Neural systems responding to degrees of uncertainty in human decision-making
Abstract
Much is known about how people make decisions under varying levels of probability (risk). Less is known about the neural basis of decision-making when probabilities are uncertain because of missing information (ambiguity). In decision theory, ambiguity about probabilities should not affect choices. Using functional brain imaging, we show that the level of ambiguity in choices correlates positively with activation in the amygdala and orbitofrontal cortex, and negatively with a striatal system. Moreover, striatal activity correlates positively with expected reward. Neurological subjects with orbitofrontal lesions were insensitive to the level of ambiguity and risk in behavioral choices. These data suggest a general neural circuit responding to degrees of uncertainty, contrary to decision theory.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
Uncertainty and ambiguity involve modulation of amygdala, prefrontal cortex, and striatum, key nodes of the triadic model.
“These two dimensions, which characterize most daily life events, have been shown to involve the modulation of amygdala, prefrontal cortex and striatum (e.g., Hsu et al., 2005), the key nodes of the triadic model.”
From A systematic review of fMRI reward paradigms used in studies of adolescents vs. adults: The impact of task design and implications for understanding neurodevelopment (2013) · cites this paper as Hsu et al., 2005
Recent theories of amygdala function argue that the amygdala subserves an abstract function in detecting uncertainty or ambiguity in the environment and in triggering arousal and vigilance as a consequence.
“recent theories of amygdala function argue that the amygdala subserves an abstract function in detecting uncertainty (13) or ambiguity (14) in the environment and in triggering arousal and vigilance as a consequence.”
From Amygdala damage eliminates monetary loss aversion (2010) · cites this paper as [14]
Cites
“Risk, Ambiguity, and the Savage Axioms.”
Ellsberg, D. (1961) · The Quarterly Journal of Economics · doi:10.2307/1884324 · Cited by 7,891 · see citing works
Maxmin expected utility with non-unique prior
Gilboa, I., & Schmeidler, D. (1989) · Journal of Mathematical Economics · doi:10.1016/0304-4068(89)90018-9 · Cited by 4,220 · 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
Subjective probability and expected utility without additivity
Schmeidler, D. (2004) · Routledge eBooks · doi:10.4324/9780203358061-10 · Cited by 2,497 · see citing works
Subjective Probability and Expected Utility without Additivity
Schmeidler, D. (1989) · Econometrica · doi:10.2307/1911053 · Cited by 2,276 · see citing works
Anticipation of Increasing Monetary Reward Selectively Recruits Nucleus Accumbens
Knutson, B., Adams, C. M., Fong, G. W., & Hommer, D. (2001) · The Journal of Neuroscience · doi:10.1523/jneurosci.21-16-j0002.2001 · Cited by 2,244 · see citing works
Dissociable Roles of Ventral and Dorsal Striatum in Instrumental Conditioning
O'Doherty, J., Dayan, P., Schultz, J., Deichmann, R., Friston, K., & Dolan, R. J. (2004) · Science · doi:10.1126/science.1094285 · Cited by 2,088 · see citing works
Neural systems for recognizing emotion
Adolphs, R. (2002) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(02)00301-x · Cited by 1,933 · see citing works
Self-citationBechara, A., Tranel, D., & Damásio, H. (2000) · Brain · doi:10.1093/brain/123.11.2189 · Cited by 1,919 · see citing works
Self-citationRecent developments in modeling preferences: Uncertainty and ambiguity
Camerer, C., & Weber, M. (1992) · Journal of Risk and Uncertainty · doi:10.1007/bf00122575 · Cited by 1,795 · see citing works
Self-citationMultiple reward signals in the brain
