and without substance use disorders, discount delayed rewards at high rates. J Abnorm. Psychol. 110, 482-487. doi:10.1037/0021-843X.110.3.482.
85. Petry, N. M., Bickel, W. K., and Arnett, M. (1998). Shortened time horizons and insensitivity to future consequences in heroin addicts. Addiction 93, 729-738. doi:10.1046/j.1360-0443.1998.9357298.x.
86. Potenza, M. N. (2001). The neurobiology of gambling disorder. Semin. Clin. Neuropsychiatr. 6, 217-226. doi:10.1053/scnp.2001.22929.
87. Potenza, M. N., Steinberg, M. A., Skudlarski, P., Fulbright, R. K., Lacadie, C. M., Wilber, M. K., et al. (2003). Gambling urges in gambling disorder:a functional magnetic resonance imaging study. Arch. Gen. Psychiatry 60, 828-836. doi:10.1001/archpsyc.60.8.828.
88. Power, Y., Goodyear, B., and Crockford, D. (2012). Neural correlates of pathological gamblers preference for immediate rewards during the iowa gambling task:an FMRI study. J. Gambl. Stud. 28, 623-636. doi:10.1007/s10899-011-9278-5.
89. Rahman, S., Sahakian, B. J., Cardinal, R. N., Rogers, R. D., and Robbins, T. W. (2001). Decision-making and neuropsychiatry. Trends Cogn. Sci. 5, 271-277. doi:10.1016/S1364-6613(00)01650-8.
90. Redish, A., Jensen, S., and Johnson, A. (2008). Addiction as vulnerabilities in the decision process. Behav. Brain Sci. 31, 461-470. doi:10.1017/S0140525X08004986.
91. Reuter, J., Raedler, T., Rose, M., Hand, I., Gläscher, J., and Büchel, C. (2005). Gambling disorder is linked to reduced activation of the mesolimbic reward system. Nat. Neurosci. 8, 147-148. doi:10.1038/nn1378.
92. Robbins, T. W., Cador, M., Taylor, J. R., and Everitt, B. J. (1989). Limbic-striatal interactions in reward-related processes. Neurosci. Biobehav. Rev. 13, 155-162. doi:10.1016/S0149-7634(89)80025-9.
93. Robinson, T. E., and Berridge, K. C. (1993). The neural basis of drug craving:an incentive-sensitization theory of addiction. Brain Res. Rev. 18, 247-291. doi:10.1016/0165-0173(93)90013-P.
94. Roca, M., Torralva, T., Lopez, P., Cetkovich, M., Clark, L., and Manes, F. (2008). Executive functions in pathologic gamblers selected in an ecologic setting. Cogn. Behav. Neurol. 21, 1-4. doi:10.1097/WNN.0b013e3181684358.
95. Rogers, R. D., Owen, A. M., Middleton, H. C., Williams, E. J., Pickard, J. D., Sahakian, B. J., et al. (1999). Choosing from small, likely rewards and large, unlikely rewards activated inferior and orbital prefrontal cortex. J. Neurosci. 20, 9029-9038.
96. Rolls, E. T., and Grabenhorst, F. (2008). The orbitofrontal cortex and beyond:from affect to decision-making. Prog. Neurobiol. 86, 216-244. doi:10.1016/j.pneurobio.2008.09.001.
97. Rounis, E., Maniscalco, B., Rothwell, J. C., Passingham, R., and Lau, H. (2010). Theta-burst transcranial magnetic stimulation to the prefrontal cortex impairs metacognitive visual awareness. Cogn. Neurosci. 1, 165-175. doi:10.1080/17588921003632529.
98. Salimpoor, V. N., Benovoy, M., Larcher, K., Dagher, A., and Zatorre, R. J. (2011). Anatomically distinct dopamine release during anticipation and experience of peak emotion to music. Nat. Neurosci. 14, 257-262. doi:10.1038/nn.2726.
99. SAMHSA. (2007). Results from the 2006 National Survey on Drug Use and Health:National Findings (Office of Applied Studies, NSDUH Series H-32, DHHS Publication No. SMA 07-4293), Rockville, MD.
100. Sato, A., Yasuda, A., Ohira, H., Miyawaki, K., Nishikawa, M., Kumano, H., et al. (2005). Effects of value and reward magnitude on feedback negativity and P300. Neuroreport 16, 407-411. doi:10.1097/00001756-200503150-00020.
101. Seguin, J. R., Arseneault, L., and Tremblay, R. E. (2007). The contribution of "cool" and "hot" components of decision-making in adolescence:implications for developmental psychopathology. Cogn. Dev. 22, 530-543. doi:10.1016/j.cogdev.2007.08.006.
102. Sewards, T. V., and Sewards, M. A. (2003). Representations of motivational drives in mesial cortex, medial thalamus, hypothalamus and midbrain. Brain Res. Bull. 61, 25-49. doi:10.1016/S0361-9230(03)00069-8.
103. Slachevsky, A., Pillon, B., Fourneret, P., Pradat-Diehl, P., Jeannerod, M., and Dubois, B. (2001). Preserved adjustment but impaired awareness in a sensory-motor conflict following prefrontal lesions. J. Cogn. Neurosci. 13, 332-340. doi:10.1162/08989290151137386.
104. Slachevsky, A., Pillon, B., Fourneret, P., Renié, L., and Levy, R. (2003). The prefrontal cortex and conscious monitoring of action:an experimental study. Neuropsychologia 41, 655-665. doi:10.1016/S0028-3932(02)00225-7.
