Neurons in the frontal lobe encode the value of multiple decision variables
Open accessAbstract
A central question in behavioral science is how we select among choice alternatives to obtain consistently the most beneficial outcomes. Three variables are particularly important when making a decision: the potential payoff, the probability of success, and the cost in terms of time and effort. A key brain region in decision making is the frontal cortex as damage here impairs the ability to make optimal choices across a range of decision types. We simultaneously recorded the activity of multiple single neurons in the frontal cortex while subjects made choices involving the three aforementioned decision variables. This enabled us to contrast the relative contribution of the anterior cingulate cortex (ACC), the orbito-frontal cortex, and the lateral prefrontal cortex to the decision-making process. Neurons in all three areas encoded value relating to choices involving probability, payoff, or cost manipulations. However, the most significant signals were in the ACC, where neurons encoded multiplexed representations of the three different decision variables. This supports the notion that the ACC is an important component of the neural circuitry underlying optimal decision making.
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?
PFo neurons can represent value independent of stimulus identity.
“Although PFo has long been thought to represent positive and negative valuations, it has only recently been appreciated that PFo neurons can represent value independent of stimulus identity (86–89).”
From Localization of Dysfunction in Major Depressive Disorder: Prefrontal Cortex and Amygdala (2011) · cites this paper as [89]
Neurons in monkey MFa signal the value of expected rewards.
“neurophysiological studies in awake, behaving monkeys have revealed that neurons in MFa signal the value of expected rewards (89).”
From Localization of Dysfunction in Major Depressive Disorder: Prefrontal Cortex and Amygdala (2011) · cites this paper as [89]
dACC/dmPFC neurons signal the net value of rewards associated with effort.
“In addition, single-unit studies have shown that dACC/dmPFC neurons signal the net value of rewards associated with effort, and the necessity of this region in cost–benefit valuation has been demonstrated by lesion studies that report that inactivation of medial prefrontal cortex impairs an animal’s ability to overcome effort costs [15, 16, 25, 48, 55].”
From Neurocomputational mechanisms underlying subjective valuation of effort costs (2017) · cites this paper as [55]
Inactivation of medial prefrontal cortex impairs an animal's ability to overcome effort costs.
“In addition, single-unit studies have shown that dACC/dmPFC neurons signal the net value of rewards associated with effort, and the necessity of this region in cost–benefit valuation has been demonstrated by lesion studies that report that inactivation of medial prefrontal cortex impairs an animal’s ability to overcome effort costs [15, 16, 25, 48, 55].”
From Neurocomputational mechanisms underlying subjective valuation of effort costs (2017) · cites this paper as [55]
Neurons sensitive to reward information have been identified in the dlPFC.
“Neurons sensitive to reward information have been identified in the dlPFC [55, 57–59], and the activity of lateral prefrontal areas in humans correlates with predicted SVs that guide decision making [60].”
From Neurocomputational mechanisms underlying subjective valuation of effort costs (2017) · cites this paper as [55]
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
Prospect Theory: An Analysis of Decision under Risk
Kahneman, D., & Tversky, A. (1979) · Econometrica · doi:10.2307/1914185 · Cited by 48,524 · see citing works
Prospect theory: An analysis of decision under risk
Kahneman, D. J., & Tversky, A. (1988) · Cambridge University Press eBooks · doi:10.1017/cbo9780511609220.014 · Cited by 32,700 · see citing works
An Integrative Theory of Prefrontal Cortex Function
Miller, E. K., & Cohen, J. D. (2001) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.24.1.167 · Cited by 12,803 · see citing works
Conflict monitoring and cognitive control
Botvinick, M. M., Braver, T. S., Barch, D. M., Carter, C. S., & Cohen, J. D. (2001) · Psychological Review · doi:10.1037/0033-295x.108.3.624 · Cited by 7,351 · see citing works
Insensitivity to future consequences following damage to human prefrontal cortex
Bechara, A., Damasio, A. R., Damasio, H., & Anderson, S. W. (1994) · Cognition · doi:10.1016/0010-0277(94)90018-3 · Cited by 6,128 · 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
Ongur, D. (2000) · Cerebral Cortex · doi:10.1093/cercor/10.3.206 · Cited by 2,627 · see citing works
Learning the value of information in an uncertain world
Behrens, T. E. J., Woolrich, M. W., Walton, M. E., & Rushworth, M. F. S. (2007) · Nature Neuroscience · doi:10.1038/nn1954 · Cited by 2,053 · see citing works
DEFICITS IN STRATEGY APPLICATION FOLLOWING FRONTAL LOBE DAMAGE IN MAN
SHALLICE, T., & BURGESS, P. W. (1991) · Brain · doi:10.1093/brain/114.2.727 · Cited by 2,017 · see citing works
Neural correlates of decision variables in parietal cortex
Platt, M. L., & Glimcher, P. W. (1999) · Nature · doi:10.1038/22268 · Cited by 1,721 · see citing works
Neurons in the orbitofrontal cortex encode economic value
Padoa-Schioppa, C., & Assad, J. A. (2006) · Nature · doi:10.1038/nature04676 · Cited by 1,598 · see citing works
Reconsidering anhedonia in depression: Lessons from translational neuroscience
