Overlapping and unique neural circuits are activated during perceptual decision making and confidence
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Abstract
The period of making a perceptual decision is often followed by a period of rating confidence where one evaluates the likely accuracy of the initial decision. However, it remains unclear whether the same or different neural circuits are engaged during periods of perceptual decision making and confidence report. To address this question, we conducted two functional MRI experiments in which we dissociated the periods related to perceptual decision making and confidence report by either separating their respective regressors or asking for confidence ratings only in the second half of the experiment. We found that perceptual decision making and confidence reports gave rise to activations in large and mostly overlapping brain circuits including frontal, parietal, posterior, and cingulate regions with the results being remarkably consistent across the two experiments. Further, the confidence report period activated a number of unique regions, whereas only early sensory areas were activated for the decision period across the two experiments. We discuss the possible reasons for this overlap and explore their implications about theories of perceptual decision making and visual metacognition.
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Metacognitive judgments heighten activity in a network of prefrontal regions, notably dorsal anterior cingulate cortex and lateral frontopolar cortex.
“Such comparisons have highlighted a network of prefrontal regions, notably dorsal anterior cingulate cortex and lateral frontopolar cortex, in which activity is heightened when metacognitive judgments are required (Fleming et al. 2012, Qiu et al. 2018, Yeon et al. 2020).”
From Metacognition and Confidence: A Review and Synthesis (2024) · cites this paper as Yeon et al. 2020
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Cites
Brainard, D. H. (1997) · Spatial Vision · doi:10.1163/156856897x00357 · Cited by 19,308 · see citing works
The VideoToolbox software for visual psychophysics: transforming numbers into movies
Pelli, D. G. (1997) · Spatial Vision · doi:10.1163/156856897x00366 · Cited by 11,110 · see citing works
(1966) · Medical Entomology and Zoology · Cited by 10,293 · see citing works
Signal detection theory and psychophysics
Ingleby, D. (1967) · Journal of Sound and Vibration · doi:10.1016/0022-460x(67)90197-6 · Cited by 8,616 · see citing works
Kleiner, M., Brainard, D., & Pelli, D. G. (2007) · MPG.PuRe (Max Planck Society) · Cited by 3,751 · see citing works
Statistical Parametric Mapping: The Analysis of Functional Brain Images
Penny, W. D., Friston, K. J., Ashburner, J., Kiebel, S. J., & Thomas, N. (2007) · UCL Discovery (University College London) · Cited by 3,339 · see citing works
Gusnard, D. A., Akbudak, E., Shulman, G. L., & Raichle, M. E. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.071043098 · Cited by 2,997 · see citing works
People thinking about thinking peopleThe role of the temporo-parietal junction in “theory of mind”
Saxe, R., & Kanwisher, N. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00230-1 · Cited by 2,316 · see citing works
The multiple-demand (MD) system of the primate brain: mental programs for intelligent behaviour
Duncan, J. (2010) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2010.01.004 · Cited by 1,846 · see citing works
(1994) · The MIT Press eBooks · doi:10.7551/mitpress/4561.001.0001 · Cited by 1,741 · see citing works