105. Smith, R. S., and DeCoster, J. (2000). Dual-process models in social and cognitive psychology:conceptual integration and links to underlying memory systems. Pers. Soc. Psychol. Rev. 4, 108-131. doi:10.1207/S15327957PSPR0402_01.
106. Sonuga-Barke, E., Dalen, L., Daley, D., and Remington, B. (2002). Are planning, working memory, and inhibition associated with individual differences in preschool ADHD symptoms? Dev. Neuropsychol. 21, 255-272. doi:10.1207/S15326942DN2103_3.
107. Stacy, A. W., and Wiers, R. W. (2010). Implicit cognition and addiction:a tool for explaining paradoxical behavior. Annu. Rev. Clin. Psychol. 6, 551-575. doi:10.1146/annurev.clinpsy.121208.131444.
108. Starcke, K., Pawlikowski, M., Wolf, O. T., Altstötter-Gleich, C., and Brand, M. (2011). Decision-making under risk conditions is susceptible to interference by a secondary executive task. Cogn. Process. 12, 177-182. doi:10.1007/s10339-010-0387-3.
109. Stocco, A., Fum, D., and Napoli, A. (2009). Dissociable processes underlying decisions in the iowa gambling task:a new integrative framework. Behav. Brain Funct. 5:1. doi:10.1186/1744-9081-5-1.
110. Strack, F., and Deutsch, R. (2004). Reflective and impulsive determinants of social behavior. Pers. Soc. Psychol. Rev. 8, 220-247. doi:10.1207/s15327957pspr0803_1.
111. Sutherland, M. T., McHugh, M. J., Pariyadath, V., and Stein, E. A. (2012). Resting state functional connectivity in addiction:Lessons learned and a road ahead. Neuroimage 62, 2281-2295. doi:10.1016/j.neuroimage.2012.01.117.
112. Tanabe, J., Thompson, L., Claus, E., Dalwani, M., Hutchison, K., and Banich, M. T. (2007). Prefrontal cortex activity is reduced in gambling and nongambling substance users during decision-making. Hum. Brain Mapp. 28, 1276-1286. doi:10.1002/hbm.20344.
113. Turatto, M., Sandrini, M., and Miniussi, C. (2004). The role of the right dorsolateral prefrontal cortex in visual change awareness. Neuroreport 15, 2549-2452. doi:10.1097/00001756-200411150-00024.
114. Turnbull, O. H., Evans, C. E., Bunce, A., Carzolio, B., and 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. doi:10.1016/j.bandc.2004.08.053.
115. van Holst, R. J., van den Brink, W., Veltman, D. J., and Goudriaan, A. E. (2010). Why gamblers fail to win:a review of cognitive and neuroimaging findings in gambling disorder. Neurosci. Biobehav. Rev. 34, 87-107. doi:10.1016/j.neubiorev.2009.07.007.
116. van Holst, R. J., Veltman, D. J., Büchel, C., Van den Brink, W., and Goudriaan, A. E. (2012). Distorted expectancy coding in problem gambling:is the addictive in the anticipation? Biol. Psychiatry 71, 741-748. doi:10.1016/j.biopsych.2011.12.030.
117. Verdejo-Garcia, A., and Bechara, A. (2009). A somatic marker theory of addiction. Neuropharmacology 56, 48-62. doi:10.1016/j.neuropharm.2008.07.035.
118. Wardle, H., Sproston, K., Orford, J., Erens, B., Griffiths, M., and Constantine, R. (2007). British Gambling Prevalence Survey. London:National Centre for Social Research.
119. Welte, J. W., Barnes, G. M., Wieczorek, W. F., Tidwell, M. C., and Parker, J. (2002). Gambling participation in the U.S.-results from a national survey. J. Gambl. Stud. 18, 313-337. doi:10.1023/A:1021019915591.
120. Whitlow, C. T., Liguori, A., Livengood, L. B., Hart, S. L., Mussat-Whitlow, B. J., Lamborn, C. M., et al. (2004). Long-term heavy marijuana users make costly decisions on a gambling task. Drug Alcohol. Dep. 76, 107-111. doi:10.1016/j.drugalcdep.2004.04.009.
121. Wise, R. A., and Rompre, P. P. (1989). Brain dopamine and reward. Annu. Rev. Psychol. 40, 191-225. doi:10.1146/annurev.ps.40.020189.001203.
122. Wong, S. W., Massé, N., Kimmerly, D. S., Menon, R. S., and Shoemaker, J. K. (2007). Ventral medial prefrontal cortex and cardiovagal control in conscious humans. Neuroimage 35, 698-708. doi:10.1016/j.neuroimage.2006.12.027.
123. Wong, S. W., Xue, G., and Bechara, A. (2011). Integrating fMRI with psychophysiological measurements in the study of decision-making. J. Neurosci. Psychol. Econ. 4, 85-94. doi:10.1037/a0023525.
124. Yeung, N., Botvinick, M. M., and Cohen, J. D. (2004). The neural basis of error detection:Conflict monitoring and the error-related negativity. Psychol. Rev. 111, 931-959. doi:10.1037/0033-295X.111.4.931.
125. Yi, S., and Kanetkar, V. (2010). Implicit measures of attitudes toward gambling:an exploratory study. J. Gambl. Issues 24, 140-163. doi:10.4309/jgi.2010.24.9.
126. Zack, M., and Poulos, C. X. (2004). Amphetamine primes motivation to gamble and gambling-related semantic networks in problem gamblers. Neuropsychopharmacology 29, 195-207. doi:10.1038/sj.npp.1300333.
127. Zelazo, P. D., and Müller, U. (2002). "Executive function in typical and atypical development," in Handbook of Childhood Cognitive Development, ed U. Goswami (Oxford:Blackwell), 445-469.