Probabilistic reversal learning impairments in schizophrenia: Further evidence of orbitofrontal dysfunction
Open accessAbstract
Impairments in feedback processing and reinforcement learning appear to be prominent aspects of schizophrenia (SZ), which may relate to symptoms of the disorder. Evidence from cognitive neuroscience investigations indicates that disparate brain systems may underlie different kinds of feedback-driven learning. The ability to rapidly shift response tendencies in the face of negative feedback, when reinforcement contingencies are reversed, is an important type of learning thought to depend on ventral prefrontal cortex (PFC). Schizophrenia has long been associated with dysfunction in dorsolateral areas of PFC, but evidence for ventral PFC impairment in more mixed. In order to assess whether SZ patients experience particular difficulty in carrying out a cognitive function commonly linked to ventral PFC function, we administered to 34 patients and 26 controls a modified version of an established probabilistic reversal learning task from the experimental literature [Cools, R., Clark, L., Owen, A.M., Robbins, T.W., 2002. Defining the neural mechanisms of probabilistic reversal learning using event-related functional magnetic resonance imaging. J. Neurosci. 22, 4563-4567]. Although SZ patients and controls performed similarly on the initial acquisition of probabilistic contingencies, patients showed substantial learning impairments when reinforcement contingencies were reversed, achieving significantly fewer reversals [chi(2)(6)=15.717, p=0.008]. Even when analyses were limited to subjects who acquired all probabilistic contingencies initially (22 patients and 20 controls), patients achieved significantly fewer reversals [chi(2)(3)=9.408, p=0.024]. These results support the idea that ventral PFC dysfunction is a prevalent aspect of schizophrenic pathophysiology, which may contribute to deficits in reinforcement learning exhibited by patients. Further studies are required to investigate the roles of dopaminergic systems in these impairments.
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Behavioral studies report that sensitivity to reward is intact in schizophrenia, but deficits are evident in rapid reward learning on trial-to-trial feedback, such as reversal learning, and in reward-related decision-making.
“Behavioral studies of reward learning have reported that sensitivity to reward is intact in schizophrenia, but deficits are evident in rapid reward learning on the basis of trial-to-trial feedback, such as reversal learning, and in reward-related decision-making [406,409-413].”
From Reward circuitry dysfunction in psychiatric and neurodevelopmental disorders and genetic syndromes: animal models and clinical findings (2012) · cites this paper as [413]
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Cites
The Brief Psychiatric Rating Scale.
Overall, J. E., & Gorham, D. R. (1962) · Psychological Reports · doi:10.2466/pr0.1962.10.3.799 · Cited by 11,090 · see citing works
Anterior Cingulate Cortex, Error Detection, and the Online Monitoring of Performance
Carter, C. S., Braver, T. S., Barch, D. M., Botvinick, M. M., Noll, D., & Cohen, J. D. (1998) · Science · doi:10.1126/science.280.5364.747 · Cited by 3,273 · see citing works
Structured clinical interview for DSM-IV axis I disorders : SCID-I : clinical version : scoresheet
First, M. B., Spitzer, R. L., Gibbon, M., & Williams, J. B. W. (1997) · American Psychiatric Press eBooks · Cited by 3,101 · see citing works
Scale for the Assessment of Negative Symptoms (SANS)*
(1989) · The British Journal of Psychiatry · doi:10.1192/s0007125000291502 · Cited by 2,706 · see citing works
Physiologic Dysfunction of Dorsolateral Prefrontal Cortex in Schizophrenia
Weinberger, D. R. (1986) · Archives of General Psychiatry · doi:10.1001/archpsyc.1986.01800020020004 · Cited by 2,019 · see citing works
A neostriatal habit learning system in humans
Knowlton, B. J., Mangels, J. A., & Squire, L. R. (1996) · Science · doi:10.1126/science.273.5280.1399 · Cited by 1,777 · see citing works
Dissociation in prefrontal cortex of affective and attentional shifts
Dias, R., Robbins, T. W., & Roberts, A. C. (1996) · Nature · doi:10.1038/380069a0 · Cited by 1,527 · see citing works
Pantelis, C., Velakoulis, D., McGorry, P. D., Wood, S. J., John Suckling, A., Phillips, L., Yung, A. R., Bullmore, E. T., Brewer, W. J., Soulsby, B., et al. (2003) · The Lancet · doi:10.1016/s0140-6736(03)12323-9 · Cited by 1,309 · see citing works
Breier, A., Su, T.-P., Saunders, R., Carson, R. E., Kolachana, B. S., de Bartolomeis, A., Weinberger, D. R., Weisenfeld, N., Malhotra, A. K., Eckelman, W. C., et al. (1997) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.94.6.2569 · Cited by 1,154 · cited 1× · see citing works
“Schizophrenia has also been associated with excessive dopaminergic tone in the basal ganglia (Breier et al., 1997; Abi-Dargham et al., 1998), along with reduced stimulus-evoked activity in the ventral striatum (Juckel et al.”