Treadway, M. T., & Zald, D. H. (2011) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2010.06.006 · Cited by 1,579 · see citing works
A neural basis for social cooperation
Rilling, J. K., Gutman, D. A., Zeh, T. R., Pagnoni, G., Berns, G. S., & Kilts, C. D. (2002) · Neuron · doi:10.1016/s0896-6273(02)00755-9 · Cited by 1,451 · see citing works
Getting to Know You: Reputation and Trust in a Two-Person Economic Exchange
King-Casas, B., Tomlin, D., Anen, C., Camerer, C. F., Quartz, S. R., & Montague, P. R. (2005) · Science · doi:10.1126/science.1108062 · Cited by 1,345 · see citing works
Relative reward preference in primate orbitofrontal cortex
Tremblay, L., & Schultz, W. (1999) · Nature · doi:10.1038/19525 · Cited by 1,314 · see citing works
Human cingulate cortex and autonomic control: converging neuroimaging and clinical evidence
Critchley, H. D., Mathias, C. J., Josephs, O., O’Doherty, J., Zanini, S., Dewar, B., Cipolotti, L., Shallice, T., & Dolan, R. J. (2003) · Brain · doi:10.1093/brain/awg216 · Cited by 1,201 · see citing works
Amygdalo‐cortical projections in the monkey ( <i>Macaca fascicularis</i> )
Amaral, D. G., & Price, J. L. (1984) · Journal of Comparative Neurology · doi:10.1002/cne.902300402 · Cited by 1,162 · see citing works
Neural responses during anticipation of a primary taste reward
O'Doherty, J. P., Deichmann, R., Critchley, H. D., & Dolan, R. J. (2002) · Neuron · doi:10.1016/s0896-6273(02)00603-7 · Cited by 1,076 · see citing works
Petrides, M., & Pandya, D. N. (1999) · European Journal of Neuroscience · doi:10.1046/j.1460-9568.1999.00518.x · Cited by 1,068 · see citing works
Matching Behavior and the Representation of Value in the Parietal Cortex
Sugrue, L. P., Corrado, G. S., & Newsome, W. T. (2004) · Science · doi:10.1126/science.1094765 · Cited by 1,030 · see citing works
Neural Economics and the Biological Substrates of Valuation
Montague, P. R., & Berns, G. S. (2002) · Neuron · doi:10.1016/s0896-6273(02)00974-1 · Cited by 994 · see citing works
Distributed Neural Representation of Expected Value
Knutson, B., Taylor, J., Kaufman, M., Peterson, R., & Glover, G. (2005) · The Journal of Neuroscience · doi:10.1523/jneurosci.0642-05.2005 · Cited by 955 · see citing works
Optimal decision making and the anterior cingulate cortex
Kennerley, S. W., Walton, M. E., Behrens, T. E. J., Buckley, M. J., & Rushworth, M. F. S. (2006) · Nature Neuroscience · doi:10.1038/nn1724 · Cited by 948 · see citing works
Self-citationLearned predictions of error likelihood in the anterior cingulate cortex
Brown, J. W., & Braver, T. S. (2005) · Science · doi:10.1126/science.1105783 · Cited by 928 · see citing works
The Anatomical Connections of the Macaque Monkey Orbitofrontal Cortex. A Review
Cavada, C. (2000) · Cerebral Cortex · doi:10.1093/cercor/10.3.220 · Cited by 917 · see citing works
Intelligence and the Frontal Lobe: The Organization of Goal-Directed Behavior
Duncan, J., Emslie, H., Williams, P., Johnson, R., & Freer, C. (1996) · Cognitive Psychology · doi:10.1006/cogp.1996.0008 · Cited by 902 · see citing works
Orbitofrontal Cortex and Its Contribution to Decision-Making
Wallis, J. D. (2007) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.30.051606.094334 · Cited by 895 · see citing works
Self-citationKawabata, H., & Zeki, S. (2004) · Journal of Neurophysiology · doi:10.1152/jn.00696.2003 · Cited by 880 · see citing works
Choice, uncertainty and value in prefrontal and cingulate cortex
Rushworth, M. F. S., & Behrens, T. E. J. (2008) · Nature Neuroscience · doi:10.1038/nn2066 · Cited by 866 · see citing works
Orbitofrontal cortex and basolateral amygdala encode expected outcomes during learning
Schoenbaum, G. M., Chiba, A. A., & Gallagher, M. (1998) · Nature Neuroscience · doi:10.1038/407 · Cited by 849 · see citing works
Reward expectancy in primate prefrental neurons
Watanabe, M. (1996) · Nature · doi:10.1038/382629a0 · Cited by 684 · cited 3× · see citing works
“Moreover, OFC activity is correlated with the preference ranking of different rewards (Arana et al., 2003; Tremblay & Schultz, 1999; Watanabe, 1996) and the combination of reward preference and magnitude (Padoa-Schioppa & Assad, 2006, 2008).”
BackgroundSensory and premotor connections of the orbital and medial prefrontal cortex of macaque monkeys
Carmichael, S. T., & Price, J. L. (1995) · Journal of Comparative Neurology · doi:10.1002/cne.903630409 · Cited by 678 · see citing works
Prefrontal cortex and decision making in a mixed-strategy game
Barraclough, D. J., Conroy, M. L., & Lee, D. (2004) · Nature Neuroscience · doi:10.1038/nn1209 · Cited by 678 · see citing works
Architectonic subdivision of the orbital and medial prefrontal cortex in the macaque monkey
Carmichael, S. T., & Price, J. L. (1994) · Journal of Comparative Neurology · doi:10.1002/cne.903460305 · Cited by 656 · see citing works
Reward Timing in the Primary Visual Cortex
Shuler, M. G. H., & Bear, M. F. (2006) · Science · doi:10.1126/science.1123513 · Cited by 650 · see citing works
Role for Cingulate Motor Area Cells in Voluntary Movement Selection Based on Reward
Shima, K., & Tanji, J. (1998) · Science · doi:10.1126/science.282.5392.1335 · Cited by 645 · see citing works
Wallis, J. D., & Miller, E. K. (2003) · European Journal of Neuroscience · doi:10.1046/j.1460-9568.2003.02922.x · Cited by 614 · see citing works
Self-citationEmotion, Cognition, and Mental State Representation in Amygdala and Prefrontal Cortex
