Congruence of BOLD Response across Intertemporal Choice Conditions: Fictive and Real Money Gains and Losses
Open accessAbstract
Intertemporal choice is predicated on the valuation of commodities with respect to delay until their receipt. Subjective value of a future outcome decreases, or is discounted, as a function of that delay (Bickel and Johnson, 2003). Although behavioral studies suggest no difference between the devaluation of real and fictive outcomes, no neuroimaging studies have investigated potential differences in the underlying deliberative process. Here, we compare behavioral and neural correlates of intertemporal valuation of real and hypothetical monetary gains as well as hypothetical losses, which have been posited to involve different mechanisms. Behavioral and neuroimaging sessions were conducted in which participants made intertemporal choice decisions in a gains condition using both real and hypothetical $100 money and in a loss condition using a fictive $100 money. Within-subject comparison of behavioral data revealed no significant difference between levels of discounting across the three conditions. Random-effects analysis of functional magnetic resonance imaging (fMRI) data of each of the three discounting conditions independently revealed significant signal change in limbic (anterior cingulate, striatum, posterior cingulate) and executive functioning areas (lateral prefrontal cortex), whereas a repeated-measures ANOVA failed to detect differences in signal change across the three discounting conditions after correcting for multiple comparisons. These data support a concordance between real and hypothetical conditions from delay-discounting studies and further suggest a congruence of the fMRI blood oxygen level-dependent signal across brain regions associated with the deliberative process of different forms of intertemporal choice.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Delay discounting rates from hypothetical rewards are comparable to those from potentially real rewards.
“the assessed discounting rates from procedures using all hypothetical rewards were comparable to those from the potentially real procedures [15–20].”
From The behavioral economics and neuroeconomics of reinforcer pathologies: implications for etiology and treatment of addiction (2011) · cites this paper as [16]
Assessment of delay discounting using hypothetical rewards is a practical procedure that yields valid data.
“The results across these studies have led to the conclusion that assessment of delay discounting using hypothetical rewards is a practical procedure that yields valid data [15–21].”
From The behavioral economics and neuroeconomics of reinforcer pathologies: implications for etiology and treatment of addiction (2011) · cites this paper as [16]
The rate an individual discounts delayed rewards reflects the relative strength of the impulsive and executive systems.
“According to the competing decision systems view, the rate that an individual discounts delayed rewards reflects the relative strength of these two systems.”
From The behavioral economics and neuroeconomics of reinforcer pathologies: implications for etiology and treatment of addiction (2011) · cites this paper as [16]
Activation in the impulsive system is associated with valuation of reinforcers and diminishes as reinforcers are delayed.
“several studies have found that activation in the impulsive system is associated with the valuation of reinforcers [16, 42, 43, 46, 47], and that this activation is diminished as reinforcers are delayed [42, 43].”
From The behavioral economics and neuroeconomics of reinforcer pathologies: implications for etiology and treatment of addiction (2011) · cites this paper as [16]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The precuneus: a review of its functional anatomy and behavioural correlates
Cavanna, A. E., & Trimble, M. R. (2006) · Brain · doi:10.1093/brain/awl004 · Cited by 5,128 · see citing works
Separate neural systems value immediate and delayed monetary rewards
McClure, S. M., Laibson, D. I., Loewenstein, G., & Cohen, J. D. (2004) · Science · doi:10.1126/science.1100907 · Cited by 3,089 · see citing works
Berridge, C. W., & Waterhouse, B. D. (2003) · Brain Research Reviews · doi:10.1016/s0165-0173(03)00143-7 · Cited by 2,529 · see citing works
Heroin addicts have higher discount rates for delayed rewards than non-drug-using controls.
Kirby, K. N., Petry, N. M., & Bickel, W. K. (1999) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.128.1.78 · Cited by 2,171 · see citing works
Self-citationThe neural correlates of subjective value during intertemporal choice
Kable, J. W., & Glimcher, P. W. (2007) · Nature Neuroscience · doi:10.1038/nn2007 · Cited by 1,916 · see citing works
AREA UNDER THE CURVE AS A MEASURE OF DISCOUNTING
Myerson, J., Green, L., & Warusawitharana, M. (2001) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.2001.76-235 · Cited by 1,507 · see citing works
Toward a behavioral economic understanding of drug dependence: delay discounting processes
Bickel, W. K., & Marsch, L. A. (2001) · Addiction · doi:10.1046/j.1360-0443.2001.961736.x · Cited by 1,117 · see citing works
Self-citationWITHIN‐SUBJECT COMPARISON OF REAL AND HYPOTHETICAL MONEY REWARDS IN DELAY DISCOUNTING
Johnson, M. W., & Bickel, W. K. (2002) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.2002.77-129 · Cited by 991 · see citing works
Self-citationTime Discounting for Primary Rewards
McClure, S. M., Ericson, K. M., Laibson, D. I., Loewenstein, G., & Cohen, J. D. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.4246-06.2007 · Cited by 971 · see citing works
Madden, G. J., Petry, N. M., Badger, G. J., & Bickel, W. K. (1997) · Experimental and Clinical Psychopharmacology · doi:10.1037/1064-1297.5.3.256 · Cited by 911 · see citing works
Self-citationDelay discounting of real and hypothetical rewards.
