Dissociating the Predictive and Incentive Motivational Properties of Reward-Related Cues Through the Study of Individual Differences
Open accessAbstract
Background If presentation of a stimulus (conditional stimulus, CS) reliably predicts delivery of a reward, the CS will come to evoke a conditional response (CR) through Pavlovian learning, and the CS may also acquire incentive motivational properties. Thus, CSs can have both predictive and incentive properties. We ask here whether it is possible to dissociate the predictive versus incentive properties of a CS in rats by considering individual differences in the nature of the CR.Methods We used Pavlovian procedures to study the ability of a localizable CS (an illuminated lever) to acquire two properties of an incentive stimulus-the ability to attract and the ability to act as a conditional reinforcer.Results For some rats, the CS evoked a "sign-tracking" CR, consisting of approach toward and engagement with the CS itself. For other rats, the CS instead produced a "goal-tracking" CR: approach was directed away from the CS toward the site of food delivery. For sign-trackers (but not goal-trackers) the CS also acted as an effective conditional reinforcer.Conclusions The predictive and incentive properties of a CS can be dissociated by considering individual differences in the CR. In a given animal, a cue that is predictive of reward, supporting Pavlovian learning, may or may not be attributed with incentive salience. This procedure may provide a powerful means to test hypotheses regarding the role of neural systems in learning versus incentive motivational functions and to study individual variation in the extent to which reward-associated stimuli act as incentive stimuli.
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?
These results are consistent with incentive salience theory and highlight a dissociation between the predictive value of a cue, driven by cue learning, and the attribution of cue 'wanting'.
“These results are consistent with the incentive salience theory, however, and highlight the dissociation that can occur between the predictive value of a cue, driven by cue learning (cue-reward association), and the attribution of cue ‘wanting’ (T. E. Robinson & Flagel, 2009; Zhang, Berridge, Tindell, Smith, & Aldridge, 2009).”
From Cued for Risk: Evidence for an Incentive Sensitization Framework to Explain the Interplay between Stress and Anxiety, Substance Abuse, and Reward Uncertainty in Disordered Gambling Behavior (2019) · cites this paper as T. E. Robinson & Flagel, 2009
These two approach strategies are thought to differ in the amount of incentive salience assigned to the CS.
“These two approach strategies are thought to differ in the amount of incentive salience assigned to the CS.40, 56”
From Behavioral flexibility in a mouse model for obsessive‐compulsive disorder: Impaired Pavlovian reversal learning in SAPAP3 mutants (2019) · cites this paper as [40]
Dopamine firing to reward cues can reflect the incentive salience of the cue and can in some cases reflect the treatment of the cue as a reward in itself.
“Other influential accounts of dopamine function also highlight that dopamine firing to reward cues can reflect the incentive salience of the cue 20 and can in some cases reflect the treatment of the cue as a reward in itself 21.”
From The social brain and reward: Social information processing in the human striatum (2014) · cites this paper as [21]
In rats selectively-bred for differences in locomotor responses to a novel environment, high responders to novelty (bHR) consistently learn a sign-tracking CR but low responders to novelty (bLR) consistently learn a goal-tracking CR.
“In rats selectively-bred for differences in locomotor responses to a novel environment14, high responders to novelty (bHR) consistently learn a sign-tracking CR but low responders to novelty (bLR) consistently learn a goal-tracking CR15.”
From A selective role for dopamine in stimulus-reward learning (2011) · cites this paper as [14]
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 neural basis of drug craving: An incentive-sensitization theory of addiction
Robinson, T. (1993) · Brain Research Reviews · doi:10.1016/0165-0173(93)90013-p · Cited by 7,346 · see citing works
Self-citationPredictive reward signal of dopamine neurons
Schultz, W. (1998) · Journal of Neurophysiology · doi:10.1152/jn.1998.80.1.1 · Cited by 4,564 · see citing works
What is the role of dopamine in reward: hedonic impact, reward learning, or incentive salience?