Salzman, C. D., & Fusi, S. (2010) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.051508.135256 · Cited by 599 · see citing works
Izquierdo, A., Suda, R. K., & Murray, E. A. (2004) · The Journal of Neuroscience · doi:10.1523/jneurosci.1921-04.2004 · Cited by 588 · see citing works
Baxter, M. G., Parker, A., Lindner, C. C. C., Izquierdo, A. D., & Murray, E. A. (2000) · The Journal of Neuroscience · doi:10.1523/jneurosci.20-11-04311.2000 · Cited by 582 · see citing works
Performance monitoring by the anterior cingulate cortex during saccade countermanding
Ito, S., Stuphorn, V., Brown, J. W., & Schall, J. D. (2003) · Science · doi:10.1126/science.1087847 · Cited by 581 · see citing works
Separate neural pathways process different decision costs
Rudebeck, P. H., Walton, M. E., Smyth, A. N., Bannerman, D. M., & Rushworth, M. F. S. (2006) · Nature Neuroscience · doi:10.1038/nn1756 · Cited by 580 · see citing works
Flexible control of mutual inhibition: a neural model of two-interval discrimination
Machens, C. K., Romo, R., & Brody, C. D. (2005) · Science · doi:10.1126/science.1104171 · Cited by 535 · see citing works
Neuronal Activity Related to Reward Value and Motivation in Primate Frontal Cortex
Roesch, M. R., & Olson, C. R. (2004) · Science · doi:10.1126/science.1093223 · Cited by 535 · see citing works
Neural computations associated with goal-directed choice
Rangel, A., & Hare, T. (2010) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2010.03.001 · Cited by 532 · see citing works
Prefrontal and cingulate unit activity during timing behavior in the monkey
Niki, H., & Watanabe, M. (1979) · Brain Research · doi:10.1016/0006-8993(79)90328-7 · Cited by 507 · see citing works
Schoenbaum, G., Setlow, B., Saddoris, M. P., & Gallagher, M. (2003) · Neuron · doi:10.1016/s0896-6273(03)00474-4 · Cited by 484 · see citing works
Leon, M. I., & Shadlen, M. N. (1999) · Neuron · doi:10.1016/s0896-6273(00)80854-5 · Cited by 449 · see citing works
Medial prefrontal cell activity signaling prediction errors of action values
Matsumoto, M., Matsumoto, K., Abe, H., & Tanaka, K. (2007) · Nature Neuroscience · doi:10.1038/nn1890 · Cited by 440 · see citing works
Prefrontal connections of medial motor areas in the rhesus monkey
Bates, J. F., & Goldman, P. S. (1993) · The Journal of Comparative Neurology · doi:10.1002/cne.903360205 · Cited by 432 · see citing works
Dorris, M. C., & Glimcher, P. W. (2004) · Neuron · doi:10.1016/j.neuron.2004.09.009 · Cited by 428 · see citing works
Neuronal representations of cognitive state: reward or attention?
Maunsell, J. H. R. (2004) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2004.04.003 · Cited by 404 · see citing works
The representation of economic value in the orbitofrontal cortex is invariant for changes of menu
Padoa‐Schioppa, C., & Assad, J. A. (2007) · Nature Neuroscience · doi:10.1038/nn2020 · Cited by 390 · see citing works
Neuronal correlates of goal-based motor selection in the prefrontal cortex.
Matsumoto, K., Suzuki, W., & Tanaka, K. (2003) · Science · doi:10.1126/science.1084204 · Cited by 384 · see citing works
Risk-sensitive neurons in macaque posterior cingulate cortex
McCoy, A. N., & Platt, M. L. (2005) · Nature Neuroscience · doi:10.1038/nn1523 · Cited by 380 · see citing works
Neurobiology of cingulate cortex and limbic thalamus : a comprehensive handbook
Vogt, B. A., & Gabriel, M. (1993) · Medical Entomology and Zoology · Cited by 378 · see citing works
Distinct Roles of Rodent Orbitofrontal and Medial Prefrontal Cortex in Decision Making
Sul, J. H., Kim, H., Huh, N., Lee, D., & Jung, M. W. (2010) · Neuron · doi:10.1016/j.neuron.2010.03.033 · Cited by 372 · see citing works
Reward Encoding in the Monkey Anterior Cingulate Cortex
Amiez, C., Joseph, J., & Procyk, E. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhj046 · Cited by 351 · see citing works
From Rule to Response: Neuronal Processes in the Premotor and Prefrontal Cortex
Wallis, J. D., & Miller, E. K. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00086.2003 · Cited by 349 · see citing works
Self-citationHikosaka, K. (2000) · Cerebral Cortex · doi:10.1093/cercor/10.3.263 · Cited by 345 · see citing works
Arana, F. S., Parkinson, J. A., Hinton, E. C., Holland, A. J., Owen, A. M., & Roberts, A. (2003) · Journal of Neuroscience · doi:10.1523/jneurosci.23-29-09632.2003 · Cited by 342 · see citing works
Separate value comparison and learning mechanisms in macaque medial and lateral orbitofrontal cortex
Noonan, M. P., Walton, M. E., Behrens, T. E. J., Sallet, J., Buckley, M. J., & Rushworth, M. F. S. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1012246107 · Cited by 340 · see citing works
Fellows, L. K., & Farah, M. J. (2007) · Cerebral Cortex · doi:10.1093/cercor/bhl176 · Cited by 337 · see citing works
Human anterior cingulate neurons and the integration of monetary reward with motor responses
Williams, Z. M., Bush, G., Rauch, S. L., Cosgrove, G. R., & Eskandar, E. N. (2004) · Nature Neuroscience · doi:10.1038/nn1354 · Cited by 332 · see citing works
Seo, H., & Lee, D. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.2369-07.2007 · Cited by 324 · see citing works
A Role for the Macaque Anterior Cingulate Gyrus in Social Valuation
Rudebeck, P. H., Buckley, M. J., Walton, M. E., & Rushworth, M. F. S. (2006) · Science · doi:10.1126/science.1128197 · Cited by 312 · see citing works
Roesch, M. R., & Olson, C. R. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00019.2003 · Cited by 309 · see citing works
Weighing up the benefits of work: Behavioral and neural analyses of effort-related decision making