BackgroundComputational roles for dopamine in behavioural control
Montague, P. R., Hyman, S. E., & Cohen, J. D. (2004) · Nature · doi:10.1038/nature03015 · Cited by 966 · see citing works
Monchi, O., Petrides, M., Petre, V., Worsley, K., & Dagher, A. (2001) · The Journal of Neuroscience · doi:10.1523/jneurosci.21-19-07733.2001 · Cited by 961 · see citing works
Cools, R. (2001) · Cerebral Cortex · doi:10.1093/cercor/11.12.1136 · Cited by 906 · see citing works
Increased striatal dopamine transmission in schizophrenia: confirmation in a second cohort.
Abi-Dargham, A., Gil, R. B., Krystal, J., Baldwin, R., Seibyl, J., Bowers, M., van Dyck, C., Charney, D., Innis, R., & Laruelle, M. (1998) · American Journal of Psychiatry · doi:10.1176/ajp.155.6.761 · Cited by 860 · see citing works
Cools, R., Clark, L., Owen, A. M., & Robbins, T. W. (2002) · The Journal of Neuroscience · doi:10.1523/jneurosci.22-11-04563.2002 · Cited by 784 · see citing works
Rolls, E. T. (1996) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.1996.0128 · Cited by 755 · see citing works
Reliability and validity of a depression rating scale for schizophrenics
Addington, D., Addington, J., Maticka-Tyndale, E., & Joyce, J. (1992) · Schizophrenia Research · doi:10.1016/0920-9964(92)90003-n · Cited by 651 · see citing works
Half a century of antipsychotics and still a central role for dopamine D2 receptors
Kapur, S., & Mamo, D. (2003) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2003.09.004 · Cited by 638 · see citing works
Fellows, L. K. (2003) · Brain · doi:10.1093/brain/awg180 · Cited by 631 · see citing works
Hornak, J., O'Doherty, J., Bramham, J., Rolls, E. T., Morris, R. G., Bullock, P. R., & Polkey, C. E. (2004) · Journal of Cognitive Neuroscience · doi:10.1162/089892904322926791 · Cited by 603 · see citing works
Frank, M. J., & Claus, E. D. (2006) · Psychological Review · doi:10.1037/0033-295x.113.2.300 · Cited by 578 · see citing works
Dysfunction of ventral striatal reward prediction in schizophrenia
Juckel, G., Schlagenhauf, F., Koslowski, M., Wüstenberg, T., Villringer, A., Knutson, B., Wrase, J., & Heinz, A. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2005.07.051 · Cited by 578 · see citing works
Dorsal anterior cingulate cortex shows fMRI response to internal and external error signals
Holroyd, C. B., Nieuwenhuis, S., Yeung, N., Nystrom, L. E., Mars, R. B., COLES, M. G. H., & Cohen, J. D. (2004) · Nature Neuroscience · doi:10.1038/nn1238 · Cited by 487 · see citing works
Carter, C. S., MacDonald, A. W., Ross, L. L., & Stenger, V. A. (2001) · American Journal of Psychiatry · doi:10.1176/appi.ajp.158.9.1423 · Cited by 411 · see citing works
Orbitofrontal cortex, associative learning and expectancies
Schoenbaum, G., & Roesch, M. (2005) · Neuron · doi:10.1016/j.neuron.2005.07.018 · Cited by 404 · see citing works