Madden, G. J., Begotka, A. M., Raiff, B. R., & Kastern, L. L. (2003) · Experimental and Clinical Psychopharmacology · doi:10.1037/1064-1297.11.2.139 · Cited by 660 · see citing works
Impulsivity and rapid discounting of delayed hypothetical rewards in cocaine-dependent individuals.
Coffey, S., Gudleski, G., Saladin, M., & Brady, K. (2003) · Experimental and clinical psychopharmacology · doi:10.1037//1064-1297.11.1.18 · Cited by 655 · see citing works
Impulsivity and rapid discounting of delayed hypothetical rewards in cocaine-dependent individuals.
Coffey, S. F., Gudleski, G. D., Saladin, M. E., & Brady, K. T. (2003) · Experimental and Clinical Psychopharmacology · doi:10.1037/1064-1297.11.1.18 · Cited by 625 · see citing works
Baker, F., Johnson, M. W., & Bickel, W. K. (2003) · Journal of Abnormal Psychology · doi:10.1037/0021-843x.112.3.382 · Cited by 602 · see citing works
Self-citationHariri, A. R., Brown, S. M., Williamson, D. E., Flory, J. D., de Wit, H., & Manuck, S. B. (2006) · The Journal of Neuroscience · doi:10.1523/jneurosci.3446-06.2006 · Cited by 557 · see citing works
Cross-Cultural Comparisons of Discounting Delayed and Probabilistic Rewards
Du, W., Green, L., & Myerson, J. (2002) · The Psychological Record · doi:10.1007/bf03395199 · Cited by 514 · see citing works
Kjaer, T. W., Nowak, M., & Lou, H. C. (2002) · NeuroImage · doi:10.1006/nimg.2002.1230 · Cited by 395 · see citing works
The role of precuneus and left inferior frontal cortex during source memory episodic retrieval
Lundstrom, B. N., Ingvar, M., & Petersson, K. M. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.05.008 · Cited by 374 · see citing works
Lagorio, C. H., & Madden, G. J. (2005) · Behavioural Processes · doi:10.1016/j.beproc.2005.02.003 · Cited by 359 · see citing works
Differential effects of amount on temporal and probability discounting of gains and losses
Estle, S. J., Green, L., Myerson, J., & Holt, D. D. (2006) · Memory & Cognition · doi:10.3758/bf03193437 · Cited by 342 · see citing works
The role of anterior cingulate cortex and precuneus in the coordination of motor behaviour
Wenderoth, N., Debaere, F., Sunaert, S. G., & Swinnen, S. P. (2005) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2005.04176.x · Cited by 342 · see citing works
Monterosso, J. R., Ainslie, G., Xu, J., Cordova, X., Domier, C. P., & London, E. D. (2007) · Human Brain Mapping · doi:10.1002/hbm.20281 · Cited by 335 · see citing works
Discounting of Monetary and Directly Consumable Rewards
Estle, S. J., Green, L., Myerson, J., & Holt, D. D. (2007) · Psychological Science · doi:10.1111/j.1467-9280.2007.01849.x · Cited by 328 · see citing works
Madden, G. J., Raiff, B. R., Lagorio, C. H., Begotka, A. M., Mueller, A. M., Hehli, D. J., & Wegener, A. A. (2004) · Experimental and Clinical Psychopharmacology · doi:10.1037/1064-1297.12.4.251 · Cited by 314 · see citing works
Boettiger, C. A., Mitchell, J. M., Tavares, V. C., Robertson, M., Joslyn, G., D'Esposito, M., & Fields, H. L. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.2551-07.2007 · Cited by 300 · see citing works
Three-month stability of delay and probability discounting measures.