Berridge, K. C., & Robinson, T. E. (1998) · Brain Research Reviews · doi:10.1016/s0165-0173(98)00019-8 · Cited by 4,127 · see citing works
Self-citationThe debate over dopamine’s role in reward: the case for incentive salience
Berridge, K. C. (2007) · Psychopharmacology · doi:10.1007/s00213-006-0578-x · Cited by 2,347 · see citing works
Emotion and motivation: the role of the amygdala, ventral striatum, and prefrontal cortex
Cardinal, R. N., Parkinson, J. A., Hall, J., & Everitt, B. J. (2002) · Neuroscience & Biobehavioral Reviews · doi:10.1016/s0149-7634(02)00007-6 · Cited by 2,129 · see citing works
Pavlovian conditioning: it's not what you think it is
Rescorla, R. A. (1988) · American Psychologist · doi:10.1037/0003-066x.43.3.151 · Cited by 1,542 · see citing works
Stewart, J., de Wit, H., & Eikelboom, R. (1984) · Psychological Review · doi:10.1037//0033-295x.91.2.251 · Cited by 1,064 · see citing works
Stewart, J., de Wit, H., & Eikelboom, R. (1984) · Psychological Review · doi:10.1037/0033-295x.91.2.251 · Cited by 1,062 · see citing works
Reinforcement, expectancy, and learning.
Bolles, R. C. (1972) · Psychological Review · doi:10.1037/h0033120 · Cited by 1,059 · see citing works
Sign-tracking : the stimulus-reinforcer relation and directed action
Hearst, E. S., & Jenkins, H. M. (1974) · Medical Entomology and Zoology · Cited by 812 · see citing works
How adaptive behavior is produced: a perceptual-motivational alternative to response reinforcements
Bindra, D. (1978) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00059380 · Cited by 732 · see citing works
Flagel, S. B., Akil, H., & Robinson, T. E. (2009) · Neuropharmacology · doi:10.1016/j.neuropharm.2008.06.027 · Cited by 561 · see citing works
Self-citationOperant-Pavlovian Interactions
Davis, H., & Hurwitz, H. M. B. (2021) · Routledge eBooks · doi:10.4324/9781003150404 · Cited by 509 · see citing works
The Psychology of Learning and Motivation
(2009) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/c2009-0-01769-3 · Cited by 341 · see citing works
Reward learning: reinforcement, incentives, and expectations
Berridge, K. C. (2000) · Psychology of Learning and Motivation · doi:10.1016/s0079-7421(00)80022-5 · Cited by 318 · see citing works
Flagel, S. B., Watson, S. J., Robinson, T. E., & Akil, H. (2006) · Psychopharmacology · doi:10.1007/s00213-006-0535-8 · Cited by 290 · see citing works
Self-citationFlagel, S. B., Watson, S. J., Akil, H., & Robinson, T. E. (2007) · Behavioural Brain Research · doi:10.1016/j.bbr.2007.07.022 · Cited by 237 · see citing works
Self-citationTomie, A., Aguado, A., Pohorecky, L. A., & Benjamin, D. (2000) · Pharmacology Biochemistry and Behavior · doi:10.1016/s0091-3057(99)00241-5 · Cited by 78 · see citing works
Lajoie, J., & Bindra, D. (1976) · Canadian Journal of Psychology/Revue Canadienne de Psychologie · doi:10.1037/h0082057 · Cited by 37 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Dissecting components of reward: ‘liking’, ‘wanting’, and learning
Berridge, K. C., Robinson, T. E., & Aldridge, J. W. (2009) · Current Opinion in Pharmacology · doi:10.1016/j.coph.2008.12.014 · Cited by 1,942 · see citing works
Self-citationA selective role for dopamine in stimulus-reward learning
Flagel, S. B., Clark, J. J., Robinson, T. E., Mayo, L., Czuj, A., Willuhn, I., Akers, C. A., Clinton, S. M., Phillips, P. E. M., & Akil, H. (2011) · Nature · doi:10.1038/nature09588 · Cited by 1,026 · see citing works
Self-citationThe Nucleus Accumbens: An Interface Between Cognition, Emotion, and Action
Floresco, S. B. (2015) · Annual Review of Psychology · doi:10.1146/annurev-psych-010213-115159 · Cited by 938 · see citing works
Scofield, M. D., Heinsbroek, J. A., Gipson, C. D., Kupchik, Y. M., Spencer, S., Smith, A. C. W., Roberts-Wolfe, D., & Kalivas, P. W. (2016) · Pharmacological Reviews · doi:10.1124/pr.116.012484 · Cited by 598 · see citing works
Anticipatory pleasure predicts motivation for reward in major depression.