Schultz, W. (2000) · Nature Reviews Neuroscience · doi:10.1038/35044563 · Cited by 1,303 · see citing works
Ambiguity Aversion and Comparative Ignorance
Fox, C. R., & Tversky, A. (1995) · The Quarterly Journal of Economics · doi:10.2307/2946693 · Cited by 1,039 · see citing works
Performance on Indirect Measures of Race Evaluation Predicts Amygdala Activation
Phelps, E. A., O'Connor, K. J., Cunningham, W. A., Funayama, E. S., Gatenby, J. C., Gore, J. C., & Banaji, M. R. (2000) · Journal of Cognitive Neuroscience · doi:10.1162/089892900562552 · Cited by 1,001 · see citing works
Critchley, H. D., Elliott, R., Mathias, C. J., & Dolan, R. J. (2000) · The Journal of Neuroscience · doi:10.1523/jneurosci.20-08-03033.2000 · Cited by 813 · see citing works
Fear, Vigilance, and Ambiguity
Whalen, P. J. (1998) · Current Directions in Psychological Science · doi:10.1111/1467-8721.ep10836912 · Cited by 790 · see citing works
Neuroeconomics: The Consilience of Brain and Decision
Glimcher, P. W., & Rustichini, A. (2004) · Science · doi:10.1126/science.1102566 · Cited by 725 · see citing works
Ambiguity Aversion and Comparative Ignorance
Fox, C. R., & Tversky, A. (2000) · Cambridge University Press eBooks · doi:10.1017/cbo9780511803475.031 · Cited by 686 · see citing works
Neural activity in the human brain relating to uncertainty and arousal during anticipation.
Critchley, H. D., Mathias, C. J., & Dolan, R. J. (2001) · Neuron · doi:10.1016/s0896-6273(01)00225-2 · Cited by 681 · see citing works
Siegel, J. J. (1994) · Cited by 590 · see citing works
Role of the Amygdala in Decision‐Making
Bechara, A., Damasio, H., & Damasio, A. (2003) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.2003.tb07094.x · Cited by 475 · see citing works
Frisch, D., & Baron, J. (1988) · Journal of Behavioral Decision Making · doi:10.1002/bdm.3960010303 · Cited by 452 · see citing works
Effects of Gaze on Amygdala Sensitivity to Anger and Fear Faces
Adams, R. B., Gordon, H. L., Baird, A. A., Ambady, N., & Kleck, R. E. (2003) · Science · doi:10.1126/science.1082244 · Cited by 444 · see citing works
Contextual modulation of amygdala responsivity to surprised faces
Kim, H., Somerville, L. H., Johnstone, T., Polis, S., Alexander, A. L., Shin, L. M., & Whalen, P. J. (2004) · Journal of Cognitive Neuroscience · doi:10.1162/0898929042947865 · Cited by 389 · see citing works
What Price Ambiguity? or the Role of Ambiguity in Decision-Making
Becker, S. W., & Brownson, F. O. (1964) · Journal of Political Economy · doi:10.1086/258854 · Cited by 381 · see citing works
Inverse amygdala and medial prefrontal cortex responses to surprised faces
Kim, H., Somerville, L. H., Johnstone, T., Alexander, A. L., & Whalen, P. J. (2003) · NeuroReport · doi:10.1097/00001756-200312190-00006 · Cited by 359 · see citing works
Gifford, S. E. (2010) · Springer eBooks · doi:10.1007/978-1-4419-1191-9_12 · Cited by 179 · see citing works
Interaction of the Amygdala with the Frontal Lobe in Reward Memory
Gaffan, D., Murray, E. A., & Fabre‐Thorpe, M. (1993) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.1993.tb00948.x · Cited by 128 · see citing works
A brain imaging study of the choice procedure
Rustichini, A., Dickhaut, J. W., Ghirardato, P., et al. (2004) · Games and Economic Behavior · doi:10.1016/j.geb.2004.08.005 · Cited by 74 · see citing works
The role of competition and knowledge in the Ellsberg task
Kühberger, A., & Perner, J. (2003) · Journal of Behavioral Decision Making · doi:10.1002/bdm.441 · Cited by 49 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
A framework for studying the neurobiology of value-based decision making
Rangel, A., Camerer, C., & Montague, P. R. (2008) · Nature Reviews Neuroscience · doi:10.1038/nrn2357 · Cited by 2,184 · 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
The free-energy principle: a rough guide to the brain?