Ohmura, Y., Takahashi, T., Kitamura, N., & Wehr, P. (2006) · Experimental and Clinical Psychopharmacology · doi:10.1037/1064-1297.14.3.318 · Cited by 258 · see citing works
Wittmann, M., Leland, D. S., & Paulus, M. P. (2007) · Experimental Brain Research · doi:10.1007/s00221-006-0822-y · Cited by 252 · see citing works
Discounting of delayed hypothetical money, alcohol, and food
Odum, A. L., & Rainaud, C. P. (2003) · Behavioural Processes · doi:10.1016/s0376-6357(03)00145-1 · Cited by 250 · see citing works
Cortical activation during delay discounting in abstinent methamphetamine dependent individuals
Hoffman, W. F., Schwartz, D. L., Huckans, M. S., McFarland, B. H., Meiri, G., Stevens, A. A., & Mitchell, S. H. (2008) · Psychopharmacology · doi:10.1007/s00213-008-1261-1 · Cited by 210 · see citing works
The neural correlates of intentional and incidental self processing
Kircher, T. T. J., Brammer, M. J., Bullmore, E. T., Simmons, A., Bartels, M., & David, A. S. (2002) · Neuropsychologia · doi:10.1016/s0028-3932(01)00138-5 · Cited by 194 · see citing works
DELAYED REWARD AND COST DISCOUNTING
Murphy, J. G., Vuchinich, R. E., & Simpson, C. A. (2001) · OpenSIUC (Southern Illinois University Carbondale) · Cited by 111 · see citing works
Charlton, S. R., & Fantino, E. J. (2007) · Behavioural Processes · doi:10.1016/j.beproc.2007.08.002 · Cited by 103 · see citing works
Yi, R., Gatchalian, K. M., & Bickel, W. K. (2006) · Experimental and Clinical Psychopharmacology · doi:10.1037/1064-1297.14.3.311 · Cited by 91 · see citing works
Self-citationTakahashi, T., Furukawa, A., Miyakawa, T., Maesato, H., & Higuchi, S. (2007) · PubMed · Cited by 85 · see citing works
Kjær, T. W. (2002) · NeuroImage · doi:10.1016/s1053-8119(02)91230-9 · Cited by 41 · see citing works
Mitchell, J., Tavares, V. C., Fields, H. L., Boettiger, C. A., Robertson, M. A., D’Esposito, M., & Joslyn, G. (2021) · Carolina Digital Repository (University of North Carolina at Chapel Hill) · doi:10.17615/q07b-xm62 · Cited by 20 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Bickel WK Johnson MW Heather N Vuchinich R 2003 Junk time: pathological behavior as the interaction of evolutionary and cultural forces Choice, Behavioral Economics and Addictions 249 271 The Netherlands Pergamon, an imprint of Elsevier
Cited by
Sorted by citations
The behavioral economics of substance use disorders: reinforcement pathologies and their repair
Bickel, W. K., Johnson, M. W., Koffarnus, M. N., MacKillop, J., & Murphy, J. G. (2014) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-032813-153724 · Cited by 655 · see citing works
Self-citationBickel, W. K., Jarmolowicz, D. P., Mueller, E. T., Koffarnus, M. N., & Gatchalian, K. M. (2012) · Pharmacology & Therapeutics · doi:10.1016/j.pharmthera.2012.02.004 · Cited by 604 · see citing works
Self-citationA neural mechanism mediating the impact of episodic prospection on farsighted decisions
Benoit, R. G., Gilbert, S. J., & Burgess, P. W. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.6559-10.2011 · Cited by 422 · see citing works
Cohen, J., Ericson, K. M. M., Laibson, D., & White, J. M. (2020) · Journal of Economic Literature · doi:10.1257/jel.20191074 · Cited by 202 · see citing works
Noreika, V., Falter, C. M., & Rubia, K. (2013) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2012.09.036 · Cited by 339 · see citing works
Bickel, W. K., Jarmolowicz, D., Mueller, E. T., Gatchalian, K., & Mcclure, S. M. (2012) · Psychopharmacology · doi:10.1007/s00213-012-2689-x · Cited by 316 · see citing works
Self-citationBehavioral components of impulsivity.
Stahl, C., Voss, A., Schmitz, F., Nuszbaum, M., Tüscher, O., Lieb, K., & Klauer, K. C. (2014) · Journal of Experimental Psychology: General · doi:10.1037/a0033981 · Cited by 319 · see citing works
Koffarnus, M. N., Jarmolowicz, D. P., Mueller, E. T., & Bickel, W. K. (2012) · Journal of the Experimental Analysis of Behavior · doi:10.1002/jeab.2 · Cited by 305 · see citing works
Self-citationGrant, J. E., & Chamberlain, S. R. (2014) · Addictive Behaviors · doi:10.1016/j.addbeh.2014.04.022 · Cited by 298 · see citing works
Dopamine enhances willingness to exert effort for reward in Parkinson's disease
Chong, T. T.-J., Bonnelle, V., Manohar, S., Veromann, K.-R., Muhammed, K., Tofaris, G. K., Hu, M., & Husain, M. (2015) · Cortex · doi:10.1016/j.cortex.2015.04.003 · Cited by 276 · see citing works
Prefrontal Cortex and Impulsive Decision Making
Kim, S., & Lee, D. (2010) · Biological Psychiatry · doi:10.1016/j.biopsych.2010.07.005 · Cited by 276 · see citing works
Choice impulsivity: Definitions, measurement issues, and clinical implications.