Sherdell, L., Waugh, C. E., & Gotlib, I. H. (2011) · Journal of Abnormal Psychology · doi:10.1037/a0024945 · Cited by 369 · see citing works
“Liking” and “wanting” in eating and food reward: Brain mechanisms and clinical implications
Morales, I., & Berridge, K. C. (2020) · Physiology & Behavior · doi:10.1016/j.physbeh.2020.113152 · Cited by 346 · see citing works
Flagel, S. B., Robinson, T. E., Clark, J. J., Clinton, S. M., Watson, S. J., Seeman, P., Phillips, P. E. M., & Akil, H. (2010) · Neuropsychopharmacology · doi:10.1038/npp.2009.142 · Cited by 339 · see citing works
Self-citationQuantifying Individual Variation in the Propensity to Attribute Incentive Salience to Reward Cues
Meyer, P., Lovic, V., Saunders, B. T., Yager, L. M., Flagel, S. B., Morrow, J. D., & Robinson, T. E. (2012) · PLoS ONE · doi:10.1371/journal.pone.0038987 · Cited by 296 · see citing works
Self-citationA Neural Computational Model of Incentive Salience
Zhang, J., Berridge, K. C., Tindell, A. J., Smith, K. S., & Aldridge, J. W. (2009) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000437 · Cited by 299 · see citing works
The role of dopamine in the accumbens core in the expression of Pavlovian‐conditioned responses
Saunders, B. T., & Robinson, T. E. (2012) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2012.08217.x · Cited by 293 · see citing works
Self-citationA Cocaine Cue Acts as an Incentive Stimulus in Some but not Others: Implications for Addiction
Saunders, B. T., & Robinson, T. E. (2010) · Biological Psychiatry · doi:10.1016/j.biopsych.2009.11.015 · Cited by 272 · see citing works
Self-citationDüzel, E., Bunzeck, N., Guitart-Masip, M., & Düzel, S. (2010) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2009.08.006 · Cited by 249 · see citing works
The social brain and reward: Social information processing in the human striatum
Bhanji, J. P., & Delgado, M. R. (2014) · WIREs Cognitive Science · doi:10.1002/wcs.1266 · Cited by 256 · see citing works
On the Motivational Properties of Reward Cues: Individual Differences
Robinson, T., Yager, L. M., Cogan, E. S., & Saunders, B. T. (2013) · Neuropharmacology · doi:10.1016/j.neuropharm.2013.05.040 · Cited by 249 · see citing works
Self-citationRats prone to attribute incentive salience to reward cues are also prone to impulsive action
Lovic, V., Saunders, B. T., Yager, L. M., & Robinson, T. E. (2011) · Behavioural Brain Research · doi:10.1016/j.bbr.2011.04.006 · Cited by 228 · see citing works
Self-citationIndividual Variation in the Motivational Properties of Cocaine
Saunders, B. T., & Robinson, T. E. (2011) · Neuropsychopharmacology · doi:10.1038/npp.2011.48 · Cited by 206 · see citing works
Self-citationFisher, M., Loewy, R. L., Carter, C., Lee, A., Ragland, J. D., Niendam, T. A., Schlosser, D., Pham, L., Miskovich, T. A., & Vinogradov, S. (2014) · Schizophrenia Bulletin · doi:10.1093/schbul/sbt232 · Cited by 203 · see citing works
Robinson, M. J. F., Burghardt, P. R., Patterson, C. M., Nobile, C. W., Akil, H., Watson, S. J., Berridge, K. C., & Ferrario, C. R. (2015) · Neuropsychopharmacology · doi:10.1038/npp.2015.71 · Cited by 185 · see citing works
Zeeb, F. D., Floresco, S., & Winstanley, C. A. (2010) · Psychopharmacology · doi:10.1007/s00213-010-1871-2 · Cited by 177 · see citing works
Reward uncertainty enhances incentive salience attribution as sign-tracking
Anselme, P., Robinson, M. J. F., & Berridge, K. C. (2013) · Behavioural Brain Research · doi:10.1016/j.bbr.2012.10.006 · Cited by 170 · see citing works
Understanding Addiction Using Animal Models
Kuhn, B. N., Kalivas, P. W., & Bobadilla, A. (2019) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2019.00262 · Cited by 171 · see citing works
