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Distinct encoding of decision confidence in human medial prefrontal cortex
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Abstract
Abstract Our confidence in a choice and the evidence pertaining to a choice appear to be inseparable. An emerging computational consensus is, however, that the brain should maintain separate estimates of these quantities for adaptive behavioural control. Here we devised a psychophysical task to decouple confidence in a perceptual decision from both the reliability of sensory evidence and the relation of such evidence with respect to a choice boundary. Using human fMRI, we found that an area in medial prefrontal cortex (perigenual anterior cingulate cortex, pgACC) tracked expected performance, an aggregate signature of decision confidence, whereas neural areas previously proposed to encode decision confidence instead tracked sensory reliability (posterior parietal cortex and ventral striatum) or boundary distance (pre-supplementary motor area). Supporting that information encoded by pgACC is central to a subjective sense of decision confidence, we show that pgACC activity does not simply co-vary with expected performance but is also linked to within-subject and between-subject variation in explicit confidence estimates. Our study is consistent with the proposal that the brain maintains choice-dependent and choice-independent estimates of certainty, and sheds light on why dysfunctional confidence often emerges following prefrontal lesions and/or degeneration. Significance Statement Recent computational models propose that our sense of confidence in a choice reflects an estimate of the probability that the choice is correct. However, it has proven difficult to experimentally separate decision confidence from its component parts, such as our certainty about perceptual evidence or choice requirements. Here we devised a task to dissociate these quantities and isolate a distinct encoding of decision confidence in the medial prefrontal cortex of the human brain. We show that activity in this area not only tracks expected performance on a task but is also related to both within-subject and between-subject variation in a subjective sense of confidence. Our study illuminates why dysfunctional confidence often emerges following damage to prefrontal cortex.
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“Whereas sensory uncertainty (motion coherence) was related to activity in extrastriate visual and parietal cortex (notably, areas MT+ and bilateral intraparietal sulcus, a human homologue of LIP), signatures of propositional confidence were instead observed within perigenual anterior cingulate cortex (pgACC), part of the ventromedial prefrontal cortex (vmPFC).”
From Metacognition and Confidence: A Review and Synthesis (2024) · cites this paper as Bang & Fleming 2018
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“Early confidence-related signals were seen in vmPFC [in a pgACC region similar to the one identified by Bang & Fleming (2018)], whereas later judgment-related activation was seen in lateral frontopolar cortex.”
From Metacognition and Confidence: A Review and Synthesis (2024) · cites this paper as Bang & Fleming 2018
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Citations
Cites
A neural substrate of prediction and reward
Schultz, W., Dayan, P., & Montague, P. R. (1997) · Science · doi:10.1126/science.275.5306.1593 · Cited by 9,388
Ashburner, J., & Friston, K. J. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.02.018 · Cited by 7,507
Humans integrate visual and haptic information in a statistically optimal fashion
Ernst, M. O., & Banks, M. S. (2002) · Nature · doi:10.1038/415429a · Cited by 4,844
Quest: A Bayesian adaptive psychometric method
Watson, A. B., & Pelli, D. G. (1983) · Perception & Psychophysics · doi:10.3758/bf03202828 · Cited by 2,398
The analysis of visual motion: a comparison of neuronal and psychophysical performance
Britten, K., Shadlen, M., Newsome, W., & Movshon, J. (1992) · The Journal of Neuroscience · doi:10.1523/jneurosci.12-12-04745.1992 · Cited by 1,958
Maunsell, J., & van Essen, D. (1983) · The Journal of Neuroscience · doi:10.1523/jneurosci.03-12-02563.1983 · Cited by 1,602
Roitman, J. D., & Shadlen, M. N. (2002) · The Journal of Neuroscience · doi:10.1523/jneurosci.22-21-09475.2002 · Cited by 1,589 · cited 4×
“2A, logistic regression; coherence: t (31) = 11.”
BackgroundInfluentialBirn, R. M., Diamond, J. B., Smith, M. A., & Bandettini, P. A. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.02.048 · Cited by 1,381
HDDM: Hierarchical Bayesian estimation of the Drift-Diffusion Model in Python
Wiecki, T. V., Sofer, I., & Frank, M. J. (2013) · Frontiers in Neuroinformatics · doi:10.3389/fninf.2013.00014 · Cited by 1,047
Representation of Confidence Associated with a Decision by Neurons in the Parietal Cortex
Kiani, R., & Shadlen, M. N. (2009) · Science · doi:10.1126/science.1169405 · Cited by 1,027
Cited by
Sorted by citations
Metacognition and Confidence: A Review and Synthesis
Fleming, S. M. (2024) · Annual Review of Psychology · doi:10.1146/annurev-psych-022423-032425 · Cited by 256
“Indeed, understanding the interrelationships between different stages of metacognitive computation is only just beginning to be investigated (Geurts et al., 2022, Shekhar & Rahnev, 2018, Bang & Fleming, 2018), but represents a major goal for the field (Rahnev et al., 2022).”