Walton, M. E., Kennerley, S. W., Bannerman, D. M., Phillips, P. E. M., & Rushworth, M. F. S. (2006) · Neural Networks · doi:10.1016/j.neunet.2006.03.005 · Cited by 305 · see citing works
Self-citationEncoding 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
Gustatory responses of single neurons in the caudolateral orbitofrontal cortex of the macaque monkey
Rolls, E. T., Yaxley, S., & Sienkiewicz, Z. J. (1990) · Journal of Neurophysiology · doi:10.1152/jn.1990.64.4.1055 · Cited by 282 · see citing works
Connections of the Monkey Cingulate Cortex
Hoesen, G. W. V., Morecraft, R. J., & Vogt, B. A. (1993) · Birkhäuser Boston eBooks · doi:10.1007/978-1-4899-6704-6_9 · Cited by 276 · see citing works
The neural code of reward anticipation in human orbitofrontal cortex
Kahnt, T., Heinzle, J., Park, S. Q., & Haynes, J.-D. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0912838107 · Cited by 274 · see citing works
Medial frontal cortex: From self-generated action to reflection on one's own performance
Passingham, R. E., Bengtsson, S. L., & Lau, H. C. (2010) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2009.11.001 · Cited by 252 · see citing works
Owen, A. M. (1997) · Progress in Neurobiology · doi:10.1016/s0301-0082(97)00042-7 · Cited by 251 · see citing works
Coding of Reward Risk by Orbitofrontal Neurons Is Mostly Distinct from Coding of Reward Value
O’Neill, M. J., & Schultz, W. (2010) · Neuron · doi:10.1016/j.neuron.2010.09.031 · Cited by 249 · see citing works
Kondo, H., Saleem, K. S., & Price, J. L. (2005) · Journal of Comparative Neurology · doi:10.1002/cne.20796 · Cited by 236 · see citing works
Localization of Dysfunction in Major Depressive Disorder: Prefrontal Cortex and Amygdala
Murray, E. A., Wise, S. P., & Drevets, W. C. (2011) · Biological Psychiatry · doi:10.1016/j.biopsych.2010.09.041 · Cited by 208 · see citing works
Kennerley, S. W., & Wallis, J. D. (2009) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2009.06743.x · Cited by 204 · see citing works
Self-citationBellebaum, C., Polezzi, D., & Daum, I. (2010) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2010.07.023 · Cited by 202 · see citing works
The Anterior Cingulate and Reward-Guided Selection of Actions
Hadland, K. A., Rushworth, M. F. S., Gaffan, D., & Passingham, R. E. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00634.2002 · Cited by 201 · see citing works
Computational Models of Performance Monitoring and Cognitive Control
Alexander, W. H., & Brown, J. W. (2010) · Topics in Cognitive Science · doi:10.1111/j.1756-8765.2010.01085.x · Cited by 193 · see citing works
Heterogeneous reward signals in prefrontal cortex
Wallis, J. D., & Kennerley, S. W. (2010) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2010.02.009 · Cited by 186 · see citing works
Self-citationBaylis, L. L., & Gaffan, D. (1991) · Experimental Brain Research · doi:10.1007/bf00230535 · Cited by 166 · see citing works
Dum, R. P., & Strick, P. L. (1993) · Birkhäuser Boston eBooks · doi:10.1007/978-1-4899-6704-6_15 · Cited by 165 · see citing works
Fellows, L. K. (2006) · Brain · doi:10.1093/brain/awl017 · Cited by 164 · see citing works
Neuronal Activity in Macaque SEF and ACC During Performance of Tasks Involving Conflict
Nakamura, K., Roesch, M. R., & Olson, C. R. (2004) · Journal of Neurophysiology · doi:10.1152/jn.00305.2004 · Cited by 160 · see citing works
Neuronal Activity in Primate Orbitofrontal Cortex Reflects the Value of Time
Roesch, M. R., & Olson, C. R. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00373.2005 · Cited by 153 · see citing works
Dynamic Signals Related to Choices and Outcomes in the Dorsolateral Prefrontal Cortex
Seo, H., Barraclough, D. J., & Lee, D. (2007) · Cerebral Cortex · doi:10.1093/cercor/bhm064 · Cited by 143 · see citing works
Expectations, gains, and losses in the anterior cingulate cortex
Sallet, J., Quilodran, R., Rothé, M., Vezoli, J., Joseph, J., & Procyk, E. (2007) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/cabn.7.4.327 · Cited by 136 · see citing works
Functional Specialization of the Primate Frontal Cortex during Decision Making: Figure 1.
Lee, D., Rushworth, M. F. S., Walton, M. E., Watanabe, M., & Sakagami, M. (2007) · Journal of Neuroscience · doi:10.1523/jneurosci.1561-07.2007 · Cited by 121 · see citing works
Normative and Descriptive Models of Decision Making: Time Discounting and Risk Sensitivity
Kacelnik, A. (2007) · Novartis Foundation symposium · doi:10.1002/9780470515372.ch5 · Cited by 115 · see citing works
Influences of Rewarding and Aversive Outcomes on Activity in Macaque Lateral Prefrontal Cortex
Kobayashi, S., Nomoto, K., Watanabe, M., Hikosaka, O., Schultz, W., & Sakagami, M. (2006) · Neuron · doi:10.1016/j.neuron.2006.08.031 · Cited by 109 · see citing works
The Contribution of Orbitofrontal Cortex to Action Selection
Ostlund, S. B., & Balleine, B. (2007) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1401.033 · Cited by 102 · see citing works
Neuronal Activity Related to Anticipated Reward in Frontal Cortex
Roesch, M. R., & Olson, C. R. (2007) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1401.004 · Cited by 86 · see citing works
Neural representation of behavioral outcomes in the orbitofrontal cortex
Mainen, Z. F., & Kepecs, Á. (2009) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2009.03.010 · Cited by 76 · see citing works
Murray, E. A., & Wise, S. P. (2010) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2010.02.001 · Cited by 74 · see citing works