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 · see citing works
Neural correlates, computation and behavioural impact of decision confidence
Kepecs, A., Uchida, N., Zariwala, H. A., & Mainen, Z. F. (2008) · Nature · doi:10.1038/nature07200 · Cited by 809 · see citing works
Statistical parametric mapping
Friston, K. J. (2007) · Elsevier eBooks · doi:10.1016/b978-012372560-8/50002-4 · Cited by 790 · see citing works
The neural basis of metacognitive ability
Fleming, S. M., & Dolan, R. J. (2012) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2011.0417 · Cited by 747 · see citing works
Metacognition in human decision-making: confidence and error monitoring
Yeung, N., & Summerfield, C. (2012) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2011.0416 · Cited by 667 · see citing works
Gorgolewski, K. J., Varoquaux, G. P., Rivera, G., Schwarz, Y., Ghosh, S., Maumet, C., Sochat, V., Nichols, T. E., Poldrack, R. A., Poline, J., et al. (2015) · Frontiers in Neuroinformatics · doi:10.3389/fninf.2015.00008 · Cited by 554 · see citing works
Confidence in value-based choice
De Martino, B., Fleming, S. M., Garrett, N., & Dolan, R. J. (2013) · Nature Neuroscience · doi:10.1038/nn.3279 · Cited by 534 · see citing works
Confidence and certainty: Distinct probabilistic quantities for different goals
Pouget, A., Drugowitsch, J., & Kepecs, A. (2016) · Nature Neuroscience · doi:10.1038/nn.4240 · Cited by 528 · see citing works
Relative blindsight in normal observers and the neural correlate of visual consciousness
Lau, H. C., & Passingham, R. E. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0607716103 · Cited by 518 · see citing works
Burock, M. A., Buckner, R. L., Woldorff, M. G., Rosen, B. R., & Dale, A. M. (1998) · Neuroreport · doi:10.1097/00001756-199811160-00030 · Cited by 518 · see citing works
Study design in fMRI: Basic principles
Amaro, E., & Barker, G. J. (2006) · Brain and Cognition · doi:10.1016/j.bandc.2005.11.009 · Cited by 513 · see citing works
Rhesus monkeys know when they remember
Hampton, R. R. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.071600998 · Cited by 493 · see citing works
Self-Evaluation of Decision-Making: A General Bayesian Framework for Metacognitive Computation
Fleming, S. M., & Daw, N. D. (2017) · Psychological Review · doi:10.1037/rev0000045 · Cited by 489 · see citing works
Rounis, E., Maniscalco, B., Rothwell, J. C., Passingham, R. E., & Lau, H. (2010) · Cognitive Neuroscience · doi:10.1080/17588921003632529 · Cited by 407 · see citing works
Galvin, S. J., Podd, J. V., Drga, V., & Whitmore, J. (2003) · Psychonomic Bulletin & Review · doi:10.3758/bf03196546 · Cited by 405 · see citing works
The role of the prefrontal cortex in dynamic filtering
Shimamura, A. P. (2000) · Psychobiology · doi:10.3758/bf03331979 · Cited by 394 · see citing works
Perceptual Decision Making in Rodents, Monkeys, and Humans
Hanks, T. D., & Summerfield, C. (2017) · Neuron · doi:10.1016/j.neuron.2016.12.003 · Cited by 388 · see citing works
The construction of confidence in a perceptual decision
Zylberberg, A., Barttfeld, P., & Sigman, M. (2012) · Frontiers in Integrative Neuroscience · doi:10.3389/fnint.2012.00079 · Cited by 297 · see citing works
Subjective Confidence Predicts Information Seeking in Decision Making
Desender, K., Boldt, A., & Yeung, N. (2018) · Psychological Science · doi:10.1177/0956797617744771 · Cited by 296 · see citing works
Shared neural markers of decision confidence and error detection
Boldt, A., & Yeung, N. (2015) · The Journal of Neuroscience · doi:10.1523/jneurosci.0797-14.2015 · Cited by 274 · see citing works