InfluentialSelf-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
Vaccaro, A. G., & Fleming, S. M. (2018) · Brain and Neuroscience Advances · doi:10.1177/2398212818810591 · Cited by 218
Self-citationHuman Metacognition Across Domains: Insights from Individual Differences and Neuroimaging
Rouault, M., McWilliams, A., Allen, M. G., & Fleming, S. M. (2018) · Personality Neuroscience · doi:10.1017/pen.2018.16 · Cited by 176
Self-citationForming global estimates of self-performance from local confidence
Rouault, M., Dayan, P., & Fleming, S. M. (2019) · Nature Communications · doi:10.1038/s41467-019-09075-3 · Cited by 134
Self-citationSub-second Dopamine and Serotonin Signaling in Human Striatum during Perceptual Decision-Making
Bang, D., Kishida, K. T., Lohrenz, T. M., White, J. P., Laxton, A. W., Tatter, S. B., Fleming, S. M., & Montague, P. R. (2020) · Neuron · doi:10.1016/j.neuron.2020.09.015 · Cited by 130
Self-citationSources of Metacognitive Inefficiency
Shekhar, M., & Rahnev, D. (2020) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2020.10.007 · Cited by 129
Confidence modulates exploration and exploitation in value-based learning
Boldt, A., Blundell, C., & Martino, B. D. (2019) · Neuroscience of Consciousness · doi:10.1093/nc/niz004 · Cited by 120
Behavior- and Modality-General Representation of Confidence in Orbitofrontal Cortex
Masset, P., Ott, T., Lak, A., Hirokawa, J., & Kepecs, A. (2020) · Cell · doi:10.1016/j.cell.2020.05.022 · Cited by 109
Perceptual reality monitoring: Neural mechanisms dissociating imagination from reality
Dijkstra, N., Kok, P., & Fleming, S. M. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104557 · Cited by 116
Self-citationHuman VMPFC encodes early signatures of confidence in perceptual decisions
Gherman, S., & Philiastides, M. G. (2018) · eLife · doi:10.7554/elife.38293 · Cited by 107
The mnemonic basis of subjective experience
Lau, H. C., Michel, M., LeDoux, J. E., & Fleming, S. M. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-022-00068-6 · Cited by 92
Self-citationCuriosity as a Metacognitive Feeling
Goupil, L., & Proust, J. (2023) · Cognition · doi:10.1016/j.cognition.2022.105325 · Cited by 89
Frömer, R., Wolf, C. K. D., & Shenhav, A. (2019) · Nature Communications · doi:10.1038/s41467-019-12931-x · Cited by 94
Joint representation of working memory and uncertainty in human cortex
Li, H.-H., Sprague, T. C., Yoo, A. H., Ma, W. J., & Curtis, C. E. (2021) · Neuron · doi:10.1016/j.neuron.2021.08.022 · Cited by 81
Unpacking the complexities of consciousness: Theories and reflections
Mudrik, L., Boly, M., Dehaene, S., Fleming, S. M., Lamme, V., Seth, A., & Melloni, L. (2025) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2025.106053 · Cited by 81
Self-citationDisentangling the origins of confidence in speeded perceptual judgments through multimodal imaging
Pereira, M., Faivre, N., Iturrate, I., Wirthlin, M., Serafini, L., Martin, S., Desvachez, A., Blanke, O., Van De Ville, D., & Millán, J. D. R. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1918335117 · Cited by 72
Formation of global self-beliefs in the human brain
Rouault, M., & Fleming, S. M. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2003094117 · Cited by 76
Self-citationFetsch, C. R., Odean, N. N., Jeurissen, D., El-Shamayleh, Y., Horwitz, G. D., & Shadlen, M. N. (2018) · eLife · doi:10.7554/elife.36523 · Cited by 74
Distinct neural contributions to metacognition for detecting, but not discriminating visual stimuli
Mazor, M., Friston, K. J., & Fleming, S. M. (2020) · eLife · doi:10.7554/elife.53900 · Cited by 81
Self-citationLarge-scale dynamics of perceptual decision information across human cortex
Wilming, N., Murphy, P. R., Meyniel, F., & Donner, T. H. (2020) · Nature Communications · doi:10.1038/s41467-020-18826-6 · Cited by 77
Mentalizing during social InterAction: A four component model
Wu, H., Liu, X., Hagan, C. C., & Mobbs, D. (2020) · Cortex · doi:10.1016/j.cortex.2019.12.031 · Cited by 71
The future of metacognition research: Balancing construct breadth with measurement rigor
Katyal, S., & Fleming, S. M. (2024) · Cortex · doi:10.1016/j.cortex.2023.11.002 · Cited by 63
Self-citationVisual metacognition: Measures, models, and neural correlates.