Friston, K. (2009) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2009.04.005 · Cited by 1,831 · see citing works
Pessoa, L., & Adolphs, R. (2010) · Nature Reviews Neuroscience · doi:10.1038/nrn2920 · Cited by 1,794 · see citing works
Self-citationHabits, Rituals, and the Evaluative Brain
Graybiel, A. M. (2008) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.29.051605.112851 · Cited by 1,697 · see citing works
Etkin, A., Egner, T., Peraza, D. M., Kandel, E. R., & Hirsch, J. (2006) · Neuron · doi:10.1016/j.neuron.2006.07.029 · Cited by 1,360 · see citing works
Oxytocin shapes the neural circuitry of trust and trust adaptation in humans
Baumgartner, T., Heinrichs, M., Vonlanthen, A., Fischbacher, U., & Fehr, E. (2008) · Neuron · doi:10.1016/j.neuron.2008.04.009 · Cited by 1,258 · see citing works
Neuronal Reward and Decision Signals: From Theories to Data
Schultz, W. (2015) · Physiological Reviews · doi:10.1152/physrev.00023.2014 · Cited by 1,126 · see citing works
Neural correlates, computation and behavioural impact of decision confidence
Kepecs, A., Uchida, N., Zariwala, H. A., & Mainen, Z. F. (2008) · Nature · doi:10.1038/nature07200 · Cited by 809 · see citing works
What does the amygdala contribute to social cognition
Adolphs, R. (2010) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.2010.05445.x · Cited by 836 · see citing works
Self-citationHuman insula activation reflects risk prediction errors as well as risk
Preuschoff, K., Quartz, S. R., & Bossaerts, P. (2008) · The Journal of Neuroscience · doi:10.1523/jneurosci.4286-07.2008 · Cited by 784 · see citing works
Social neuroeconomics: the neural circuitry of social preferences
Fehr, E., & Camerer, C. F. (2007) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2007.09.002 · Cited by 779 · see citing works
Self-citationOxytocin attenuates amygdala responses to emotional faces regardless of valence
Domes, G., Heinrichs, M., Gläscher, J., Büchel, C., Braus, D. F., & Herpertz, S. C. (2007) · Biological Psychiatry · doi:10.1016/j.biopsych.2007.03.025 · Cited by 774 · see citing works
Decision-making in the adolescent brain
Blakemore, S.-J., & Robbins, T. W. (2012) · Nature Neuroscience · doi:10.1038/nn.3177 · Cited by 711 · see citing works
Neural differentiation of expected reward and risk in human subcortical structures
Preuschoff, K., Bossaerts, P., & Quartz, S. R. (2006) · Neuron · doi:10.1016/j.neuron.2006.06.024 · Cited by 692 · see citing works
Decision Making in Recurrent Neuronal Circuits
Wang, X.-J. (2008) · Neuron · doi:10.1016/j.neuron.2008.09.034 · Cited by 679 · see citing works
“Some studies aimed at identifying distinct brain systems that are recruited by different types of uncertainty (Yu and Dayan, 2005; Hsu et al., 2005; Huettel et al., 2006; Behrens et al., 2007).”