Hamilton, K. R., Mitchell, M. R., Wing, V. C., Balodis, I. M., Bickel, W. K., Fillmore, M. T., Lane, S. D., Lejuez, C. W., Littlefield, A. K., Luijten, M., et al. (2015) · Personality Disorders Theory Research and Treatment · doi:10.1037/per0000099 · Cited by 268 · see citing works
Self-citationAmlung, M. T., Acker, J. D., Stojek, M. M., Murphy, J. G., & MacKillop, J. M. (2011) · Alcoholism Clinical and Experimental Research · doi:10.1111/j.1530-0277.2011.01656.x · Cited by 264 · see citing works
Bickel, W. K., Jarmolowicz, D. P., Mueller, E. T., & Gatchalian, K. M. (2011) · Current Psychiatry Reports · doi:10.1007/s11920-011-0215-1 · Cited by 234 · see citing works
Self-citationWhy not try harder? Computational approach to motivation deficits in neuro-psychiatric diseases
Pessiglione, M., Vinckier, F., Bouret, S., Jean Daunizeau, A., & Bouc, R. L. (2017) · Brain · doi:10.1093/brain/awx278 · Cited by 230 · see citing works
Myopic Discounting of Future Rewards after Medial Orbitofrontal Damage in Humans
Sellitto, M., Ciaramelli, E., & di Pellegrino, G. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.2516-10.2010 · Cited by 229 · see citing works
Miedl, S. F. (2012) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2011.1552 · Cited by 229 · see citing works
The Relationship between Impulsive Choice and Impulsive Action: A Cross-Species Translational Study
Broos, N., Schmaal, L., Wiskerke, J., Kostelijk, L., Lam, T., Stoop, N., Weierink, L., van Ham, J. J., de Geus, E. J. C., Schoffelmeer, A. N. M., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0036781 · Cited by 228 · see citing works
Remember the future II: Meta-analyses and functional overlap of working memory and delay discounting
Wesley, M. J., & Bickel, W. K. (2014) · Biological Psychiatry · doi:10.1016/j.biopsych.2013.08.008 · Cited by 205 · see citing works
Self-citationJohnson, M. W., & Bruner, N. R. (2011) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2011.09.032 · Cited by 204 · see citing works
A dual‐systems perspective on addiction: contributions from neuroimaging and cognitive training
McClure, S. M., & Bickel, W. K. (2014) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.12561 · Cited by 201 · see citing works
Self-citationfMRI reactivity on a delay discounting task predicts weight gain in obese women
Kishinevsky, F. I., Cox, J. E., Murdaugh, D. L., Stoeckel, L. E., Cook, E. W., & Weller, R. E. (2012) · Appetite · doi:10.1016/j.appet.2011.11.029 · Cited by 191 · see citing works
Cai, X., Kim, S., & Lee, D. (2011) · Neuron · doi:10.1016/j.neuron.2010.11.041 · Cited by 182 · see citing works
Fouragnan, E., Retzler, C., & Philiastides, M. G. (2018) · Human Brain Mapping · doi:10.1002/hbm.24047 · Cited by 176 · see citing works
Spielberg, J. M., Miller, G. A., Engels, A. S., Herrington, J. D., Sutton, B. P., Banich, M. T., & Heller, W. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.08.037 · Cited by 172 · see citing works
Sze, Y. Y., Stein, J. S., Bickel, W. K., Paluch, R. A., & Epstein, L. H. (2017) · Clinical Psychological Science · doi:10.1177/2167702617696511 · Cited by 165 · see citing works
Self-citationSonuga-Barke, E. J. S., Cortese, S., Fairchild, G. F., & Stringaris, A. K. (2015) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12496 · Cited by 167 · see citing works
Hendrickson, K. L., & Rasmussen, E. B. (2013) · Behaviour Research and Therapy · doi:10.1016/j.brat.2013.04.002 · Cited by 161 · see citing works
Differences in Behavior and Brain Activity during Hypothetical and Real Choices
Camerer, C. F., & Mobbs, D. (2016) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2016.11.001 · Cited by 161 · see citing works
Peper, J. S., Mandl, R. C. W., Braams, B. R., de Water, E., Heijboer, A. C., Koolschijn, P. C. M. P., & Crone, E. A. (2013) · Cerebral Cortex · doi:10.1093/cercor/bhs163 · Cited by 144 · see citing works
21st century neurobehavioral theories of decision making in addiction: Review and evaluation