The Roles of the Caudate Nucleus in Human Classification Learning
Seger, C. A., & Cincotta, C. M. (2005) · Journal of Neuroscience · doi:10.1523/jneurosci.3401-04.2005 · Cited by 403 · see citing works
Orbitofrontal cortex neurons: role in olfactory and visual association learning
Rolls, E. T., Critchley, H. D., Mason, R., & Wakeman, E. A. (1996) · Journal of Neurophysiology · doi:10.1152/jn.1996.75.5.1970 · Cited by 398 · see citing works
Cortical Abnormalities in Schizophrenia Identified by Structural Magnetic Resonance Imaging
Goldstein, J. M. (1999) · Archives of General Psychiatry · doi:10.1001/archpsyc.56.6.537 · Cited by 369 · see citing works
Comparison of set-shifting ability in patients with chronic schizophrenia and frontal lobe damage
Pantelis, C., Barber, F. Z., Barnes, T. R. E., Nelson, H. E., Owen, A. M., & Robbins, T. W. (1999) · Schizophrenia Research · doi:10.1016/s0920-9964(98)00156-x · Cited by 347 · see citing works
Perceiving patterns in random series: dynamic processing of sequence in prefrontal cortex
Huettel, S. A., Mack, P. B., & McCarthy, G. (2002) · Nature Neuroscience · doi:10.1038/nn841 · Cited by 297 · see citing works
L-DOPA Disrupts Activity in the Nucleus Accumbens during Reversal Learning in Parkinson's Disease
Cools, R., Lewis, S. J. G., Clark, L., Barker, R. A., & Robbins, T. W. (2006) · Neuropsychopharmacology · doi:10.1038/sj.npp.1301153 · Cited by 284 · see citing works
Davatzikos, C. A., Shen, D. G., Gur, R. C., Wu, X., Liu, D., Yong Fan, A., Hughett, P., Turetsky, B. I., & Gur, R. E. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.11.1218 · Cited by 270 · see citing works
Neuropsychological evidence for frontostriatal dysfunction in schizophrenia
Elliott, R., McKenna, P. J., Robbins, T. W., & Sahakian, B. J. (1995) · Psychological Medicine · doi:10.1017/s0033291700033523 · Cited by 267 · see citing works
Shurman, B., Horan, W. P., & Nuechterlein, K. H. (2004) · Schizophrenia Research · doi:10.1016/j.schres.2004.03.020 · Cited by 237 · see citing works
Frontal Networks for Learning and Executing Arbitrary Stimulus-Response Associations
Boettiger, C. A., & D’Esposito, M. (2005) · Journal of Neuroscience · doi:10.1523/jneurosci.3697-04.2005 · Cited by 213 · see citing works
Evers, E. A. T., Cools, R., Clark, L., van der Veen, F. M., Jolles, J., Sahakian, B. J., & Robbins, T. W. (2005) · Neuropsychopharmacology · doi:10.1038/sj.npp.1300663 · Cited by 208 · see citing works
Berman, K. F., Illowsky, B. P., & Weinberger, D. R. (1988) · PubMed · doi:10.1001/archpsyc.1988.01800310020002 · Cited by 204 · see citing works
Neurocognitive measures of prefrontal cortical dysfunction in schizophrenia
Ritter, L. (2003) · Schizophrenia Research · doi:10.1016/s0920-9964(03)00086-0 · Cited by 166 · see citing works
Atypical antipsychotics: are some more atypical than others?