BackgroundDifferential effects of insular and ventromedial prefrontal cortex lesions on risky decision-making
Clark, L., Bechara, A., Damasio, H., Aitken, M. R. F., Sahakian, B. J., & Robbins, T. W. (2008) · Brain · doi:10.1093/brain/awn066 · Cited by 613 · see citing works
Neurobiology of economic choice: a good-based model
Padoa-Schioppa, C. (2011) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-061010-113648 · Cited by 600 · see citing works
The Neural Signature of Social Norm Compliance
Spitzer, M., Fischbacher, U., Herrnberger, B., Grön, G., & Fehr, E. (2007) · Neuron · doi:10.1016/j.neuron.2007.09.011 · Cited by 584 · see citing works
Computational psychiatry: the brain as a phantastic organ
Friston, K. J., Stephan, K. E., Montague, R., & Dolan, R. J. (2014) · The Lancet Psychiatry · doi:10.1016/s2215-0366(14)70275-5 · Cited by 531 · see citing works
Risky business: the neuroeconomics of decision making under uncertainty
Platt, M. L., & Huettel, S. A. (2008) · Nature Neuroscience · doi:10.1038/nn2062 · Cited by 556 · see citing works
Amygdala volume and social network size in humans
Bickart, K. C., Wright, C. I., Dautoff, R. J., Dickerson, B. C., & Barrett, L. F. (2011) · Nature Neuroscience · doi:10.1038/nn.2724 · Cited by 556 · see citing works
Fear, faces, and the human amygdala
Adolphs, R. (2008) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2008.06.006 · Cited by 502 · see citing works
Self-citationReward Value Coding Distinct From Risk Attitude-Related Uncertainty Coding in Human Reward Systems
Tobler, P. N., O'Doherty, J. P., Dolan, R. J., & Schultz, W. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00745.2006 · Cited by 472 · see citing works
Cerebral hierarchies: predictive processing, precision and the pulvinar
Kanai, R., Komura, Y., Shipp, S., & Friston, K. (2015) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2014.0169 · Cited by 432 · see citing works
Thinking like a trader selectively reduces individuals' loss aversion
Sokol-Hessner, P., Hsu, M., Curley, N. G., Delgado, M. R., Camerer, C. F., & Phelps, E. A. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0806761106 · Cited by 452 · see citing works
Self-citationAmygdala damage eliminates monetary loss aversion
De Martino, B., Camerer, C. F., & Adolphs, R. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0910230107 · Cited by 444 · see citing works
Self-citationMohr, P. N. C., Biele, G., & Heekeren, H. R. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.0003-10.2010 · Cited by 411 · see citing works
Hayden, B. Y., Heilbronner, S. R., Pearson, J. M., & Platt, M. L. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.4652-10.2011 · Cited by 379 · see citing works
Neural prediction errors reveal a risk-sensitive reinforcement-learning process in the human brain
Niv, Y., Edlund, J. A., Dayan, P., & O'Doherty, J. P. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.5498-10.2012 · Cited by 356 · see citing works
Processing of Temporal Unpredictability in Human and Animal Amygdala
Herry, C., Bach, D. R., Esposito, F., Di Salle, F., Perrig, W. J., Scheffler, K., Lüthi, A., & Seifritz, E. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.5218-06.2007 · Cited by 401 · see citing works
Neural representations of subjective reward value
Peters, J., & Büchel, C. (2010) · Behavioural Brain Research · doi:10.1016/j.bbr.2010.04.031 · Cited by 405 · see citing works
A computational framework for the study of confidence in humans and animals
Kepecs, A., & Mainen, Z. F. (2012) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2012.0037 · Cited by 305 · see citing works
fMRI of alterations in reward selection, anticipation, and feedback in major depressive disorder
Smoski, M. J., Felder, J., Bizzell, J., Green, S. R., Ernst, M., Lynch, T. R., & Dichter, G. S. (2009) · Journal of Affective Disorders · doi:10.1016/j.jad.2009.01.034 · Cited by 328 · see citing works
Leotti, L. A., & Delgado, M. R. (2011) · Psychological Science · doi:10.1177/0956797611417005 · Cited by 318 · see citing works
Emotion, decision making, and the amygdala.