Bickel, W. K., Mellis, A. M., Snider, S. E., Athamneh, L. N., Stein, J. S., & Pope, D. A. (2018) · Pharmacology Biochemistry and Behavior · doi:10.1016/j.pbb.2017.09.009 · Cited by 134 · see citing works
Self-citationDemand curves for hypothetical cocaine in cocaine-dependent individuals
Bruner, N. R., & Johnson, M. W. (2013) · Psychopharmacology · doi:10.1007/s00213-013-3312-5 · Cited by 131 · see citing works
Achterberg, M., Peper, J. S., van Duijvenvoorde, A. C. K., Mandl, R. C. W., & Crone, E. A. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.3459-15.2016 · Cited by 133 · see citing works
Neural and Behavioral Mechanisms of Impulsive Choice in Alcohol Use Disorder
Claus, E. D., Kiehl, K. A., & Hutchison, K. E. (2011) · Alcoholism Clinical and Experimental Research · doi:10.1111/j.1530-0277.2011.01455.x · Cited by 130 · see citing works
Matusiewicz, A. K., Carter, A. E., Landes, R. D., & Yi, R. (2013) · Behavioural Processes · doi:10.1016/j.beproc.2013.07.019 · Cited by 125 · see citing works
Self-citationHaghani, M., Bliemer, M. C. J., Rose, J. M., Oppewal, H., & Lancsar, E. (2021) · Journal of Choice Modelling · doi:10.1016/j.jocm.2021.100309 · Cited by 135 · see citing works
High‐resolution behavioral economic analysis of cigarette demand to inform tax policy
MacKillop, J. M., Few, L. R., Murphy, J. G., Wier, L. M., Acker, J. D., Murphy, C. M., Stojek, M. M., Carrigan, M. H., & Chaloupka, F. J. (2012) · Addiction · doi:10.1111/j.1360-0443.2012.03991.x · Cited by 127 · see citing works
Separate and overlapping brain areas encode subjective value during delay and effort discounting
Massar, S. A. A., Libedinsky, C., Weiyan, C., Huettel, S. A., & Chee, M. W. L. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.06.080 · Cited by 123 · see citing works
Hardisty, D. J., Appelt, K. C., & Weber, E. U. (2012) · Journal of Behavioral Decision Making · doi:10.1002/bdm.1771 · Cited by 121 · see citing works
MacKillop, J. (2012) · Journal of the Experimental Analysis of Behavior · doi:10.1002/jeab.4 · Cited by 120 · see citing works
Bickel, W. K., Landes, R. D., Christensen, D. R., Jackson, L., Jones, B. A., Kurth-Nelson, Z., & Redish, A. D. (2011) · Psychopharmacology · doi:10.1007/s00213-011-2272-x · Cited by 115 · see citing works
Self-citationThe role of emotions and physiological arousal in modulating impulsive behaviour
Herman, A. M., Critchley, H., & Duka, T. (2018) · Biological Psychology · doi:10.1016/j.biopsycho.2018.01.014 · Cited by 118 · see citing works
A critical role for the hippocampus in the valuation of imagined outcomes
Lebreton, M., Bertoux, M., Boutet, C., Lehericy, S., Dubois, B., Fossati, P., & Pessiglione, M. (2013) · PLoS Biology · doi:10.1371/journal.pbio.1001684 · Cited by 114 · see citing works
Opportunity costs of reward delays and the discounting of hypothetical money and cigarettes
Johnson, P. S., Herrmann, E. S., & Johnson, M. W. (2014) · Journal of the Experimental Analysis of Behavior · doi:10.1002/jeab.110 · Cited by 112 · see citing works
Johnson, M. W., Herrmann, E. S., Sweeney, M. M., LeComte, R. S., & Johnson, P. S. (2016) · Psychopharmacology · doi:10.1007/s00213-016-4493-5 · Cited by 109 · see citing works
Dopamine restores cognitive motivation in Parkinson’s disease
McGuigan, S., Zhou, S.-H., Brosnan, M. B., Thyagarajan, D. E., Bellgrove, M. A., & Chong, T. T. ‐. (2018) · Brain · doi:10.1093/brain/awy341 · Cited by 106 · see citing works
Amlung, M. T., & MacKillop, J. M. (2015) · Behavioural Processes · doi:10.1016/j.beproc.2015.02.012 · Cited by 107 · see citing works
Clewett, D., LUO, S. H., Hsu, E., Ainslie, G. W., Mather, M., & Monterosso, J. R. (2014) · Human Brain Mapping · doi:10.1002/hbm.22436 · Cited by 105 · see citing works
Clinical models of decision making in addiction
Koffarnus, M. N., & Kaplan, B. A. (2017) · Pharmacology Biochemistry and Behavior · doi:10.1016/j.pbb.2017.08.010 · Cited by 99 · see citing works