“This is Your Brain on Rhetoric”: Research Directions for Neurorhetorics
Jack, J., & Appelbaum, L. G. (2010) · Rhetoric Society Quarterly · doi:10.1080/02773945.2010.516303 · Cited by 62 · see citing works
Neural foundations of risk–return trade-off in investment decisions
Mohr, P. N. C., Biele, G., Krugel, L. K., Li, S., & Heekeren, H. R. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.10.060 · Cited by 59 · see citing works
Competition between learned reward and error outcome predictions in anterior cingulate cortex
Alexander, W. H., & Brown, J. W. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.11.065 · Cited by 50 · see citing works
Orbitofrontal Cortex Contributions to Food Selection and Decision Making
Zald, D. H. (2009) · Annals of Behavioral Medicine · doi:10.1007/s12160-009-9117-4 · Cited by 48 · see citing works
Activity of Primate Subgenual Cingulate Cortex Neurons Is Related to Sleep
Rolls, E. T., Inoue, K., & Browning, A. S. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00770.2002 · Cited by 42 · see citing works
Impaired error-likelihood prediction in medial prefrontal cortex in schizophrenia
Krawitz, A., Braver, T. S., Barch, D. M., & Brown, J. W. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.09.027 · Cited by 35 · see citing works
Ichihara‐Takeda, S., & Funahashi, S. (2007) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2008.20047 · Cited by 30 · see citing works
Premkumar, P., Parbhakar, V. A., Fannon, D. G., Lythgoe, D. J., Williams, S., Kuipers, E., & Kumari, V. (2010) · Psychiatry Research Neuroimaging · doi:10.1016/j.pscychresns.2010.02.008 · Cited by 29 · see citing works
Connectional networks within the orbital and medial prefrontal cortex of macaque monkeys
Carmichael, S. T., & Price, J. L. (1996) · Journal of Comparative Neurology · doi:10.1002/(sici)1096-9861(19960722)371:2
Flagged first, then by citations
1 of the 106 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- Stephens DW Krebs JR Foraging theory 1986 Princeton Princeton University Press
Cited by
Sorted by citations
The expected value of control: an integrative theory of anterior cingulate cortex function
Shenhav, A., Botvinick, M. M., & Cohen, J. D. (2013) · Neuron · doi:10.1016/j.neuron.2013.07.007 · Cited by 2,321 · see citing works
Bartra, O., McGuire, J. T., & Kable, J. W. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.02.063 · Cited by 1,927 · see citing works
Reconsidering anhedonia in depression: Lessons from translational neuroscience
Treadway, M. T., & Zald, D. H. (2011) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2010.06.006 · Cited by 1,579 · see citing works
An opportunity cost model of subjective effort and task performance
Kurzban, R., Duckworth, A., Kable, J. W., & Myers, J. (2013) · Behavioral and Brain Sciences · doi:10.1017/s0140525x12003196 · Cited by 1,381 · see citing works
Frontal cortex and reward-guided learning and decision-making
Rushworth, M. F. S., Noonan, M. P., Boorman, E. D., Walton, M. E., & Behrens, T. E. (2011) · Neuron · doi:10.1016/j.neuron.2011.05.014 · Cited by 1,111 · see citing works
Medial prefrontal cortex as an action-outcome predictor
Alexander, W. H., & Brown, J. W. (2011) · Nature Neuroscience · doi:10.1038/nn.2921 · Cited by 1,000 · see citing works
A hierarchy of intrinsic timescales across primate cortex
Murray, J. D., Bernacchia, A., Freedman, D. J., Romo, R., Wallis, J. D., Cai, X., Padoa-Schioppa, C., Pasternak, T., Seo, H., Lee, D., et al. (2014) · Nature Neuroscience · doi:10.1038/nn.3862 · Cited by 990 · see citing works
Self-citationValue, pleasure and choice in the ventral prefrontal cortex
Grabenhorst, F., & Rolls, E. T. (2011) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2010.12.004 · Cited by 766 · see citing works
Emotion and the prefrontal cortex: an integrative review
Dixon, M. L., Thiruchselvam, R., Todd, R., & Christoff, K. (2017) · Psychological Bulletin · doi:10.1037/bul0000096 · Cited by 745 · see citing works
Informatic parcellation of the network involved in the computation of subjective value
Clithero, J. A., & Rangel, A. (2014) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nst106 · Cited by 706 · see citing works
Cognitive effort: A neuroeconomic approach
Westbrook, A., & Braver, T. S. (2015) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-015-0334-y · Cited by 631 · 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
Emotion, Cognition, and Mental State Representation in Amygdala and Prefrontal Cortex
Salzman, C. D., & Fusi, S. (2010) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.051508.135256 · Cited by 599 · see citing works
Nassar, M. R., Wilson, R. C., Heasly, B. S., & Gold, J. I. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.0822-10.2010 · Cited by 564 · see citing works
Effort-Based Cost–Benefit Valuation and the Human Brain
Croxson, P. L., Walton, M. E., O'Reilly, J. X., Behrens, T. E. J., & Rushworth, M. F. S. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.4515-08.2009 · Cited by 560 · see citing works
The Anterior Cingulate Gyrus and Social Cognition: Tracking the Motivation of Others
Apps, M. A. J., Rushworth, M. F. S., & Chang, S. W. C. (2016) · Neuron · doi:10.1016/j.neuron.2016.04.018 · Cited by 559 · see citing works
“We propose that the computational properties of the ACCg support a contribution to social cognition by estimating howmotivated other individuals are and dynamically updating those estimates when further evidence suggests they have been erroneous.”