Seymour, B., & Dolan, R. (2008) · Neuron · doi:10.1016/j.neuron.2008.05.020 · Cited by 324 · see citing works
The basolateral amygdala in reward learning and addiction
Wassum, K. M., & Izquierdo, A. (2015) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2015.08.017 · Cited by 306 · see citing works
Cortico-limbic-striatal circuits subserving different forms of cost-benefit decision making
Floresco, S. B., Onge, J. R. S., Ghods-Sharifi, S., & Winstanley, C. A. (2008) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/cabn.8.4.375 · Cited by 305 · 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
Encoding of Time-Discounted Rewards in Orbitofrontal Cortex Is Independent of Value Representation
Roesch, M. R., Taylor, A. R., & Schoenbaum, G. (2006) · Neuron · doi:10.1016/j.neuron.2006.06.027 · Cited by 297 · see citing works
Risk, unexpected uncertainty, and estimation uncertainty: Bayesian learning in unstable settings
Payzan-LeNestour, E., & Bossaerts, P. (2011) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1001048 · Cited by 267 · see citing works
The neural representation of unexpected uncertainty during value-based decision making
Payzan-LeNestour, E., Dunne, S., Bossaerts, P., & O’Doherty, J. P. (2013) · Neuron · doi:10.1016/j.neuron.2013.04.037 · Cited by 257 · see citing works
Fundamental contribution by the basolateral amygdala to different forms of decision making
Ghods-Sharifi, S., St. Onge, J. R., & Floresco, S. B. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.0315-09.2009 · Cited by 257 · see citing works
The impact of prior risk experiences on subsequent risky decision-making: The role of the insula
Xue, G., Lu, Z., Levin, I. P., & Bechara, A. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2009.12.097 · Cited by 249 · see citing works
The effects of one night of sleep deprivation on known-risk and ambiguous-risk decisions
MCKENNA, B. S., DICKINSON, D. L., ORFF, H. J., & DRUMMOND, S. P. A. (2007) · Journal of Sleep Research · doi:10.1111/j.1365-2869.2007.00591.x · Cited by 246 · see citing works
Uncertainty during anticipation modulates neural responses to aversion in human insula and amygdala
Sarinopoulos, I., Grupe, D. W., Mackiewicz, K. L., Herrington, J. D., Lor, M., Steege, E. E., & Nitschke, J. B. (2010) · Cerebral Cortex · doi:10.1093/cercor/bhp155 · Cited by 241 · see citing works
Explicit neural signals reflecting reward uncertainty
Schultz, W., Preuschoff, K., Camerer, C., Hsu, M., Fiorillo, C. D., Tobler, P. N., & Bossaerts, P. (2008) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2008.0152 · Cited by 239 · see citing works
Self-citationNeural systems underlying approach and avoidance in anxiety disorders
Robin L., A., & Martin, P. P. (2010) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2010.12.4/raupperle · Cited by 227 · see citing works
Calculating utility: preclinical evidence for cost–benefit analysis by mesolimbic dopamine
Phillips, P. E. M., Walton, M. E., & Jhou, T. C. (2007) · Psychopharmacology · doi:10.1007/s00213-006-0626-6 · Cited by 237 · see citing works
Separate Neural Mechanisms Underlie Choices and Strategic Preferences in Risky Decision Making
Venkatraman, V., Payne, J. W., Bettman, J. R., Luce, M. F., & Huettel, S. A. (2009) · Neuron · doi:10.1016/j.neuron.2009.04.007 · Cited by 222 · see citing works
Reward circuitry function in autism during face anticipation and outcomes
Dichter, G. S., Richey, J. A., Rittenberg, A. M., Sabatino, A., & Bodfish, J. W. (2012) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-011-1221-1 · Cited by 222 · see citing works
Similarities and differences in perceiving threat from dynamic faces and bodies. An fMRI study
Kret, M. E., Pichon, S., Grèzes, J., & de Gelder, B. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2010.08.012 · Cited by 204 · see citing works
Brain mechanisms of persuasion: how ‘expert power’ modulates memory and attitudes
Klucharev, V., Smidts, A., & Fernández, G. (2008) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsn022 · Cited by 210 · see citing works
Whalen, P. J. (2007) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2007.08.016 · Cited by 198 · see citing works
The Sense of Confidence during Probabilistic Learning: A Normative Account
Meyniel, F., Schlunegger, D., & Dehaene, S. (2015) · PLOS Computational Biology · doi:10.1371/journal.pcbi.1004305 · Cited by 163 · see citing works
Risk taking and the adolescent reward system: A potential common link to substance abuse