Bickel, W. K., Wilson, A. G., Franck, C. T., Mueller, E. T., Jarmolowicz, D. P., Koffarnus, M. N., & Fede, S. J. (2014) · Appetite · doi:10.1016/j.appet.2013.12.018 · Cited by 98 · see citing works
Self-citationFröhner, J. H., Teckentrup, V., Smolka, M. N., & Kroemer, N. B. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2019.03.053 · Cited by 92 · see citing works
Courtney, K. E., Arellano, R., Barkley‐Levenson, E. E., Galván, A., Poldrack, R. A., MacKillop, J., Jentsch, J. D., & Ray, L. A. (2011) · Alcoholism Clinical and Experimental Research · doi:10.1111/j.1530-0277.2011.01635.x · Cited by 96 · see citing works
Lawyer, S. R., Schoepflin, F. J., Green, R. J., & Jenks, C. W. (2011) · Experimental and Clinical Psychopharmacology · doi:10.1037/a0024141 · Cited by 93 · see citing works
Delaying gratification depends on social trust
Michaelson, L. E., de la Vega, A. I., Chatham, C. H., & Munakata, Y. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00355 · Cited by 95 · see citing works
Maintained Physical Activity Induced Changes in Delay Discounting
Sofis, M. J., Carrillo, A., & Jarmolowicz, D. P. (2016) · Behavior Modification · doi:10.1177/0145445516685047 · Cited by 92 · see citing works
Neuromodulation of delay discounting, the reflection effect, and cigarette consumption
Sheffer, C. E., Mennemeier, M., Landes, R. D., Bickel, W. K., Brackman, S. L., Dornhoffer, J. L., Kimbrell, T. A., & Brown, G. J. (2013) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2013.01.012 · Cited by 89 · see citing works
Self-citationJohnson, M. W., Johnson, P. S., Herrmann, E. S., & Sweeney, M. M. (2015) · PLoS ONE · doi:10.1371/journal.pone.0128641 · Cited by 91 · see citing works
Kwan, D. T., Craver, C. F., Green, L., Myerson, J., & Rosenbaum, R. S. (2013) · Journal of Experimental Psychology General · doi:10.1037/a0034001 · Cited by 89 · see citing works
Jarmolowicz, D. P., Reed, D. D., Reed, F. D. D., & Bickel, W. K. (2015) · Managerial and Decision Economics · doi:10.1002/mde.2716 · Cited by 88 · see citing works
Self-citationAsymmetric discounting of gains and losses: A query theory account
Appelt, K. C., Hardisty, D. J., & Weber, E. U. (2011) · Journal of Risk and Uncertainty · doi:10.1007/s11166-011-9125-1 · Cited by 87 · see citing works
Delay discounting decreases in those completing treatment for opioid dependence.
Landes, R. D., Christensen, D. R., & Bickel, W. K. (2012) · Experimental and Clinical Psychopharmacology · doi:10.1037/a0027391 · Cited by 87 · see citing works
Self-citationPaid and hypothetical time preferences are the same: Lab, field and online evidencePreprint
Jorrat, D., Brañas Garza, P., Espín, A. M., & Sánchez, Á. (2022) · arXiv (Cornell University) · doi:10.5061/dryad.vt4b8gtvn · Cited by 86 · see citing works
Scholl, J., Kolling, N., Nelissen, N., Wittmann, M. K., Harmer, C. J., & Rushworth, M. F. S. (2015) · Journal of Neuroscience · doi:10.1523/jneurosci.0396-15.2015 · Cited by 85 · see citing works
Cho, S. S., Pellecchia, G., Ko, J. H., Ray, N. J., Obeso, I., Houle, S., & Strafella, A. P. (2012) · Brain stimulation · doi:10.1016/j.brs.2012.03.007 · Cited by 82 · see citing works
Schiff, S., Amodio, P., Testa, G., Nardi, M., Montagnese, S., Caregaro, L., di Pellegrino, G., & Sellitto, M. (2016) · Brain and Cognition · doi:10.1016/j.bandc.2015.10.001 · Cited by 75 · see citing works
Jarmolowicz, D. P., Landes, R. D., Christensen, D. R., Jones, B. A., Jackson, L., Yi, R., & Bickel, W. K. (2014) · Addictive Behaviors · doi:10.1016/j.addbeh.2014.04.026 · Cited by 81 · see citing works
Self-citationAltruism in time: social temporal discounting differentiates smokers from problem drinkers
Bickel, W. K., Jarmolowicz, D. P., Mueller, E. T., Franck, C. T., Carrin, C., & Gatchalian, K. M. (2012) · Psychopharmacology · doi:10.1007/s00213-012-2745-6 · Cited by 81 · see citing works
Self-citationDiminished Cortical Thickness Is Associated with Impulsive Choice in Adolescence