Hare, T. A., Malmaud, J., & Rangel, A. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.6383-10.2011 · Cited by 556 · see citing works
Walsh, M. M., & Anderson, J. R. (2012) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2012.05.008 · Cited by 541 · see citing works
Neural computations associated with goal-directed choice
Rangel, A., & Hare, T. (2010) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2010.03.001 · Cited by 532 · see citing works
What the orbitofrontal cortex does not do
Stalnaker, T. A., Cooch, N. K., & Schoenbaum, G. (2015) · Nature Neuroscience · doi:10.1038/nn.3982 · Cited by 531 · see citing works
Neuronal basis of sequential foraging decisions in a patchy environment
Hayden, B. Y., Pearson, J. M., & Platt, M. L. (2011) · Nature Neuroscience · doi:10.1038/nn.2856 · Cited by 513 · see citing works
Separate Valuation Subsystems for Delay and Effort Decision Costs
Prévost, C., Pessiglione, M., Météreau, E., Cléry-Melin, M.-L., & Dreher, J.-C. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.2752-10.2010 · Cited by 499 · see citing works
Posterior cingulate cortex: adapting behavior to a changing world
Pearson, J. M., Heilbronner, S. R., Barack, D. L., Hayden, B. Y., & Platt, M. L. (2011) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2011.02.002 · Cited by 482 · see citing works
Dorsal Anterior Cingulate Cortex: A Bottom-Up View
Heilbronner, S. R., & Hayden, B. Y. (2016) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-070815-013952 · Cited by 469 · see citing works
Double dissociation of value computations in orbitofrontal and anterior cingulate neurons
Kennerley, S. W., Behrens, T. E. J., & Wallis, J. D. (2011) · Nature Neuroscience · doi:10.1038/nn.2961 · Cited by 452 · see citing works
Self-citationMechanisms underlying cortical activity during value-guided choice
Hunt, L. T., Kolling, N., Soltani, A., Woolrich, M. W., Rushworth, M. F. S., & Behrens, T. E. J. (2012) · Nature Neuroscience · doi:10.1038/nn.3017 · Cited by 454 · see citing works
Value, search, persistence and model updating in anterior cingulate cortex
Kolling, N., Wittmann, M. K., Behrens, T. E. J., Boorman, E. D., Mars, R. B., & Rushworth, M. F. S. (2016) · Nature Neuroscience · doi:10.1038/nn.4382 · Cited by 439 · see citing works
Neurocomputational mechanisms underlying subjective valuation of effort costs
Chong, T. T.-J., Apps, M., Giehl, K., Sillence, A., Grima, L. L., & Husain, M. (2017) · PLOS Biology · doi:10.1371/journal.pbio.1002598 · Cited by 415 · see citing works
Rudebeck, P. H., & Murray, E. A. (2014) · Neuron · doi:10.1016/j.neuron.2014.10.049 · Cited by 405 · see citing works
The anatomy of apathy: a neurocognitive framework for amotivated behaviour
Le Heron, C., Apps., M. A. J., & Husain, M. (2018) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2017.07.003 · Cited by 380 · 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
Transformation of stimulus value signals into motor commands during simple choice
Hare, T. A., Schultz, W., Camerer, C. F., O’Doherty, J. P., & Rangel, A. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1109322108 · Cited by 368 · see citing works
Distinct Roles of Rodent Orbitofrontal and Medial Prefrontal Cortex in Decision Making
Sul, J. H., Kim, H., Huh, N., Lee, D., & Jung, M. W. (2010) · Neuron · doi:10.1016/j.neuron.2010.03.033 · Cited by 372 · see citing works
Cross-species studies of orbitofrontal cortex and value-based decision-making
Wallis, J. D. (2011) · Nature Neuroscience · doi:10.1038/nn.2956 · Cited by 356 · see citing works
Self-citationSocial and monetary reward learning engage overlapping neural substrates
Lin, A., Adolphs, R., & Rangel, A. (2012) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsr006 · Cited by 351 · see citing works
Frontal cortex subregions play distinct roles in choices between actions and stimuli
Rudebeck, P. H., Behrens, T. E., Kennerley, S. W., Baxter, M. G., Buckley, M. J., Walton, M. E., & Rushworth, M. F. S. (2008) · The Journal of Neuroscience · doi:10.1523/jneurosci.3541-08.2008 · Cited by 350 · see citing works
Self-citationSeparate value comparison and learning mechanisms in macaque medial and lateral orbitofrontal cortex
Noonan, M. P., Walton, M. E., Behrens, T. E. J., Sallet, J., Buckley, M. J., & Rushworth, M. F. S. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1012246107 · Cited by 340 · see citing works
Dopamine Does Double Duty in Motivating Cognitive Effort
Westbrook, A., & Braver, T. S. (2016) · Neuron · doi:10.1016/j.neuron.2015.12.029 · Cited by 313 · see citing works
Orbitofrontal Cortex: A Neural Circuit for Economic Decisions
Padoa‐Schioppa, C., & Conen, K. E. (2017) · Neuron · doi:10.1016/j.neuron.2017.09.031 · Cited by 296 · see citing works
Blanchard, T. C., Hayden, B. Y., & Bromberg-Martin, E. S. (2015) · Neuron · doi:10.1016/j.neuron.2014.12.050 · Cited by 301 · see citing works
Taste, olfactory, and food reward value processing in the brain
Rolls, E. T. (2015) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2015.03.002 · Cited by 287 · see citing works
Range-adapting representation of economic value in the orbitofrontal cortex
Padoa-Schioppa, C. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.3751-09.2009 · Cited by 276 · see citing works
The neural code of reward anticipation in human orbitofrontal cortex
Kahnt, T., Heinzle, J., Park, S. Q., & Haynes, J.-D. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0912838107 · Cited by 274 · see citing works
Localized microstimulation of primate pregenual cingulate cortex induces negative decision-making
Amemori, K.-I., & Graybiel, A. M. (2012) · Nature Neuroscience · doi:10.1038/nn.3088 · Cited by 262 · see citing works
Coding of Reward Risk by Orbitofrontal Neurons Is Mostly Distinct from Coding of Reward Value
O’Neill, M. J., & Schultz, W. (2010) · Neuron · doi:10.1016/j.neuron.2010.09.031 · Cited by 249 · see citing works
Medial frontal cortex: From self-generated action to reflection on one's own performance
Passingham, R. E., Bengtsson, S. L., & Lau, H. C. (2010) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2009.11.001 · Cited by 252 · see citing works
Using Neural Data to Test a Theory of Investor Behavior: An Application to Realization Utility
Frydman, C., Barberis, N. C., Camerer, C. F., Bossaerts, P. L., & Rangel, A. (2013) · The Journal of Finance · doi:10.1111/jofi.12126 · Cited by 250 · see citing works
Klein-Flügge, M. C., Kennerley, S. W., Friston, K. J., & Bestmann, S. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.0292-16.2016 · Cited by 247 · see citing works
Self-citationMedial and orbital frontal cortex in decision-making and flexible behavior
Klein-Flügge, M. C., Bongioanni, A., & Rushworth, M. F. S. (2022) · Neuron · doi:10.1016/j.neuron.2022.05.022 · Cited by 244 · see citing works
Neural correlates of the volitional regulation of the desire for food
Hollmann, M., Hellrung, L., Pleger, B., Schlögl, H., Kabisch, S., Stümvoll, M., Villringer, A., & Horstmann, A. (2011) · International Journal of Obesity · doi:10.1038/ijo.2011.125 · Cited by 239 · see citing works
Neurons in anterior cingulate cortex multiplex information about reward and action
Hayden, B. Y., & Platt, M. L. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.4874-09.2010 · Cited by 236 · see citing works
Womelsdorf, T., Johnston, K., Vinck, M. A., & Everling, S. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0906194107 · Cited by 230 · see citing works
Fictive Reward Signals in the Anterior Cingulate Cortex
Hayden, B. Y., Pearson, J. M., & Platt, M. L. (2009) · Science · doi:10.1126/science.1168488 · Cited by 235 · see citing works
Why 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
Does the orbitofrontal cortex signal value?