Rahnev, D. (2021) · American Psychologist · doi:10.1037/amp0000937 · Cited by 63
Benwell, C., Mohr, G., Wallberg, J., Kouadio, A., & Ince, R. A. A. (2022) · npj Mental Health Research · doi:10.1038/s44184-022-00009-4 · Cited by 65
Studying the neural representations of uncertainty
Walker, E. Y., Pohl, S., Denison, R. N., Barack, D. L., Lee, J., Block, N., Ma, W. J., & Meyniel, F. (2023) · Nature Neuroscience · doi:10.1038/s41593-023-01444-y · Cited by 56
Obsessive Compulsive Disorder: A Pathology of Self-Confidence?
Kiverstein, J. D., Rietveld, E., Slagter, H. A., & Denys, D. A. J. P. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2019.02.005 · Cited by 53
Brain dynamics for confidence-weighted learning
Meyniel, F. (2020) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1007935 · Cited by 55
Unconscious reinforcement learning of hidden brain states supported by confidence
Cortese, A., Lau, H. C., & Kawato, M. (2020) · Nature Communications · doi:10.1038/s41467-020-17828-8 · Cited by 54
Ghetti, S., & Fandakova, Y. (2020) · Annual Review of Developmental Psychology · doi:10.1146/annurev-devpsych-060320-085634 · Cited by 51
Subjective value then confidence in human ventromedial prefrontal cortex
Shapiro, A. D., & Grafton, S. T. (2020) · PLoS ONE · doi:10.1371/journal.pone.0225617 · Cited by 50
Shekhar, M., & Rahnev, D. (2023) · Journal of Experimental Psychology General · doi:10.1037/xge0001524 · Cited by 71
Calibrating the experimental measurement of psychological attributes
Bach, D. R., Melinščak, F., Fleming, S. M., & Voelkle, M. C. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-00976-8 · Cited by 45
Self-citationNeural Substrates of the Drift-Diffusion Model in Brain Disorders
Gupta, A., Bansal, R., Alashwal, H., Kaçar, A. Ş., Balcı, F., & Moustafa, A. A. (2022) · Frontiers in Computational Neuroscience · doi:10.3389/fncom.2021.678232 · Cited by 49
Rausch, M., Zehetleitner, M., Steinhauser, M., & Maier, M. E. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.116963 · Cited by 51
Maniscalco, B., Odegaard, B., Grimaldi, P., Cho, S. H., Basso, M. A., Lau, H., & Peters, M. A. K. (2021) · PLOS Computational Biology · doi:10.1371/journal.pcbi.1008779 · Cited by 44
A shared brain system forming confidence judgment across cognitive domains
Rouault, M., Lebreton, M. P., & Pessiglione, M. (2022) · Cerebral Cortex · doi:10.1093/cercor/bhac146 · Cited by 49
Social learning across adolescence: A Bayesian neurocognitive perspective
Hofmans, L., & van den Bos, W. (2022) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2022.101151 · Cited by 52
Simultaneous modeling of choice, confidence, and response time in visual perception.