Pehlivanova, M., Wolf, D. H., Sotiras, A., Kaczkurkin, A. N., Moore, T. M., Ciric, R., Cook, P. A., Garcia de La Garza, A., Rosen, A. F. G., Ruparel, K., et al. (2018) · The Journal of Neuroscience · doi:10.1523/jneurosci.2200-17.2018 · Cited by 79 · see citing works
Imagining the future: degraded representations of future rewards and events in schizophrenia
Heerey, E. A., Matveeva, T. M., & Gold, J. M. (2011) · Journal of Abnormal Psychology · doi:10.1037/a0021810 · Cited by 78 · see citing works
High-definition tDCS alters impulsivity in a baseline-dependent manner
Shen, B., Yin, Y., Wang, J., Zhou, X., McClure, S. M., & Li, J. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.09.006 · Cited by 78 · see citing works
Bickel, W., Wilson, A. G., Chen, C., Koffarnus, M. N., & Franck, C. (2016) · PLoS ONE · doi:10.1371/journal.pone.0163051 · Cited by 68 · see citing works
Self-citationAmlung, M. T., Sweet, L. H., Acker, J. D., Brown, C. L., & MacKillop, J. M. (2012) · Addiction Biology · doi:10.1111/adb.12017 · Cited by 76 · see citing works
The neural correlates of temporal reward discounting
Scheres, A., de Water, E., & Mies, G. W. (2013) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.1246 · Cited by 74 · see citing works
Hardisty, D. J., Appelt, K. C., & Weber, E. U. (2012) · SSRN Electronic Journal · doi:10.2139/ssrn.1979828 · Cited by 74 · see citing works
Mok, J., Kwan, D. T., Green, L., Myerson, J., Craver, C. F., & Rosenbaum, R. S. (2020) · Cognition · doi:10.1016/j.cognition.2020.104222 · Cited by 73 · see citing works
Stoeckel, L. E., Murdaugh, D. L., Cox, J. E., Cook, E. W., & Weller, R. E. (2012) · Brain Imaging and Behavior · doi:10.1007/s11682-012-9201-4 · Cited by 73 · see citing works
Real and hypothetical monetary rewards modulate risk taking in the brain
Xu, S., Pan, Y., Wang, Y., Spaeth, A. M., Qu, Z., & Rao, H. (2016) · Scientific Reports · doi:10.1038/srep29520 · Cited by 73 · see citing works
MacKillop, J., Amlung, M. T., Wier, L. M., David, S. P., Ray, L. A., Bickel, W. K., & Sweet, L. H. (2012) · Psychiatry Research Neuroimaging · doi:10.1016/j.pscychresns.2011.10.003 · Cited by 70 · see citing works
Self-citationValidation of a Novel Delay Discounting of Text Messaging Questionnaire
Reed, D. D., Becirevic, A., Atchley, P., Kaplan, B. A., & Liese, B. S. (2016) · The Psychological Record · doi:10.1007/s40732-016-0167-2 · Cited by 69 · see citing works
Cohen, J. D., Ericson, K. M. M., Laibson, D., & White, J. M. (2016) · National Bureau of Economic Research · doi:10.3386/w22455 · Cited by 69 · see citing works
Wu, H., Gui, D., Lin, W., Gu, R., Zhu, X., & Liu, X. (2016) · Brain and Cognition · doi:10.1016/j.bandc.2016.06.005 · Cited by 67 · see citing works
Brain activations reflect individual discount rates in intertemporal choice
Marco‐Pallarés, J., Mohammadi, B., Samii, A., & Münte, T. F. (2010) · Brain Research · doi:10.1016/j.brainres.2010.01.025 · Cited by 68 · see citing works
Johnson, M. W. (2012) · Experimental and Clinical Psychopharmacology · doi:10.1037/a0027088 · Cited by 67 · see citing works
Bickel, W. K., Jones, B. A., Landes, R. D., Christensen, D. R., Jackson, L., & Mancino, M. (2010) · Experimental and Clinical Psychopharmacology · doi:10.1037/a0021739 · Cited by 66 · see citing works
Self-citationRationally inattentive intertemporal choice
Gershman, S. J., & Bhui, R. (2020) · Nature Communications · doi:10.1038/s41467-020-16852-y · Cited by 67 · see citing works
Bi-frontal direct current stimulation affects delay discounting choices
Hecht, D., Walsh, V., & Michal Lavidor, B. (2012) · Cognitive Neuroscience · doi:10.1080/17588928.2011.638139 · Cited by 65 · see citing works
More Is Meaningful: The Magnitude Effect in Intertemporal Choice Depends on Self-Control
Ballard, I. C., Kim, B., Liatsis, A., Aydogan, G., Cohen, J. D., & McClure, S. M. (2017) · Psychological Science · doi:10.1177/0956797617711455 · Cited by 63 · see citing works
Essex, B. G., Clinton, S. A., Wonderley, L. R., & Zald, D. H. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.6106-11.2012 · Cited by 62 · see citing works