Morales, J., Lau, H., & Fleming, S. M. (2018) · The Journal of Neuroscience · doi:10.1523/jneurosci.2360-17.2018 · Cited by 274 · see citing works
Signatures of a Statistical Computation in the Human Sense of Confidence
Sanders, J. I., Hangya, B., & Kepecs, A. (2016) · Neuron · doi:10.1016/j.neuron.2016.03.025 · Cited by 253 · see citing works
Perceptual confidence neglects decision-incongruent evidence in the brain
Peters, M. A. K., Thesen, T., Ko, Y., Maniscalco, B., Carlson, C., Davidson, M., Doyle, W., Kuzniecky, R., Devinsky, O., Halgren, E., et al. (2017) · Nature Human Behaviour · doi:10.1038/s41562-017-0139 · Cited by 250 · see citing works
Attention induces conservative subjective biases in visual perception
Rahnev, D., Maniscalco, B., Graves, T., Huang, E., de Lange, F. P., & Lau, H. (2011) · Nature Neuroscience · doi:10.1038/nn.2948 · Cited by 241 · see citing works
Self-citationPrestimulus alpha-band power biases visual discrimination confidence, but not accuracy
Samaha, J., Iemi, L., & Postle, B. R. (2017) · Consciousness and Cognition · doi:10.1016/j.concog.2017.02.005 · Cited by 225 · see citing works
Distinct encoding of decision confidence in human medial prefrontal cortex
Bang, D., & Fleming, S. M. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1800795115 · Cited by 207 · see citing works
Causal Role of Dorsolateral Prefrontal Cortex in Human Perceptual Decision Making
Philiastides, M. G., Auksztulewicz, R., Heekeren, H. R., & Blankenburg, F. (2011) · Current Biology · doi:10.1016/j.cub.2011.04.034 · Cited by 200 · see citing works
Causal evidence for frontal cortex organization for perceptual decision making
Rahnev, D., Nee, D. E., Riddle, J., Larson, A. S., & D’Esposito, M. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1522551113 · Cited by 200 · see citing works
Self-citationEffects of cortical microstimulation on confidence in a perceptual decision
Fetsch, C. R., Kiani, R., Newsome, W. T., & Shadlen, M. N. (2014) · Neuron · doi:10.1016/j.neuron.2014.07.011 · Cited by 185 · see citing works
Two Types of ROC Curves and Definitions of Parameters
Clarke, F. R., Birdsall, T. G., & Tanner, W. P. (1959) · The Journal of the Acoustical Society of America · doi:10.1121/1.1907764 · Cited by 183 · see citing works
Action-Specific Disruption of Perceptual Confidence
Fleming, S. M., Maniscalco, B., Ko, Y., Amendi, N., Ro, T., & Lau, H. C. (2014) · Psychological Science · doi:10.1177/0956797614557697 · Cited by 169 · see citing works
Statistical Analysis of fMRI Data
Ashby, F. G. (2011) · The MIT Press eBooks · doi:10.7551/mitpress/8764.001.0001 · Cited by 160 · see citing works
Multivoxel neurofeedback selectively modulates confidence without changing perceptual performance
Cortese, A., Amano, K., Koizumi, A., Kawato, M., & Lau, H. (2016) · Nature Communications · doi:10.1038/ncomms13669 · Cited by 157 · see citing works
Direct injection of noise to the visual cortex decreases accuracy but increases decision confidence
Rahnev, D. A., Maniscalco, B., Luber, B., Lau, H., & Lisanby, S. H. (2012) · Journal of Neurophysiology · doi:10.1152/jn.00985.2011 · Cited by 156 · see citing works
Self-citationNeural mediators of changes of mind about perceptual decisions
Fleming, S. M., van der Putten, E. J., & Daw, N. D. (2018) · Nature Neuroscience · doi:10.1038/s41593-018-0104-6 · Cited by 155 · see citing works
Distinguishing the Roles of Dorsolateral and Anterior PFC in Visual Metacognition
Shekhar, M., & Rahnev, D. (2018) · The Journal of Neuroscience · doi:10.1523/jneurosci.3484-17.2018 · Cited by 154 · see citing works