Individual variation in resisting temptation: Implications for addiction
Saunders, B. T., & Robinson, T. E. (2013) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2013.02.008 · Cited by 165 · see citing works
Self-citationGarbusow, M., Schad, D. J., Sebold, M., Friedel, E., Bernhardt, N. R., Koch, S., Steinacher, B., Kathmann, N., Geurts, D. E. M., Sommer, C., et al. (2015) · Addiction Biology · doi:10.1111/adb.12243 · Cited by 166 · see citing works
Neurobiological basis of individual variation in stimulus-reward learning
Flagel, S. B., & Robinson, T. E. (2017) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2016.12.004 · Cited by 165 · see citing works
Self-citationFlagel, S. B., Cameron, C., Pickup, K. N., Watson, S. J., Akil, H., & Robinson, T. E. (2011) · Neuroscience · doi:10.1016/j.neuroscience.2011.09.004 · Cited by 153 · see citing works
Self-citationCholinergic Control over Attention in Rats Prone to Attribute Incentive Salience to Reward Cues
Paolone, G., Angelakos, C. C., Meyer, P., Robinson, T. E., & Sarter, M. F. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.0709-13.2013 · Cited by 142 · see citing works
Self-citationDiFeliceantonio, A. G., & Berridge, K. C. (2012) · Behavioural Brain Research · doi:10.1016/j.bbr.2012.02.032 · Cited by 141 · see citing works
Sign Tracking, but Not Goal Tracking, is Resistant to Outcome Devaluation
Morrison, S. E., Bamkole, M. A., & Nicola, S. M. (2015) · Frontiers in Neuroscience · doi:10.3389/fnins.2015.00468 · Cited by 137 · see citing works
Fitzpatrick, C. J., Gopalakrishnan, S., Cogan, E. S., Yager, L. M., Meyer, P., Lovic, V., Saunders, B. T., Parker, C. C., Gonzales, N. M., Aryee, E., et al. (2013) · PLoS ONE · doi:10.1371/journal.pone.0075042 · Cited by 133 · see citing works
Self-citationFlagel, S. B., Waselus, M., Clinton, S. M., Watson, S. J., & Akil, H. (2013) · Neuropharmacology · doi:10.1016/j.neuropharm.2013.04.033 · Cited by 126 · see citing works
Self-citationDoremus-Fitzwater, T. L., & Spear, L. P. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.08.015 · Cited by 125 · see citing works
Yager, L. M., & Robinson, T. E. (2013) · Psychopharmacology · doi:10.1007/s00213-012-2890-y · Cited by 123 · see citing works
Self-citationThe Incentive-Sensitization Theory of Addiction 30 Years On
Robinson, T. E., & Berridge, K. C. (2024) · Annual Review of Psychology · doi:10.1146/annurev-psych-011624-024031 · Cited by 137 · see citing works
Self-citationDynamic Computation of Incentive Salience: “Wanting” What Was Never “Liked”
Tindell, A. J., Smith, K. S., Berridge, K. C., & Aldridge, J. W. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.2499-09.2009 · Cited by 124 · see citing works
Robinson, M. J. F., Anselme, P., Fischer, A. M., & Berridge, K. C. (2014) · Behavioural Brain Research · doi:10.1016/j.bbr.2014.03.004 · Cited by 123 · see citing works
Pavlovian valuation systems in learning and decision making
Clark, J. J., Hollon, N. G., & Phillips, P. E. M. (2012) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2012.06.004 · Cited by 120 · see citing works
Novelty seeking, incentive salience and acquisition of cocaine self-administration in the rat
Beckmann, J. S., Marusich, J. A., Gipson, C. D., & Bardo, M. T. (2011) · Behavioural Brain Research · doi:10.1016/j.bbr.2010.07.022 · Cited by 119 · see citing works
Rats that sign-track are resistant to Pavlovian but not instrumental extinction
Ahrens, A. M., Singer, B. F., Fitzpatrick, C. J., Morrow, J. D., & Robinson, T. E. (2015) · Behavioural Brain Research · doi:10.1016/j.bbr.2015.07.055 · Cited by 112 · see citing works