Hellmann, S., Zehetleitner, M., & Rausch, M. (2023) · Psychological Review · doi:10.1037/rev0000411 · Cited by 53
Private–public mappings in human prefrontal cortex
Bang, D., Ershadmanesh, S., Nili, H., & Fleming, S. M. (2020) · eLife · doi:10.7554/elife.56477 · Cited by 40
Self-citationPartially Overlapping Neural Correlates of Metacognitive Monitoring and Metacognitive Control
Boldt, A., & Gilbert, S. J. (2022) · Journal of Neuroscience · doi:10.1523/jneurosci.1326-21.2022 · Cited by 46
Neurocomputational mechanisms of confidence in self and others
Bang, D., Moran, R., Daw, N. D., & Fleming, S. M. (2022) · Nature Communications · doi:10.1038/s41467-022-31674-w · Cited by 39
Self-citationSequential sampling from memory underlies action selection during abstract decision-making
Shushruth, S., Zylberberg, A., & Shadlen, M. N. (2022) · Current Biology · doi:10.1016/j.cub.2022.03.014 · Cited by 41
The prefrontal cortex and (uniquely) human cooperation: a comparative perspective
Zoh, Y., Chang, S. W. C., & Crockett, M. J. (2021) · Neuropsychopharmacology · doi:10.1038/s41386-021-01092-5 · Cited by 40
Distinct neurocomputational mechanisms support informational and socially normative conformity
Mahmoodi, A., Nili, H., Bang, D., Mehring, C., & Bahrami, B. (2022) · PLoS Biology · doi:10.1371/journal.pbio.3001565 · Cited by 44
Self-citationConfidence is predicted by pre- and post-choice decision signal dynamics
Grogan, J. P., Rys, W., Kelly, S. P., & O’Connell, R. G. (2023) · Imaging Neuroscience · doi:10.1162/imag_a_00005 · Cited by 40
Metacognitive resources for adaptive learning⋆
Cortese, A. (2021) · Neuroscience Research · doi:10.1016/j.neures.2021.09.003 · Cited by 39
The folded X-pattern is not necessarily a statistical signature of decision confidence
Rausch, M., & Zehetleitner, M. (2019) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1007456 · Cited by 38
Yeon, J., Shekhar, M., & Rahnev, D. (2020) · Scientific Reports · doi:10.1038/s41598-020-77820-6 · Cited by 30
Jiang, S., Wang, S., & Wan, X. (2022) · PLOS Biology · doi:10.1371/journal.pbio.3001301 · Cited by 30
Response-Related Signals Increase Confidence But Not Metacognitive Performance
Filevich, E., Koß, C., & Faivre, N. (2020) · eNeuro · doi:10.1523/eneuro.0326-19.2020 · Cited by 29
Dual strategies in human confidence judgments
Bertana, A., Четвериков, А. А., van Bergen, R. S., Ling, S., & Jehee, J. F. M. (2021) · Journal of Vision · doi:10.1167/jov.21.5.21 · Cited by 27
Expectations about precision bias metacognition and awareness.
Olawole‐Scott, H., & Yon, D. (2023) · Journal of Experimental Psychology General · doi:10.1037/xge0001371 · Cited by 28
Neural and Behavioral Correlates of Impaired Insight and Self-awareness in Substance Use Disorder
Maracic, C. E., & Moeller, S. J. (2021) · Current Behavioral Neuroscience Reports · doi:10.1007/s40473-021-00240-x · Cited by 35
Discrete confidence levels revealed by sequential decisions
Lisi, M., Mongillo, G., Milne, G. A., Dekker, T. M., & Goréa, A. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-00953-1 · Cited by 28
Waving goodbye to contrast: self-generated hand movements attenuate visual sensitivity
Vasser, M., Vuillaume, L., Axel Cleeremans, B., & Aru, J. (2019) · Neuroscience of Consciousness · doi:10.1093/nc/niy013 · Cited by 26
Metacognition and confidence: A review and synthesisPreprint
Fleming, S. M. (2023) · doi:10.31234/osf.io/ge7tz · Cited by 27
Self-citationInvestigation of an emotion perception test using functional magnetic resonance imaging
Bae, S., Kang, K. D., Kim, S. W., Shin, Y., Nam, J. J., & Han, D. H. (2019) · Computer Methods and Programs in Biomedicine · doi:10.1016/j.cmpb.2019.104994 · Cited by 26
Wu, H., Fung, B. J., & Mobbs, D. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.791835 · Cited by 30
Perceptual decision confidence is sensitive to forgone physical effort expenditure
Turner, W., Angdias, R., Feuerriegel, D., Chong, T. T. ‐., Hester, R., & Bode, S. (2020) · Cognition · doi:10.1016/j.cognition.2020.104525 · Cited by 25
Kim, H. (2020) · Frontiers in Neuroscience · doi:10.3389/fnins.2020.00281 · Cited by 28