Remington, G. J., & Kapur, S. (2000) · Psychopharmacology · doi:10.1007/s002130050017 · Cited by 156 · see citing works
Wilder, K. E., Weinberger, D. R., & Goldberg, T. E. (1998) · Schizophrenia Research · doi:10.1016/s0920-9964(97)00135-7 · Cited by 142 · see citing works
Paulus, M. P., Hozack, N. E., Frank, L. R., & Brown, G. G. (2002) · NeuroImage · doi:10.1006/nimg.2001.1031 · Cited by 142 · see citing works
Crespo‐Facorro, B., Kim, J., Andreasen, N. C., OʼLeary, D. S., & Magnotta, V. A. (2000) · Biological Psychiatry · doi:10.1016/s0006-2332(00)00238-9 · Cited by 135 · see citing works
Quintana, J., Wong, T., Ortiz-Portillo, E., Kovalik, E., Davidson, T., Marder, S. R., & Mazziotta, J. C. (2002) · Biological Psychiatry · doi:10.1016/s0006-3223(02)01435-x · Cited by 123 · see citing works
Beninger, R. J., Wasserman, J., Zanibbi, K., Charbonneau, D., Mangels, J. A., & Beninger, B. V. (2003) · Schizophrenia Research · doi:10.1016/s0920-9964(02)00315-8 · Cited by 121 · see citing works
Weickert, T. W., Terrazas, A., Bigelow, L. B., Malley, J. D., Hyde, T. M., Egan, M. F., Weinberger, D. R., & Goldberg, T. E. (2002) · Learning & Memory · doi:10.1101/lm.49102 · Cited by 110 · see citing works
Experimental and clinical neuropsychological measures of prefrontal dysfunction in schizophrenia.
Seidman, L. J., Oscar‐Berman, M., Kalinowski, A. G., Ajilore, O., Kremen, W. S., Faraone, S. V., & Tsuang, M. T. (1995) · Neuropsychology · doi:10.1037/0894-4105.9.4.481 · Cited by 79 · see citing works
Schizophrenics know more than they can tell: probabilistic classification learning in schizophrenia
Kéri, S., Kelemen, O., Szekeres, G., Bagóczky, N., Erdélyi, R., Antal, A., Benedek, G., & Janka, Z. (2000) · Psychological Medicine · doi:10.1017/s0033291799001403 · Cited by 78 · see citing works
Roesch, M. R., & Olson, C. R. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00064.2005 · Cited by 69 · see citing works
Dissociation between medial temporal lobe and basal ganglia memory systems in schizophrenia
Kéri, S., Nagy, O., Kelemen, O., Myers, C. E., & Gluck, M. A. (2005) · Schizophrenia Research · doi:10.1016/j.schres.2005.03.024 · Cited by 67 · see citing works
Paulus, M. P., Feinstein, J. S., Tapert, S. F., & Liu, T. T. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2003.09.060 · Cited by 49 · see citing works
Bertollo, D. N., Cowen, M. A., & Levy, A. V. (1996) · Psychiatry Research · doi:10.1016/0165-1781(96)02619-4 · Cited by 32 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Pfohl B, Blum N, Zimmerman M, Stangl D. Structured Interview for DSM-III-R Personality Disorders (SIDP-R) University of Iowa, Department of Psychiatry; Iowa City, IA: 1989. [Google Scholar]
Cited by
Sorted by citations
Emotional Experience in Patients With Schizophrenia Revisited: Meta-analysis of Laboratory Studies
Cohen, A. S., & Minor, K. S. (2010) · Schizophrenia Bulletin · doi:10.1093/schbul/sbn061 · Cited by 541 · see citing works
Reward Processing in Schizophrenia: A Deficit in the Representation of Value
Gold, J. M., Waltz, J. A., Prentice, K. J., Morris, S. E., & Heerey, E. A. (2008) · Schizophrenia Bulletin · doi:10.1093/schbul/sbn068 · Cited by 521 · see citing works
Self-citationNegative Symptoms of Schizophrenia Are Associated with Abnormal Effort-Cost Computations
Gold, J. M., Strauss, G. P., Waltz, J. A., Robinson, B. M., Brown, J. K., & Frank, M. J. (2013) · Biological Psychiatry · doi:10.1016/j.biopsych.2012.12.022 · Cited by 421 · see citing works