Self-citationBurger, K. S., & Stice, E. M. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.05.066 · Cited by 109 · see citing works
Mapping sign-tracking and goal-tracking onto human behaviors
Colaizzi, J. M., Flagel, S. B., Joyner, M. A., Gearhardt, A. N., Stewart, J. L., & Paulus, M. P. (2020) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2020.01.018 · Cited by 113 · see citing works
Self-citationLinkovski, O., Weinbach, N., Edelman, S., Feldman, M. W., Lotem, A., & Kolodny, O. (2018) · Behavioral and Brain Sciences · doi:10.1017/s0140525x18000948 · Cited by 73 · see citing works
Individual Variation in the Motivational and Neurobiological Effects of an Opioid Cue
Yager, L. M., Pitchers, K. K., Flagel, S. B., & Robinson, T. E. (2014) · Neuropsychopharmacology · doi:10.1038/npp.2014.314 · Cited by 102 · see citing works
Self-citationIndividual differences in the influence of task-irrelevant Pavlovian cues on human behavior
Garofalo, S., & di Pellegrino, G. (2015) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2015.00163 · Cited by 103 · see citing works
Pitchers, K. K., Flagel, S. B., O'Donnell, E. G., Woods, L. C. S., Sarter, M. F., & Robinson, T. E. (2014) · Behavioural Brain Research · doi:10.1016/j.bbr.2014.10.036 · Cited by 95 · see citing works
Self-citationLesaint, F., Sigaud, O., Flagel, S. B., Robinson, T. E., & Khamassi, M. (2014) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1003466 · Cited by 95 · see citing works
Self-citationAlbertella, L., Pelley, M. E. L., Chamberlain, S. R., Westbrook, R. F., Fontenelle, L. F., Segrave, R. A., Lee, R., Pearson, D., & Yücel, M. (2019) · Psychology of Addictive Behaviors · doi:10.1037/adb0000484 · Cited by 94 · see citing works
Campus, P., Covelo, I. R., Kim, Y., Parsegian, A., Kuhn, B. N., Lopez, S. A., Neumaier, J. F., Ferguson, S. M., Solberg Woods, L. C., Sarter, M., et al. (2019) · eLife · doi:10.7554/elife.49041 · Cited by 92 · see citing works
Self-citationMeyer, P., Cogan, E. S., & Robinson, T. E. (2014) · PLoS ONE · doi:10.1371/journal.pone.0098163 · Cited by 93 · see citing works
Self-citationMeyer, P., Ma, S. T., & Robinson, T. E. (2011) · Psychopharmacology · doi:10.1007/s00213-011-2429-7 · Cited by 93 · see citing works
Self-citationThe role of learning-related dopamine signals in addiction vulnerability
Huys, Q. J. M., Tobler, P. N., Hasler, G., & Flagel, S. B. (2014) · Progress in brain research · doi:10.1016/b978-0-444-63425-2.00003-9 · Cited by 87 · see citing works
Self-citationFotros, A., Casey, K. F., Larcher, K., Verhaeghe, J. A., Cox, S. M., Gravel, P., Reader, A. J., Dagher, A., Benkelfat, C., & Leyton, M. (2013) · Neuropsychopharmacology · doi:10.1038/npp.2013.77 · Cited by 89 · see citing works
Rats are the smart choice: Rationale for a renewed focus on rats in behavioral genetics
Parker, C. C., Chen, H., Flagel, S. B., Geurts, A. M., Richards, J. B., Robinson, T. E., Woods, L. C. S., & Palmer, A. A. (2013) · Neuropharmacology · doi:10.1016/j.neuropharm.2013.05.047 · Cited by 87 · see citing works
Self-citationYager, L. M., & Robinson, T. E. (2010) · Behavioural Brain Research · doi:10.1016/j.bbr.2010.04.021 · Cited by 89 · see citing works
Self-citationLomanowska, A. M., Lovic, V., Rankine, M. J., Mooney, S. J., Robinson, T. E., & Kraemer, G. W. (2011) · Behavioural Brain Research · doi:10.1016/j.bbr.2011.01.033 · Cited by 87 · see citing works
Self-citationMorrow, J. D., Maren, S., & Robinson, T. E. (2011) · Behavioural Brain Research · doi:10.1016/j.bbr.2011.02.013 · Cited by 84 · see citing works
Self-citationThe neuroscience of cognitive-motivational styles: Sign- and goal-trackers as animal models.