Schneider, S., Peters, J., Bromberg, U., Brassen, S., Miedl, S. F., Banaschewski, T., Barker, G. J., Conrod, P., Flor, H., Garavan, H., et al. (2012) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2011.11030489 · Cited by 186 · see citing works
Richards, J. M., Plate, R. C., & Ernst, M. (2013) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2013.03.004 · Cited by 174 · see citing works
Cheetham, M. (2011) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2011.00126 · Cited by 176 · see citing works
Jiang, J., Beck, J., Heller, K., & Egner, T. (2015) · Nature Communications · doi:10.1038/ncomms9165 · Cited by 160 · see citing works
Dichter, G. S., Kozink, R. V., McClernon, F. J., & Smoski, M. J. (2012) · Journal of Affective Disorders · doi:10.1016/j.jad.2011.09.048 · Cited by 170 · see citing works
Brain correlates of risky decision-making
Polezzi, D., Sartori, G., Rumiati, R., Vidotto, G., & Daum, I. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2009.08.068 · Cited by 163 · see citing works
Schiebener, J., & Brand, M. (2015) · Neuropsychology Review · doi:10.1007/s11065-015-9285-x · Cited by 168 · see citing works
The future is here: A review of foresight systems in anxiety and depression
Miloyan, B., Pachana, N. A., & Suddendorf, T. (2014) · Cognition and Emotion · doi:10.1080/02699931.2013.863179 · Cited by 160 · see citing works
Distorted expectancy coding in problem gambling: is the addictive in the anticipation?
van Holst, R. J., Veltman, D. J., Büchel, C., van den Brink, W., & Goudriaan, A. E. (2012) · Biological Psychiatry · doi:10.1016/j.biopsych.2011.12.030 · Cited by 155 · see citing works
The human amygdala and orbital prefrontal cortex in behavioural regulation
Dolan, R. J. (2007) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2007.2088 · Cited by 150 · see citing works
Neuroimaging of fear-associated learning
Greco, J. A., & Liberzon, I. (2016) · Neuropsychopharmacology · doi:10.1038/npp.2015.255 · Cited by 145 · see citing works
Krain, A. L., Gotimer, K., Hefton, S., Ernst, M., Castellanos, F. X., Pine, D. S., & Milham, M. P. (2008) · Biological Psychiatry · doi:10.1016/j.biopsych.2007.06.011 · Cited by 147 · see citing works
Uncertainty is associated with biased expectancies and heightened responses to aversion.
Grupe, D. W., & Nitschke, J. B. (2011) · Emotion · doi:10.1037/a0022583 · Cited by 145 · see citing works
Functional connectivity of reward processing in the brain
Camara, E. (2008) · Frontiers in Human Neuroscience · doi:10.3389/neuro.09.019.2008 · Cited by 141 · see citing works
Decision-making under uncertainty in obsessive–compulsive disorder
Pushkarskaya, H., Tolin, D., Ruderman, L., Kirshenbaum, A., Kelly, J. M., Pittenger, C., & Levy, I. (2015) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2015.08.011 · Cited by 127 · see citing works
Functional neuroimaging of intertemporal choice models: a review
Carter, R. M., Meyer, J. R., & Huettel, S. A. (2010) · Journal of Neuroscience Psychology and Economics · doi:10.1037/a0018046 · Cited by 124 · 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
Cerebral Correlates of Salient Prediction Error for Different Rewards and Punishments
Metereau, E., & Dreher, J.-C. (2013) · Cerebral Cortex · doi:10.1093/cercor/bhs037 · Cited by 114 · see citing works
Low endogenous neural noise in autism
Davis, G., & Plaisted-Grant, K. (2015) · Autism · doi:10.1177/1362361314552198 · Cited by 99 · see citing works
Levy, I., & Schiller, D. (2021) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2020.11.007 · Cited by 95 · see citing works
Age-related changes in decision making: Comparing informed and noninformed situations
Van Duijvenvoorde, A. C. K., Jansen, B. R. J., Bredman, J. C., & Huizenga, H. M. (2012) · Developmental Psychology · doi:10.1037/a0025601 · Cited by 94 · see citing works
Neural correlates of risk prediction error during reinforcement learning in humans
d'Acremont, M., Lu, Z.-L., Li, X., Van der Linden, M., & Bechara, A. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.04.096 · Cited by 94 · see citing works
Response characteristics of basolateral and centromedial neurons in the primate amygdala
Mosher, C. P., Zimmerman, P. E., & Gothard, K. M. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.3225-10.2010 · Cited by 92 · see citing works
“This proposal has been confirmed experimentally in multiple species under multiple ex- perimental conditions (Critchley et al., 2001; Hsu et al., 2005; Herry et al., 2007; Platt and Huettel, 2008).”