Self-citationBari, A., Theobald, D. E., Caprioli, D., Mar, A. C., Aidoo-Micah, A., Dalley, J. W., & Robbins, T. W. (2010) · Neuropsychopharmacology · doi:10.1038/npp.2009.233 · Cited by 325 · see citing works
Bussey, T. J., Holmes, A., Lyon, L., Mar, A. C., McAllister, K. A. L., Nithianantharajah, J., Oomen, C. A., & Saksida, L. M. (2012) · Neuropharmacology · doi:10.1016/j.neuropharm.2011.04.011 · Cited by 299 · see citing works
Dichter, G. S., Damiano, C. A., & Allen, J. A. (2012) · Journal of Neurodevelopmental Disorders · doi:10.1186/1866-1955-4-19 · Cited by 299 · see citing works
Neural circuits subserving behavioral flexibility and their relevance to schizophrenia
Floresco, S. B., Zhang, Y., & Enomoto, T. (2009) · Behavioural Brain Research · doi:10.1016/j.bbr.2008.12.001 · Cited by 298 · see citing works
Striatal dysfunction during reversal learning in unmedicated schizophrenia patients
Schlagenhauf, F., Huys, Q. J. M., Deserno, L., Rapp, M. A., Beck, A., Heinze, H.-J., Dolan, R., & Heinz, A. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2013.11.034 · Cited by 253 · see citing works
Synaptic scaffold evolution generated components of vertebrate cognitive complexity
Nithianantharajah, J., Komiyama, N. H., McKechanie, A., Johnstone, M., Blackwood, D. H., Clair, D. S., Emes, R. D., van de Lagemaat, L. N., Saksida, L. M., Bussey, T. J., et al. (2013) · Nature Neuroscience · doi:10.1038/nn.3276 · Cited by 251 · see citing works
Barch, D. M., Pagliaccio, D., & Luking, K. (2015) · Current Topics in Behavioral Neurosciences · doi:10.1007/7854_2015_376 · Cited by 218 · see citing works
Reward feedback alterations in unmedicated schizophrenia patients: Relevance for delusions
Schlagenhauf, F., Sterzer, P., Schmack, K., Ballmaier, M., Rapp, M., Wrase, J., Juckel, G., Gallinat, J., & Heinz, A. (2009) · Biological Psychiatry · doi:10.1016/j.biopsych.2008.12.016 · Cited by 195 · see citing works
Waltz, J. A., Schweitzer, J. B., Gold, J. M., Kurup, P. K., Ross, T. J., Jo Salmeron, B., Rose, E. J., McClure, S. M., & Stein, E. A. (2009) · Neuropsychopharmacology · doi:10.1038/npp.2008.214 · Cited by 186 · see citing works
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Moccia, L., Pettorruso, M., De Crescenzo, F., De Risio, L., di Nuzzo, L., Martinotti, G., Bifone, A., Janiri, L., & Di Nicola, M. (2017) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2017.04.025 · Cited by 158 · see citing works
Orsini, C. A., Moorman, D. E., Young, J. W., Setlow, B., & Floresco, S. B. (2015) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2015.04.009 · Cited by 153 · see citing works
Disambiguating ventral striatum fMRI-related bold signal during reward prediction in schizophrenia
Morris, R. W., Vercammen, A., Lenroot, R., Moore, L., Langton, J. M., Short, B., Kulkarni, J., Curtis, J., O'Donnell, M., Weickert, C. S., et al. (2012) · Molecular Psychiatry · doi:10.1038/mp.2011.75 · Cited by 149 · see citing works
Waltz, J. A., Frank, M. J., Wiecki, T. V., & Gold, J. M. (2011) · Neuropsychology · doi:10.1037/a0020882 · Cited by 132 · see citing works
Self-citationThe neural underpinnings of cognitive flexibility and their disruption in psychotic illness
Waltz, J. A. (2017) · Neuroscience · doi:10.1016/j.neuroscience.2016.06.005 · Cited by 122 · see citing works
Self-citationGriffiths, K. R., Morris, R. W., & Balleine, B. W. (2014) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2014.00101 · Cited by 118 · see citing works
Reduced model-based decision-making in schizophrenia.