Sarter, M. F., & Phillips, K. B. (2018) · Behavioral Neuroscience · doi:10.1037/bne0000226 · Cited by 83 · see citing works
Motivational control of sign-tracking behaviour: A theoretical framework
Anselme, P. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.03.014 · Cited by 82 · see citing works
Laricchiuta, D., & Petrosini, L. (2014) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2014.00238 · Cited by 80 · see citing works
Dissociating neural learning signals in human sign- and goal-trackers
Schad, D. J., Rapp, M. A., Garbusow, M., Nebe, S., Sebold, M., Obst, E., Sommer, C., Deserno, L., Rabovsky, M., Friedel, E., et al. (2019) · Nature Human Behaviour · doi:10.1038/s41562-019-0765-5 · Cited by 81 · see citing works
Incentive motivation: ‘wanting’ roles of central amygdala circuitry
Warlow, S. M., & Berridge, K. (2021) · Behavioural Brain Research · doi:10.1016/j.bbr.2021.113376 · Cited by 64 · see citing works
Roles of nucleus accumbens and basolateral amygdala in autoshaped lever pressing
Chang, S. E., Wheeler, D. S., & Holland, P. C. (2012) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2012.03.008 · Cited by 68 · see citing works
A Cocaine Context Renews Drug Seeking Preferentially in a Subset of Individuals
Saunders, B. T., O'Donnell, E. G., Aurbach, E. L., & Robinson, T. E. (2014) · Neuropsychopharmacology · doi:10.1038/npp.2014.131 · Cited by 74 · see citing works
Self-citationBarker, D., Simmons, S. J., & West, M. O. (2015) · Current Neuropharmacology · doi:10.2174/1570159x13999150318113642 · Cited by 73 · see citing works
Isolating the incentive salience of reward-associated stimuli: value, choice, and persistencePreprint
Beckmann, J. S., & Chow, J. J. (2015) · Learning & Memory · doi:10.1101/lm.037382.114 · Cited by 73 · see citing works
Haight, J. L., & Flagel, S. B. (2014) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2014.00079 · Cited by 71 · see citing works
Self-citationDiFeliceantonio, A. G., & Berridge, K. C. (2016) · European Journal of Neuroscience · doi:10.1111/ejn.13220 · Cited by 69 · see citing works
Hellberg, S. N., Levit, J. D., & Robinson, M. J. F. (2018) · Behavioural Brain Research · doi:10.1016/j.bbr.2017.09.036 · Cited by 70 · see citing works
Gileta, A. F., Fitzpatrick, C. J., Chitre, A. S., Pierre, C. L. S., Joyce, E. V., Maguire, R. J., McLeod, A. M., Gonzales, N. M., Williams, A. E., Morrow, J. D., et al. (2022) · PLoS Genetics · doi:10.1371/journal.pgen.1010234 · Cited by 75 · see citing works
Self-citationDopamine, motivation, and the evolutionary significance of gambling-like behaviour
Anselme, P. (2013) · Behavioural Brain Research · doi:10.1016/j.bbr.2013.07.039 · Cited by 69 · see citing works
Hellberg, S. N., Russell, T. I., & Robinson, M. J. F. (2019) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/s13415-018-00662-3 · Cited by 65 · see citing works
“…with the incentive salience theory, however, and highlight the dissociation that can occur between the predictive value of a cue, driven by cue learning (cue-reward association), and the attribution of cue Bwanting^ (T. E. Robinson & Flagel, 2009; Zhang, Berridge, Tindell, Smith, & Aldridge, 2009).”