Perceiving animacy purely from visual motion cues involves intraparietal sulcus
Schultz, J., & Bülthoff, H. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2019.04.058 · Cited by 23
Kozuch, B. (2021) · Mind & Language · doi:10.1111/mila.12363 · Cited by 22
Feuerriegel, D., Murphy, M., Konski, A., Mepani, V., Sun, J., Hester, R., & Bode, S. (2022) · NeuroImage · doi:10.1016/j.neuroimage.2022.119447 · Cited by 24
Neural activity tracking identity and confidence in social information
Trudel, N., Lockwood, P. L., Rushworth, M. F. S., & Wittmann, M. K. (2023) · eLife · doi:10.7554/elife.71315 · Cited by 18
Judgments of agency are affected by sensory noise without recruiting metacognitive processing
Constant, M., Salomon, R., & Filevich, E. (2022) · eLife · doi:10.7554/elife.72356 · Cited by 20
Neural and computational underpinnings of biased confidence in human reinforcement learning
Ting, C.-C., Salem-Garcia, N., Palminteri, S., Engelmann, J. B., & Lebreton, M. P. (2023) · Nature Communications · doi:10.1038/s41467-023-42589-5 · Cited by 24
Decision-making in brains and robots — the case for an interdisciplinary approach
Lee, S. W., & Seymour, B. (2019) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2018.12.012 · Cited by 19
Dissociating the Neural Correlates of Subjective Visibility from Those of Decision Confidence
Mazor, M., Dijkstra, N., & Fleming, S. M. (2022) · Journal of Neuroscience · doi:10.1523/jneurosci.1220-21.2022 · Cited by 17
Self-citationThomas, A. K., Wulff, A. N., Landinez, D., & Bulevich, J. B. (2022) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.1618 · Cited by 28
Explaining distortions in metacognition with an attractor network model of decision uncertainty
Atiya, N. A. A., Huys, Q. J. M., Dolan, R. J., & Fleming, S. M. (2021) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1009201 · Cited by 17
Self-citationGeneral mechanisms of task engagement in the primate frontal cortex
Grohn, J., Khalighinejad, N., Jahn, C. I., Bongioanni, A., Schüffelgen, U., Sallet, J., Rushworth, M. F. S., & Kolling, N. (2024) · Nature Communications · doi:10.1038/s41467-024-49128-w · Cited by 16
Effects of ketamine on brain function during metacognition of episodic memory
Lehmann, M., Neumann, C., Wasserthal, S., Schultz, J., Delis, A., Trautner, P., Hurlemann, R., & Ettinger, U. (2021) · Neuroscience of Consciousness · doi:10.1093/nc/niaa028 · Cited by 19
Contributions of the Basal Ganglia to Visual Perceptual Decisions
Ding, L. (2023) · Annual Review of Vision Science · doi:10.1146/annurev-vision-111022-123804 · Cited by 17
Towards a computational psychiatry of juvenile obsessive-compulsive disorder
Loosen, A. M., & Hauser, T. U. (2020) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2020.07.021 · Cited by 19
Metacognitive Computations for Information Search: Confidence in ControlPreprint
Schulz, L., Fleming, S. M., & Dayan, P. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.03.01.433342 · Cited by 18
Self-citationDistinct signatures of subjective confidence and objective accuracy in speech prosody
Goupil, L., & Aucouturier, J. (2021) · Cognition · doi:10.1016/j.cognition.2021.104661 · Cited by 17
Neural basis of concurrent deliberation toward a choice and confidence judgment
Vivar-Lazo, M., & Fetsch, C. R. (2025) · Nature Neuroscience · doi:10.1038/s41593-025-02116-9 · Cited by 22
Cohanpour, M., Aly, M., & Gottlieb, J. P. (2024) · Journal of Neuroscience · doi:10.1523/jneurosci.0974-23.2024 · Cited by 19
Robust valence-induced biases on motor response and confidence in human reinforcement learning
Ting, C.-C., Palminteri, S., Engelmann, J. B., & Lebreton, M. P. (2020) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-020-00826-0 · Cited by 19
Motivational signals disrupt metacognitive signals in the human ventromedial prefrontal cortex
Hoven, M., Brunner, G., de Boer, N. S., Goudriaan, A. E., Denys, D. A. J. P., van Holst, R. J., Luigjes, J., & Lebreton, M. P. (2022) · Communications Biology · doi:10.1038/s42003-022-03197-z · Cited by 15