Culbreth, A. J., Westbrook, A., Daw, N. D., Botvinick, M., & Barch, D. M. (2016) · Journal of Abnormal Psychology · doi:10.1037/abn0000164 · Cited by 104 · see citing works
The decision neuroscience perspective on suicidal behavior: evidence and hypotheses
Dombrovski, A. Y., & Hallquist, M. N. (2017) · Current Opinion in Psychiatry · doi:10.1097/yco.0000000000000297 · Cited by 91 · see citing works
Isolation rearing effects on probabilistic learning and cognitive flexibility in rats
Amitai, N., Young, J. W., Higa, K., Sharp, R. F., Geyer, M. A., & Powell, S. B. (2014) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/s13415-013-0204-4 · Cited by 74 · see citing works
Apathy in schizophrenia: A review of neuropsychological and neuroanatomical studies
Bortolon, C., Macgregor, A., Capdevielle, D., & Raffard, S. (2018) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2017.09.033 · Cited by 69 · see citing works
Hervig, M. E., Fiddian, L., Piilgaard, L., Božič, T., Blanco-Pozo, M., Knudsen, C., Olesen, S. F., Alsiö, J., & Robbins, T. W. (2020) · Cerebral Cortex · doi:10.1093/cercor/bhz144 · Cited by 65 · see citing works
Brown, H. D., Amodeo, D. A., Sweeney, J. A., & Ragozzino, M. E. (2012) · Journal of Psychopharmacology · doi:10.1177/0269881111430749 · Cited by 56 · see citing works
Clarke, H. F., Cardinal, R. N., Rygula, R., Hong, Y. T., Fryer, T. D., Sawiak, S. J., Ferrari, V., Cockcroft, G., Aigbirhio, F. I., Robbins, T. W., et al. (2014) · The Journal of Neuroscience · doi:10.1523/jneurosci.0718-14.2014 · Cited by 54 · see citing works
A dimensional approach to modeling symptoms of neuropsychiatric disorders in the marmoset monkey
Oikonomidis, L., Santangelo, A. M., Shiba, Y., Clarke, F. H., Robbins, T. W., & Roberts, A. C. (2017) · Developmental Neurobiology · doi:10.1002/dneu.22446 · Cited by 54 · see citing works
Predictably irrational: assaying cognitive inflexibility in mouse models of schizophrenia
Brigman, J. L. (2010) · Frontiers in Neuroscience · doi:10.3389/neuro.01.013.2010 · Cited by 52 · see citing works
General functioning predicts reward and punishment learning in schizophrenia
Somlai, Z., Moustafa, A. A., Kéri, S., Myers, C. E., & Gluck, M. A. (2011) · Schizophrenia Research · doi:10.1016/j.schres.2010.07.028 · Cited by 45 · see citing works
Steeper discounting of delayed rewards in schizophrenia but not first-degree relatives
Yu, L. Q., Lee, S., Katchmar, N., Satterthwaite, T. D., Kable, J. W., & Wolf, D. H. (2017) · Psychiatry Research · doi:10.1016/j.psychres.2017.02.062 · Cited by 44 · see citing works
Serotonin depletion impairs both Pavlovian and instrumental reversal learning in healthy humans
Kanen, J. W., Apergis-Schoute, A. M., Yellowlees, R., Arntz, F. E., van der Flier, F. E., Price, A., Cardinal, R. N., Christmas, D. M., Clark, L., Sahakian, B. J., et al. (2021) · Molecular Psychiatry · doi:10.1038/s41380-021-01240-9 · Cited by 34 · see citing works