Linking ADHD, Impulsivity, and Drug Abuse: A Neuropsychological Perspective
Urcelay, G. P., & Dalley, J. W. (2011) · Current topics in behavioral neurosciences · doi:10.1007/7854_2011_119 · Cited by 66 · see citing works
The Cambridge Handbook of Substance and Behavioral Addictions
Sussman, S. Y. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108632591 · Cited by 63 · see citing works
Suboptimal choice in rats: Incentive salience attribution promotes maladaptive decision-making
Chow, J. J., Smith, A. P., Wilson, A. G., Zentall, T. R., & Beckmann, J. S. (2016) · Behavioural Brain Research · doi:10.1016/j.bbr.2016.12.013 · Cited by 64 · see citing works
Sciascia, J. M., Reese, R. M., Janak, P. H., & Chaudhri, N. (2015) · Neuropsychopharmacology · doi:10.1038/npp.2015.130 · Cited by 63 · see citing works
Novak, M., Halbout, B., O’Connor, E. C., Parkitna, J. M. R., Su, T., Chai, M., Crombag, H. S., Bilbao, A., Spanagel, R., Stephens, D., et al. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.2550-10.2010 · Cited by 63 · see citing works
Versaggi, C. L., King, C. P., & Meyer, P. J. (2016) · Psychopharmacology · doi:10.1007/s00213-016-4341-7 · Cited by 60 · see citing works
Dopamine dependency for acquisition and performance of Pavlovian conditioned response
Darvas, M., Wunsch, A. M., Gibbs, J. T., & Palmiter, R. D. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1400332111 · Cited by 59 · see citing works
Individual variability in behavioral flexibility predicts sign-tracking tendency
Nasser, H. M., Chen, Y.-W., Fiscella, K. A., & Calu, D. J. (2015) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2015.00289 · Cited by 59 · see citing works
Iglesias, A. G., & Flagel, S. B. (2021) · Frontiers in Integrative Neuroscience · doi:10.3389/fnint.2021.706713 · Cited by 56 · see citing works
Self-citationReward-associated stimuli capture the eyes in spite of strategic attentional set
Hickey, C., & van Zoest, W. (2013) · Vision Research · doi:10.1016/j.visres.2013.09.008 · Cited by 58 · see citing works
Netzley, A. H., Horvath, A. P., Holl, K., Palmer, A. A., Woods, L. C. S., Robinson, T. E., & Flagel, S. B. (2019) · Scientific Reports · doi:10.1038/s41598-019-39519-1 · Cited by 58 · see citing works
Self-citationNeural Activity in the Ventral Pallidum Encodes Variation in the Incentive Value of a Reward Cue
Ahrens, A. M., Meyer, P., Ferguson, L. M., Robinson, T. E., & Aldridge, J. W. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.0736-16.2016 · Cited by 57 · see citing works
Self-citationAlbertella, L., Copeland, J., Pearson, D., Watson, P., Wiers, R. W. H. J., & Pelley, M. E. L. (2017) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2017.01.041 · Cited by 55 · see citing works
Fraser, K. M., & Janak, P. H. (2017) · European Journal of Neuroscience · doi:10.1111/ejn.13642 · Cited by 57 · see citing works
Alcohol-seeking and relapse: A focus on incentive salience and contextual conditioning.