Hoven, M., de Boer, N. S., Goudriaan, A. E., Denys, D. A. J. P., Lebreton, M. P., van Holst, R. J., & Luigjes, J. (2022) · Psychiatry and Clinical Neurosciences · doi:10.1111/pcn.13434 · Cited by 16
Wang, B., & Pleger, B. (2020) · Cerebral Cortex · doi:10.1093/cercor/bhaa073 · Cited by 14
Fandakova, Y., Johnson, E. G., & Ghetti, S. (2021) · eLife · doi:10.7554/elife.62520 · Cited by 14
Extinction and discrimination in a Bayesian model of context fear conditioning ( BaconX )
Krasne, F. B., Zinn, R., Vissel, B., & Fanselow, M. S. (2021) · Hippocampus · doi:10.1002/hipo.23298 · Cited by 13
Confidence and the description–experience distinction
Lejarraga, T., & Lejarraga, J. (2020) · Organizational Behavior and Human Decision Processes · doi:10.1016/j.obhdp.2020.07.003 · Cited by 13
Case Report: Acute Onset Fear of Falling and Treatment With “Cognitive Physical Therapy”
Castro, P., Vadera, S., Bancroft, M. J., Buttell, J., & Kaski, D. N. (2021) · Frontiers in Neurology · doi:10.3389/fneur.2021.707840 · Cited by 12
Neural correlates of effort-based behavioral inconsistency
Bernácer, J., Martínez-Valbuena, I., Martı́nez, M., Pujol, N., Luís, E. O., Ramírez-Castillo, D., & Pastor, M. A. (2018) · Cortex · doi:10.1016/j.cortex.2018.12.005 · Cited by 10
History biases reveal novel dissociations between perceptual and metacognitive decision-making
Benwell, C., Beyer, R., Wallington, F., & Ince, R. A. A. (2023) · Journal of Vision · doi:10.1167/jov.23.5.14 · Cited by 13
EEG-Based Human Decision Confidence Measurement Using Graph Neural Networks
Liu, L.-D., Li, R., Liu, Y., Li, H., & Lu, B. (2021) · Communications in computer and information science · doi:10.1007/978-3-030-92310-5_34 · Cited by 11
Explaining Integration of Evidence Separated by Temporal Gaps with Frontoparietal Circuit Models
Azizi, Z. R., & Ebrahimpour, R. (2022) · Neuroscience · doi:10.1016/j.neuroscience.2022.10.019 · Cited by 14
ADHD Children Identification With Multiview Feature Fusion of fNIRS Signals
Gu, Y., Miao, S., Yang, J., & Li, X. (2022) · IEEE Sensors Journal · doi:10.1109/jsen.2022.3168488 · Cited by 12
Fear Priming: A Method for Examining Postural Strategies Associated With Fear of Falling
Stamenkovic, A., van der Veen, S. M., & Thomas, J. S. (2020) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2020.00241 · Cited by 11
Discrimination of Decision Confidence Levels from EEG Signals
Li, R., Liu, L.-D., & Lu, B. (2021) · International IEEE/EMBS Conference on Neural Engineering · doi:10.1109/ner49283.2021.9441086 · Cited by 11
Lund, A. E., Corrêa, C. M. C., Fardo, F., Fleming, S. M., & Allen, M. (2023) · doi:10.31234/osf.io/p97s5 · Cited by 11
Self-citationValeriani, D., O’Flynn, L. C., Worthley, A., Sichani, A. H., & Simonyan, K. (2022) · Journal of Neural Engineering · doi:10.1088/1741-2552/ac96a5 · Cited by 10
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Metadata
- Authors
- Bang, D., & Fleming, S. M.
- Affiliations
- Wellcome Centre for Human Neuroimaging (GB)
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2018-05-21
- Volume
- 115
- Issue
- 23
- Pages
- 6082-6087
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC6003322
- OpenAlex
- W2803340568
- Cited by
- 207
- References
- 48
- Citations by year
- 2026: 17 · 2025: 24 · 2024: 22 · 2023: 25 · 2022: 32 · 2021: 27 · 2020: 36 · 2019: 15 · 2018: 9
- FWCI
- 12.95
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Licence
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Max Planck Digital Library (submittedVersion)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Funders
- Wellcome (203147/Z/16/Z)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Keywords
- decision confidence, medial prefrontal cortex, pregenual anterior cingulate cortex, perceptual decision making, expected performance, posterior parietal cortex, ventral striatum, pre-supplementary motor area, confidence estimation, prefrontal lesions
- MeSH terms
- Adult, Brain, Brain Mapping, Choice Behavior, Decision Making, Female, Gyrus Cinguli, Humans, Magnetic Resonance Imaging, Male, Reproducibility of Results, Prefrontal Cortex
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