Robbins, T. (2016) · Journal of Psychopharmacology · doi:10.1177/0269881116664450 · Cited by 31 · see citing works
Computational approaches to schizophrenia: A perspective on negative symptoms
Deserno, L., Heinz, A., & Schlagenhauf, F. (2017) · Schizophrenia Research · doi:10.1016/j.schres.2016.10.004 · Cited by 31 · see citing works
Computational psychopharmacology: a translational and pragmatic approach
Robbins, T. W., & Cardinal, R. N. (2019) · Psychopharmacology · doi:10.1007/s00213-019-05302-3 · Cited by 25 · see citing works
Placek, K., Dippel, W. C., Jones, S., & Brady, A. M. (2013) · Behavioural Brain Research · doi:10.1016/j.bbr.2013.08.034 · Cited by 25 · see citing works
Granseth, B., Andersson, F. K., & Lindström, S. H. (2015) · Genes, Brain and Behavior · doi:10.1111/gbb.12230 · Cited by 23 · see citing works
Livingston, N. R., Hawkins, P. C., Gilleen, J., Ye, R., Valdearenas, L., Shergill, S. S., & Mehta, M. A. (2021) · Journal of Psychopharmacology · doi:10.1177/02698811211000778 · Cited by 17 · see citing works
Mikus, N., Lamm, C., & Mathys, C. (2025) · Biological Psychiatry · doi:10.1016/j.biopsych.2024.08.021 · Cited by 16 · see citing works
Gu, Y., Zhou, C., Yang, J., Zhang, Q., Zhu, G., Sun, L., Ge, M., & Wang, Y. (2020) · PsyCh Journal · doi:10.1002/pchj.351 · Cited by 11 · see citing works
- Authors
- Waltz, J. A., & Gold, J. M.
- Affiliations
- University of Maryland, Baltimore (US)
- Corresponding author
- Waltz, James A.
- Venue
- Schizophrenia Research
- Publisher
- Elsevier BV
- Published
- 2007-07
- Volume
- 93
- Issue
- 1-3
- Pages
- 296-303
- ISSN
- 0920-9964 (ISSN-L)
- PMC
- PMC2063592
- OpenAlex
- W2010547854
- Cited by
- 331
- References
- 50
- Citations by year
- 2026: 6 · 2025: 14 · 2024: 12 · 2023: 15 · 2022: 20 · 2021: 21 · 2020: 16 · 2019: 19 · 2018: 17 · 2017: 17 · 2016: 35 · 2015: 26 · 2014: 17 · 2013: 15 · 2012: 13
- FWCI
- 10.09
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Schizophrenia Research (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (5p30mh068580-03, 5k12rr023250-05, 5r01mh080066-10)
- National Institute of Mental Health (P30 MH-068580, R01-MH080066, R24MH072647)
- National Center for Research Resources (K12-RR023250)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Schizophrenia research and treatment
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Keywords
- schizophrenia, probabilistic reversal learning
- MeSH terms
- Adult, Basal Ganglia, Brain Mapping, Discrimination Learning, Female, Humans, Magnetic Resonance Imaging, Male, Middle Aged, Probability Learning, Psychiatric Status Rating Scales, Psychomotor Performance, Reversal Learning, Reward, Schizophrenia, Schizophrenic Psychology, Prefrontal Cortex, Feedback, Psychological
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 ›
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