Valyear, M. D., Villaruel, F. R., & Chaudhri, N. (2017) · Behavioural Processes · doi:10.1016/j.beproc.2017.04.019 · Cited by 56 · see citing works
van den Boom, B. J. G., Mooij, A. H., Misevičiūtė, I., Denys, D., & Willuhn, I. (2019) · Genes, Brain and Behavior · doi:10.1111/gbb.12557 · Cited by 55 · see citing works
Haight, J. L., Fraser, K. M., Akil, H., & Flagel, S. B. (2015) · European Journal of Neuroscience · doi:10.1111/ejn.13031 · Cited by 55 · see citing works
Self-citationHaight, J. L., Fuller, Z. L., Fraser, K. M., & Flagel, S. B. (2016) · Neuroscience · doi:10.1016/j.neuroscience.2016.10.043 · Cited by 54 · see citing works
Self-citationIncentive salience attribution under reward uncertainty: A Pavlovian model
Anselme, P. (2014) · Behavioural Processes · doi:10.1016/j.beproc.2014.10.016 · Cited by 52 · see citing works
Persistence of value-modulated attentional capture is associated with risky alcohol use
Albertella, L., Watson, P., Yücel, M., & Pelley, M. E. L. (2019) · Addictive Behaviors Reports · doi:10.1016/j.abrep.2019.100195 · Cited by 55 · see citing works
Palmatier, M. I., Marks, K. R., Jones, S. A., Freeman, K. S., Wissman, K. M., & Sheppard, A. B. (2012) · Psychopharmacology · doi:10.1007/s00213-012-2892-9 · Cited by 50 · see citing works
Reed, D. D., Naudé, G. P., Gelino, B. W., & Amlung, M. T. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108632591.011 · Cited by 48 · see citing works
Spoelder, M., Tsutsui, K. T., Lesscher, H. M. B., Vanderschuren, L. J. M. J., & Clark, J. J. (2015) · Neuropsychopharmacology · doi:10.1038/npp.2015.139 · Cited by 48 · see citing works
Sommer, C., Garbusow, M., Jünger, E., Pooseh, S., Bernhardt, N. R., Birkenstock, J., Schad, D. J., Jabs, B. E., Glöckler, T., Huys, Q. J. M., et al. (2017) · Translational Psychiatry · doi:10.1038/tp.2017.158 · Cited by 48 · see citing works
Albertella, L., Chamberlain, S. R., Pelley, M. E. L., Greenwood, L., Lee, R. S., Ouden, L. D., Segrave, R. A., Grant, J. E., & Yücel, M. (2019) · CNS Spectrums · doi:10.1017/s1092852919001330 · Cited by 49 · see citing works
Sign-tracking to an appetitive cue predicts incubation of conditioned fear in rats
Morrow, J. D., Saunders, B. T., Maren, S., & Robinson, T. E. (2014) · Behavioural Brain Research · doi:10.1016/j.bbr.2014.04.002 · Cited by 44 · see citing works
Self-citationThe Prevention and Treatment of Gambling Disorders: Some Art, Some Science
Derevensky, J. L. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108632591.024 · Cited by 45 · see citing works
Srey, C. S., Maddux, J.-M. N., & Chaudhri, N. (2015) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2015.00054 · Cited by 46 · see citing works
Sign-tracking is an expectancy-mediated behavior that relies on prediction error mechanismsPreprint
Derman, R. C., Schneider, K. N., Juarez, S., & Delamater, A. R. (2018) · Learning & Memory · doi:10.1101/lm.047365.118 · Cited by 46 · see citing works
Considering the Overlap and Nonoverlap of Compulsivity, Impulsivity, and Addiction
Blum, A. W., & Grant, J. E. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108632591.038 · Cited by 44 · see citing works
- Authors
- Robinson, T. E., & Flagel, S. B.
- Affiliations
- University of Michigan (US)
- Corresponding author
- Robinson, Terry E.
- Venue
- Biological Psychiatry
- Publisher
- Elsevier BV
- Published
- 2009-05
- Volume
- 65
- Issue
- 10
- Pages
- 869-873
- ISSN
- 0006-3223 (ISSN-L)
- PMC
- PMC2737368
- OpenAlex
- W2005718472
- Cited by
- 416
- References
- 19
- Citations by year
- 2026: 17 · 2025: 20 · 2024: 34 · 2023: 17 · 2022: 20 · 2021: 20 · 2020: 67 · 2019: 28 · 2018: 27 · 2017: 22 · 2016: 28 · 2015: 29 · 2014: 22 · 2013: 21 · 2012: 10
- FWCI
- 4.76
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Biological Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Drug Abuse (P01DA021633, R37DA004294, R37 DA04294)
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Keywords
- classical conditioning, incentive salience, sign-tracking, goal tracking, individual differences, approach behavior, incentive motivation, rats
- MeSH terms
- Animals, Conditioning, Classical, Cues, Individuality, Motivation, Reinforcement, Psychology, Reward, Rats
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