Schoenbaum, G., Takahashi, Y., Liu, T., & McDannald, M. A. (2011) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.2011.06210.x · Cited by 232 · see citing works
Chase, H. W., Kumar, P., Eickhoff, S. B., & Dombrovski, A. Y. (2015) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-015-0338-7 · Cited by 225 · see citing works
Müller, T., & Apps, M. A. J. (2018) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2018.04.030 · Cited by 239 · see citing works
Choosing to make an effort: The role of striatum in signaling physical effort of a chosen action
Kurniawan, I. T., Seymour, B., Talmi, D., Yoshida, W., Chater, N., & Dolan, R. J. (2010) · Journal of Neurophysiology · doi:10.1152/jn.00027.2010 · Cited by 225 · see citing works
Triple dissociation of attention and decision computations across prefrontal cortex
Hunt, L. T., Malalasekera, W. M. N., de Berker, A. O., Miranda, B., Farmer, S. F., Behrens, T. E. J., & Kennerley, S. W. (2018) · Nature Neuroscience · doi:10.1038/s41593-018-0239-5 · Cited by 222 · see citing works
Self-citationRole of rodent secondary motor cortex in value-based action selection
Sul, J. H., Jo, S., Lee, D., & Jung, M. W. (2011) · Nature Neuroscience · doi:10.1038/nn.2881 · Cited by 221 · see citing works
Kennerley, S. W., & Wallis, J. D. (2009) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2009.06743.x · Cited by 204 · see citing works
Self-citationLocalization of Dysfunction in Major Depressive Disorder: Prefrontal Cortex and Amygdala
Murray, E. A., Wise, S. P., & Drevets, W. C. (2011) · Biological Psychiatry · doi:10.1016/j.biopsych.2010.09.041 · Cited by 208 · see citing works
Neuronal Encoding of Subjective Value in Dorsal and Ventral Anterior Cingulate Cortex
Cai, X., & Padoa‐Schioppa, C. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.3864-11.2012 · Cited by 205 · see citing works
Frontal pole cortex: encoding ends at the end of the endbrain
Tsujimoto, S., Genovesio, A., & Wise, S. P. (2011) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2011.02.001 · Cited by 207 · see citing works
The convergence of information about rewarding and aversive stimuli in single neurons
Morrison, S. E., & Salzman, C. D. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.1815-09.2009 · Cited by 206 · see citing works
Bellebaum, C., Polezzi, D., & Daum, I. (2010) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2010.07.023 · Cited by 202 · see citing works
Overlapping neural systems represent cognitive effort and reward anticipation
Vassena, E., Silvetti, M., Boehler, C. N., Achten, E., Fias, W., & Verguts, T. (2014) · PLoS ONE · doi:10.1371/journal.pone.0091008 · Cited by 200 · see citing works
Computational Models of Performance Monitoring and Cognitive Control
Alexander, W. H., & Brown, J. W. (2010) · Topics in Cognitive Science · doi:10.1111/j.1756-8765.2010.01085.x · Cited by 193 · see citing works
Surprise! Neural correlates of Pearce–Hall and Rescorla–Wagner coexist within the brain
Roesch, M. R., Esber, G. R., Li, J., Daw, N. D., & Schoenbaum, G. M. (2012) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2011.07986.x · Cited by 186 · see citing works
Decision Making: The Neuroethological Turn
Pearson, J. M., Watson, K. K., & Platt, M. L. (2014) · Neuron · doi:10.1016/j.neuron.2014.04.037 · Cited by 184 · see citing works
Heterogeneous reward signals in prefrontal cortex
Wallis, J. D., & Kennerley, S. W. (2010) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2010.02.009 · Cited by 186 · see citing works
Self-citationThe influence of predicted arm biomechanics on decision making
Cos, I., Bélanger, N., & Cisek, P. (2011) · Journal of Neurophysiology · doi:10.1152/jn.00975.2010 · Cited by 170 · see citing works
Effort and Valuation in the Brain: The Effects of Anticipation and Execution
Kurniawan, I. T., Guitart‐Masip, M., Dayan, P., & Dolan, R. J. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.4777-12.2013 · Cited by 171 · see citing works
Effects of Amygdala Lesions on Reward-Value Coding in Orbital and Medial Prefrontal Cortex
Rudebeck, P. H., Mitz, A. R., Chacko, R. V., & Murray, E. A. (2013) · Neuron · doi:10.1016/j.neuron.2013.09.036 · Cited by 178 · see citing works
Kennerley, S. W., & Walton, M. E. (2011) · Behavioral Neuroscience · doi:10.1037/a0023575 · Cited by 179 · see citing works
Self-citationDecision Making: From Neuroscience to Psychiatry
Lee, D. (2013) · Neuron · doi:10.1016/j.neuron.2013.04.008 · Cited by 169 · see citing works
Summerfield, C., & Tsetsos, K. (2012) · Frontiers in Neuroscience · doi:10.3389/fnins.2012.00070 · Cited by 167 · see citing works
Neuronal Origins of Choice Variability in Economic Decisions
Padoa‐Schioppa, C. (2013) · Neuron · doi:10.1016/j.neuron.2013.09.013 · Cited by 157 · see citing works
Klein-Flügge, M. C., Kennerley, S. W., Saraiva, A. C., Penny, W. D., & Bestmann, S. (2015) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1004116 · Cited by 163 · see citing works
Self-citationDecoding different roles for vmPFC and dlPFC in multi-attribute decision making
Kahnt, T., Heinzle, J., Park, S. Q., & Haynes, J. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.05.058 · Cited by 156 · see citing works
Wang, S., Leri, F., & Rizvi, S. J. (2021) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2021.110289 · Cited by 164 · see citing works
Subdivisions and connectional networks of the lateral prefrontal cortex in the macaque monkey
Saleem, K. S., Miller, B. D., & Price, J. L. (2013) · The Journal of Comparative Neurology · doi:10.1002/cne.23498 · Cited by 160 · see citing works