BackgroundNeural circuitry of information seeking
Bromberg-Martin, E. S., & Monosov, I. E. (2020) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2020.07.006 · Cited by 89 · see citing works
Anterior insula reactivity during certain decisions is associated with neuroticism
Feinstein, J. S., Stein, M. B., & Paulus, M. P. (2006) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsl016 · Cited by 85 · see citing works
Striatal dopamine release codes uncertainty in pathological gambling
Linnet, J., Mouridsen, K., Peterson, E., Møller, A., Doudet, D. J., & Gjedde, A. (2012) · Psychiatry Research: Neuroimaging · doi:10.1016/j.pscychresns.2012.04.012 · Cited by 82 · see citing works
A neuropsychological approach to understanding risk-taking for potential gains and losses
Levin, I. P., Xue, G., Weller, J. A., Reimann, M., Lauriola, M., & Bechara, A. (2012) · Frontiers in Neuroscience · doi:10.3389/fnins.2012.00015 · Cited by 73 · see citing works
Sun, S., Yu, H., Yu, R., & Wang, S. (2023) · Translational Psychiatry · doi:10.1038/s41398-023-02625-w · Cited by 69 · see citing works
“For instance, the BOLD-fMRI signal in the amygdala is correlated with the level of ambiguity in decision making [17] and focal amygdala damage undermines decision making under ambiguity [18].”
Neurocognitive Development of Risk Aversion from Early Childhood to Adulthood
Paulsen, D. J., Carter, R. M., Platt, M. L., Huettel, S. A., & Brannon, E. M. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2011.00178 · Cited by 65 · see citing works
Behavioural and neural correlates of self-focused emotion regulation in social anxiety disorder
Gaebler, M., Daniels, J. K., Lamke, J.-P., Fydrich, T., & Walter, H. (2014) · Journal of Psychiatry and Neuroscience · doi:10.1503/jpn.130080 · Cited by 64 · see citing works
What makes the dorsomedial frontal cortex active during reading the mental states of others?
Isoda, M., & Noritake, A. (2013) · Frontiers in Neuroscience · doi:10.3389/fnins.2013.00232 · Cited by 64 · see citing works
If or when? Uncertainty's role in anxious anticipation
Bennett, K. P., Sinclair, J. V., & Larson, C. L. (2018) · Psychophysiology · doi:10.1111/psyp.13066 · Cited by 58 · see citing works
Bragdon, L. B., Gibb, B. E., & Coles, M. E. (2018) · Depression and Anxiety · doi:10.1002/da.22785 · Cited by 57 · see citing works
Intolerance of uncertainty and insula activation during uncertain reward
Gorka, S. M., Nelson, B. D., Phan, K. L., & Shankman, S. A. (2016) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/s13415-016-0443-2 · Cited by 55 · see citing works
Oxytocin sharpens self-other perceptual boundary
Colonnello, V., Chen, F. S., Panksepp, J., & Heinrichs, M. (2013) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2013.08.010 · Cited by 58 · see citing works
Studying the neural representations of uncertainty
Walker, E. Y., Pohl, S., Denison, R. N., Barack, D. L., Lee, J., Block, N., Ma, W. J., & Meyniel, F. (2023) · Nature Neuroscience · doi:10.1038/s41593-023-01444-y · Cited by 56 · see citing works
Integration of social and utilitarian factors in decision making.