Self-citationConfidence Leak in Perceptual Decision Making
Rahnev, D., Koizumi, A., McCurdy, L. Y., D’Esposito, M., & Lau, H. C. (2015) · Psychological Science · doi:10.1177/0956797615595037 · Cited by 151 · see citing works
Self-citationRahnev, D., Desender, K., Lee, A. L. F., Adler, W. T., Aguilar-Lleyda, D., Akdoğan, B., Arbuzova, P., Atlas, L. Y., Balcı, F., Bang, J. W., et al. (2020) · Nature Human Behaviour · doi:10.1038/s41562-019-0813-1 · Cited by 151 · see citing works
Self-citationGherman, S., & Philiastides, M. G. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.11.036 · Cited by 144 · see citing works
Rahnev, D., Lau, H. C., & de Lange, F. P. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.1478-11.2011 · Cited by 142 · see citing works
Self-citationDecision noise: An explanation for observed violations of signal detection theory
Mueller, S. T., & Weidemann, C. T. (2008) · Psychonomic Bulletin & Review · doi:10.3758/pbr.15.3.465 · Cited by 141 · see citing works
Zylberberg, A., Fetsch, C. R., & Shadlen, M. N. (2016) · eLife · doi:10.7554/elife.17688 · Cited by 140 · see citing works
Statistical Analysis of fMRI Data
Ashby, F. G. (2019) · The MIT Press eBooks · doi:10.7551/mitpress/11557.001.0001 · Cited by 140 · see citing works
The signal processing architecture underlying subjective reports of sensory awareness
Maniscalco, B., & Lau, H. (2016) · Neuroscience of Consciousness · doi:10.1093/nc/niw002 · Cited by 133 · see citing works
Neuronal Correlates of Metacognition in Primate Frontal Cortex
Middlebrooks, P. G., & Sommer, M. A. (2012) · Neuron · doi:10.1016/j.neuron.2012.05.028 · Cited by 124 · see citing works
The impact of evidence reliability on sensitivity and bias in decision confidence.
Boldt, A., de Gardelle, V., & Yeung, N. (2017) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/xhp0000404 · Cited by 110 · see citing works
Causal Evidence for Mnemonic Metacognition in Human Precuneus
Ye, Q., Zou, F., Lau, H. C., Hu, Y., & Kwok, S. C. (2018) · Journal of Neuroscience · doi:10.1523/jneurosci.0660-18.2018 · Cited by 109 · see citing works
A Mathematical Framework for Statistical Decision Confidence
Hangya, B., Sanders, J. I., & Kepecs, Á. (2016) · Neural Computation · doi:10.1162/neco_a_00864 · Cited by 107 · see citing works
Does perceptual confidence facilitate cognitive control?
Koizumi, A., Maniscalco, B., & Lau, H. C. (2015) · Attention Perception & Psychophysics · doi:10.3758/s13414-015-0843-3 · Cited by 97 · see citing works
Sensory noise increases metacognitive efficiency
Bang, J. W., Shekhar, M., & Rahnev, D. (2019) · Journal of Experimental Psychology: General · doi:10.1037/xge0000511 · Cited by 94 · see citing works
Self-citationContinuous Theta Burst Stimulation of Angular Gyrus Reduces Subjective Recollection
Yazar, Y., Bergström, Z. M., & Simons, J. S. (2014) · PLoS ONE · doi:10.1371/journal.pone.0110414 · Cited by 93 · see citing works
Computations underlying confidence in visual perception.
Spence, M. L., Dux, P. E., & Arnold, D. H. (2016) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/xhp0000179 · Cited by 89 · see citing works
Samaha, J., Barrett, J. J., Sheldon, A. D., LaRocque, J. J., & Postle, B. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00851 · Cited by 88 · see citing works
Spatial dependence of the nonlinear BOLD response at short stimulus duration
Pfeuffer, J., McCullough, J. C., de Moortele, P. V., Uǧurbil, K., & Hu, X. P. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00035-1 · Cited by 80 · see citing works
Fechner’s law in metacognition: A quantitative model of visual working memory confidence.