The neural basis of cultural differences in delay discounting
Kim, B., Sung, Y. S., & McClure, S. M. (2012) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2011.0292 · Cited by 61 · see citing works
Xu, S., Pan, Y., Qu, Z., Fang, Z., Yang, Z., Yang, F. N., Wang, F., & Rao, H. (2018) · Scientific Reports · doi:10.1038/s41598-018-21820-0 · Cited by 60 · see citing works
The genetic basis of delay discounting and its genetic relationship to alcohol dependence
Mitchell, S. H. (2011) · Behavioural Processes · doi:10.1016/j.beproc.2011.02.008 · Cited by 58 · see citing works
Chen, Y., Chaudhary, S., & Li, C. (2022) · bioRxiv · doi:10.1016/j.neuroimage.2022.119764 · Cited by 54 · see citing works
Categorization=decision making+generalization
Seger, C. A., & Peterson, E. J. (2013) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2013.03.015 · Cited by 59 · see citing works
Hierarchical Brain Networks Active in Approach and Avoidance Goal Pursuit
Spielberg, J. M., Heller, W., & Miller, G. A. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00284 · Cited by 56 · see citing works
Delay and Probability Discounting
Green, L., Myerson, J., & Vanderveldt, A. (2014) · Wiley eBooks · doi:10.1002/9781118468135.ch13 · Cited by 55 · see citing works
Clarifying the relationship between impulsive delay discounting and nicotine dependence.
Amlung, M., & MacKillop, J. (2014) · Psychology of Addictive Behaviors · doi:10.1037/a0036726 · Cited by 55 · see citing works
Neural Mechanisms of Gain–Loss Asymmetry in Temporal Discounting
Tanaka, S., Yamada, K., Yoneda, H., & Ohtake, F. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.5169-12.2014 · Cited by 53 · see citing works
Now for Me, Later for Us? Effects of Group Context on Temporal Discounting
Charlton, S. R., Yi, R., Porter, C. M., Carter, A. E., Bickel, W. K., & Rachlin, H. C. (2011) · Journal of Behavioral Decision Making · doi:10.1002/bdm.766 · Cited by 56 · see citing works
Self-citationSkvortsova, V., Degos, B., Welter, M., Vidailhet, M., & Pessiglione, M. (2017) · Journal of Neuroscience · doi:10.1523/jneurosci.2081-16.2017 · Cited by 51 · see citing works
Effort avoidance as a core mechanism of apathy in frontotemporal dementia
Bouc, R. L., Borderies, N., Carle, G., Robriquet, C., Vinckier, F., Jean Daunizeau, A., Azuar, C., Lévy, R., & Pessiglione, M. (2022) · Brain · doi:10.1093/brain/awac427 · Cited by 53 · see citing works
- Authors
- Bickel, W. K., Pitcock, J. A., Yi, R., & Angtuaco, E. J. C.
- Affiliations
- University of Arkansas for Medical Sciences (US)
- Venue
- Journal of Neuroscience
- Publisher
- Society for Neuroscience
- Published
- 2009-07-08
- Volume
- 29
- Issue
- 27
- Pages
- 8839-8846
- ISSN
- 0270-6474 (ISSN-L)
- 1529-2401
- PMC
- PMC2749994
- OpenAlex
- W2088853696
- Cited by
- 278
- References
- 34
- Citations by year
- 2026: 3 · 2025: 3 · 2024: 4 · 2023: 12 · 2022: 16 · 2021: 11 · 2020: 13 · 2019: 17 · 2018: 16 · 2017: 25 · 2016: 22 · 2015: 29 · 2014: 19 · 2013: 25 · 2012: 31
- FWCI
- 12.65
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Neuroscience (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- VTechWorks (Virginia Tech) (submittedVersion)
- Funders
- Arkansas State University
- University of Arkansas
- Arkansas Biosciences Institute
- University of Arkansas for Medical Sciences
- National Institute on Drug Abuse (R01DA024080, R01DA011692)
- Topics
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Keywords
- intertemporal choice, delay discounting, real money, monetary gains and losses, BOLD signal, anterior cingulate cortex, striatum, posterior cingulate cortex, lateral prefrontal cortex, decision-making, neural correlates of choice
- MeSH terms
- Adult, Aged, Brain Mapping, Choice Behavior, Decision Making, Economics, Female, Humans, Magnetic Resonance Imaging, Male, Middle Aged, Photic Stimulation, Psychomotor Performance, Social Behavior, Temporal Lobe, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review