Averbeck, B. B., & Duchaine, B. (2009) · Emotion · doi:10.1037/a0016509 · Cited by 52 · see citing works
Oswald, L. M., Wand, G. S., Wong, D. F., Brown, C. H., Kuwabara, H., & Brašić, J. R. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.03.022 · Cited by 45 · see citing works
Decision-making impairments in breast cancer patients treated with tamoxifen
Chen, X., Li, J., Chen, J., Li, D., Ye, R., Zhang, J., Zhu, C., Tian, Y., & Wang, K. (2014) · Hormones and Behavior · doi:10.1016/j.yhbeh.2014.07.005 · Cited by 44 · see citing works
Encoding of reward expectation by monkey anterior insular neurons
Mizuhiki, T., Richmond, B. J., & Shidara, M. (2012) · Journal of Neurophysiology · doi:10.1152/jn.00282.2011 · Cited by 41 · see citing works
Dopaminergic medication increases reliance on current information in Parkinson’s disease
Vilares, I., & Kording, K. P. (2017) · Nature Human Behaviour · doi:10.1038/s41562-017-0129 · Cited by 33 · see citing works
Variables influencing the neural correlates of perceived risk of physical harm
Coaster, M., Rogers, B. P., Jones, O. D., Viscusi, W. K., Merkle, K. L., Zald, D. H., & Gore, J. C. (2011) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/s13415-011-0047-9 · Cited by 24 · see citing works
“The caudate has been reported in the monetary risk assessment literature as differentially encoding gains and losses (Seymour, Daw, Dayan, Singer, & Dolan, 2007), characterizing expected reward and reward variance reflecting risk (Preuschoff, Bossaerts, & Quartz, 2006), and being active during risk conditions as compa…”
BackgroundInfluentialYan, Z., Witthöft, M., Bailer, J., Diener, C., & Mier, D. (2019) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-017-0832-8 · Cited by 19 · see citing works
Chung, D., Yun, K., Kim, J. H., Jang, B., & Jeong, J. (2011) · PLoS ONE · doi:10.1371/journal.pone.0017044 · Cited by 19 · see citing works
Zhang, X., Wang, X., Dong, D., Sun, X., Zhong, X., Xiong, G., Cheng, C., Lei, H., Chai, Y., Yu, M., et al. (2023) · Biological Psychiatry · doi:10.1016/j.biopsych.2022.09.003 · Cited by 11 · see citing works
- Authors
- Hsu, M., Bhatt, M., Adolphs, R., Tranel, D., & Camerer, C. F.
- Affiliations
- California Institute of Technology (US)
- Corresponding author
- Camerer, Colin F.
- Venue
- Science
- Published
- 2005-12-09
- Volume
- 310
- Issue
- 5754
- Pages
- 1680-1683
- ISSN
- 0036-8075 (ISSN-L)
- 1095-9203
- OpenAlex
- W2104346961
- Cited by
- 1,411
- References
- 29
- Citations by year
- 2026: 48 · 2025: 33 · 2024: 88 · 2023: 41 · 2022: 62 · 2021: 57 · 2020: 47 · 2019: 54 · 2018: 65 · 2017: 76 · 2016: 68 · 2015: 79 · 2014: 85 · 2013: 85 · 2012: 87
- FWCI
- 29.46
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Science (publishedVersion)
- PubMed (publishedVersion)
- CaltechAUTHORS (California Institute of Technology) (submittedVersion)
- Funders
- National Institute of Mental Health (R01MH067681)
- National Institute of Neurological Disorders and Stroke (P01 NS19632, P01NS019632)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Keywords
- decision making under ambiguity, risk, uncertainty, amygdala, orbitofrontal cortex, striatum, expected reward, neural basis of choice, functional neuroimaging
- MeSH terms
- Adult, Amygdala, Brain, Brain Diseases, Brain Mapping, Corpus Striatum, Decision Making, Decision Theory, Female, Frontal Lobe, Games, Experimental, Humans, Magnetic Resonance Imaging, Male, Mental Processes, Probability, Reward, Risk, Confidence Intervals, Likelihood Functions, Uncertainty
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