Padoa‐Schioppa, C., & Cai, X. (2011) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.2011.06262.x · Cited by 157 · see citing works
The lateral prefrontal cortex and complex value-based learning and decision making
Dixon, M. L., & Kalina Christoff, A. (2014) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2014.04.011 · Cited by 154 · see citing works
Reconciling persistent and dynamic hypotheses of working memory coding in prefrontal cortex
Cavanagh, S. E., Towers, J. P., Wallis, J. D., Hunt, L. T., & Kennerley, S. W. (2018) · Nature Communications · doi:10.1038/s41467-018-05873-3 · Cited by 162 · see citing works
Self-citationHillman, K. L., & Bilkey, D. K. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.1273-10.2010 · Cited by 148 · see citing works
Attention for Learning Signals in Anterior Cingulate Cortex
Bryden, D. W., Johnson, E. E., Tobia, S. C., Kashtelyan, V., & Roesch, M. R. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.4715-11.2011 · Cited by 148 · see citing works
The Subjective Value of Cognitive Effort is Encoded by a Domain-General Valuation Network
Westbrook, A., Lamichhane, B., & Braver, T. S. (2019) · Journal of Neuroscience · doi:10.1523/jneurosci.3071-18.2019 · Cited by 144 · see citing works
Distinct Roles of Three Frontal Cortical Areas in Reward-Guided Behavior
Noonan, M. P., Mars, R. B., & Rushworth, M. F. S. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.6456-10.2011 · Cited by 145 · see citing works
Values encoded in orbitofrontal cortex are causally related to economic choices
Ballesta, S., Shi, W., Conen, K. E., & Padoa‐Schioppa, C. (2020) · Nature · doi:10.1038/s41586-020-2880-x · Cited by 141 · see citing works
Silvetti, M., Seurinck, R., & Verguts, T. (2011) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2011.00075 · Cited by 144 · see citing works
Cai, X., & Padoa‐Schioppa, C. (2014) · Neuron · doi:10.1016/j.neuron.2014.01.008 · Cited by 132 · see citing works
A comparative fMRI meta-analysis of altruistic and strategic decisions to give
Cutler, J., & Campbell-Meiklejohn, D. K. (2018) · NeuroImage · doi:10.1016/j.neuroimage.2018.09.009 · Cited by 142 · see citing works
Taking stock of value in the orbitofrontal cortex
Knudsen, E. B., & Wallis, J. D. (2022) · Nature reviews. Neuroscience · doi:10.1038/s41583-022-00589-2 · Cited by 137 · see citing works
Self-citationSingle-Neuron Mechanisms Underlying Cost-Benefit Analysis in Frontal Cortex
Hosokawa, T., Kennerley, S. W., Sloan, J., & Wallis, J. D. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.2221-13.2013 · Cited by 128 · see citing works
Self-citationWalton, M. E., Groves, J., Jennings, K. A., Croxson, P. L., Sharp, T., Rushworth, M. F. S., & Bannerman, D. M. (2009) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2009.06726.x · Cited by 129 · see citing works
The why, what, where, when and how of goal-directed choice: neuronal and computational principles
Verschure, P. F. M. J., Pennartz, C. M. A., & Pezzulo, G. (2014) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2013.0483 · Cited by 131 · see citing works
“Importantly, orbito-frontal and medial prefrontal-anterior cingulate neurons are sensitive to the motivational value of cues [100–104] and actions associated with goal pursuit [105,106].”
BackgroundA neural network for information seeking
White, J. K., Bromberg-Martin, E. S., Heilbronner, S. R., Zhang, K., Pai, J., Haber, S. N., & Monosov, I. E. (2019) · Nature Communications · doi:10.1038/s41467-019-13135-z · Cited by 129 · see citing works
Lateral orbitofrontal cortex anticipates choices and integrates prior with current information
Nogueira, R., Abolafia, J. M., Drugowitsch, J., Balaguer‐Ballester, E., Sanchez-Vives, M. V., & Moreno‐Bote, R. (2017) · Nature Communications · doi:10.1038/ncomms14823 · Cited by 124 · see citing works
Neural Basis of Motivational and Cognitive Control
Mars, R., Sallet, J., Mfs., R., & Yeung, N. (2011) · The MIT Press eBooks · doi:10.7551/mitpress/9780262016438.001.0001 · Cited by 128 · see citing works
- Authors
- Kennerley, S. W., Dahmubed, A. F., Lara, A. H., & Wallis, J. D.
- Affiliations
- University of California, Berkeley (US)
- ORCID
- Kennerley, Steven W.
- Venue
- Journal of Cognitive Neuroscience
- Publisher
- MIT Press - Journals
- Published
- 2009-06-01
- Volume
- 21
- Issue
- 6
- Pages
- 1162-1178
- ISSN
- 0898-929X (ISSN-L)
- 1530-8898
- PMC
- PMC2715848
- OpenAlex
- W2048142524
- Cited by
- 453
- References
- 106
- Citations by year
- 2026: 10 · 2025: 20 · 2024: 25 · 2023: 27 · 2022: 26 · 2021: 26 · 2020: 24 · 2019: 20 · 2018: 28 · 2017: 26 · 2016: 28 · 2015: 21 · 2014: 24 · 2013: 28 · 2012: 22
- FWCI
- 16.71
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Cognitive Neuroscience (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Funders
- National Institutes of Health (5f32mh081521-02)
- National Institute of Mental Health (F32MH-081521)
- National Institute on Drug Abuse (R01-DA19028, R01DA019028)
- National Institute of Neurological Disorders and Stroke (P01NS040813)
- 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 › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Keywords
- decision-making, frontal cortex, anterior cingulate cortex, orbitofrontal cortex, lateral prefrontal cortex, single-unit recording, payoffs, success probability, cost, value encoding, optimal choice
- MeSH terms
- Action Potentials, Analysis of Variance, Animals, Brain Mapping, Decision Making, Eye Movements, Frontal Lobe, Functional Laterality, Macaca mulatta, Male, Neural Pathways, Neurons, Neuropsychological Tests, Photic Stimulation, Probability, Reaction Time, Reward, Time Factors
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