van den Berg, R., Yoo, A. H., & Ma, W. J. (2017) · Psychological Review · doi:10.1037/rev0000060 · Cited by 79 · see citing works
Capturing the temporal evolution of choice across prefrontal cortex
Hunt, L. T., Behrens, T. E. J., Hosokawa, T., Wallis, J. D., & Kennerley, S. W. (2015) · eLife · doi:10.7554/elife.11945 · Cited by 74 · see citing works
Disentangling 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 · see citing works
Rahnev, D., Kok, P., Munneke, M. A. M., Bahdo, L., de Lange, F. P., & Lau, H. C. (2013) · Journal of Neurophysiology · doi:10.1152/jn.00209.2013 · Cited by 71 · see citing works
Self-citationUnconscious information changes decision accuracy but not confidence
Vlassova, A., Donkin, C., & Pearson, J. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1403619111 · Cited by 70 · see citing works
Rahnev, D., Bahdo, L., de Lange, F. P., & Lau, H. C. (2012) · Journal of Neurophysiology · doi:10.1152/jn.00184.2012 · Cited by 69 · see citing works
Self-citationSure I'm Sure: Prefrontal Oscillations Support Metacognitive Monitoring of Decision Making
Wokke, M. E., Axel Cleeremans, B., & Ridderinkhof, K. R. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.1612-16.2016 · Cited by 65 · see citing works
Associative Recognition Memory Awareness Improved by Theta-Burst Stimulation of Frontopolar Cortex
Ryals, A. J., Rogers, L. M., Gross, E. Z., Polnaszek, K. L., & Voss, J. L. (2015) · Cerebral Cortex · doi:10.1093/cercor/bhu311 · Cited by 60 · see citing works
A stochastic detection and retrieval model for the study of metacognition
Jang, Y., Wallsten, T. S., & Huber, D. E. (2012) · Psychological Review · doi:10.1037/a0025960 · Cited by 59 · see citing works
Metacognition: Knowing about knowing
(1996) · Computers & Mathematics with Applications · doi:10.1016/s0898-1221(96)90008-5 · Cited by 58 · see citing works
Desender, K., Filip Van Opstal, A., Hughes, G., & den Bussche, E. V. (2016) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2016.01.003 · Cited by 52 · see citing works
Georgiev, D., Rocchi, L., Tocco, P., Speekenbrink, M., Rothwell, J. C., & Jahanshahi, M. (2016) · Brain stimulation · doi:10.1016/j.brs.2016.04.004 · Cited by 51 · see citing works
A metacognitive illusion in monkeys
Ferrigno, S., Kornell, N., & Cantlon, J. F. (2017) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2017.1541 · Cited by 48 · see citing works
Uncertainty and confidence from the triple-network perspective: Voxel-based meta-analyses
White, T. P., Engen, N. H., Sørensen, S., Overgaard, M. S., & Shergill, S. S. (2014) · Brain and Cognition · doi:10.1016/j.bandc.2013.12.002 · Cited by 45 · see citing works
Hurme, M., Koivisto, M., Revonsuo, A., & Railo, H. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.02.060 · Cited by 43 · see citing works
Top-Down Control of Perceptual Decision Making by the Prefrontal Cortex
Rahnev, D. (2017) · Current Directions in Psychological Science · doi:10.1177/0963721417709807 · Cited by 28 · see citing works
Self-citationSupplementary Eye Field Encodes Confidence in Decisions Under Risk
So, N., & Stuphorn, V. (2015) · Cerebral Cortex · doi:10.1093/cercor/bhv025 · Cited by 26 · see citing works
Stimulation in the Dorsolateral Prefrontal Cortex Changes Subjective Evaluation of Percepts
Chiang, T.-C., Lu, R., Hsieh, S., Chang, Y.-H., & Yang, Y. K. (2014) · PLoS ONE · doi:10.1371/journal.pone.0106943 · Cited by 23 · see citing works
Evidence accumulation determines conscious accessPreprint
Pereira, M., Mégevand, P., Tan, M. X., Chang, W., Wang, S., Rezai, A. R., Seeck, M., Corniola, M. V., Momjian, S., Bernasconi, F., et al. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.07.10.196659 · Cited by 8 · see citing works
A behavioral method to manipulate metacognitive awareness independent of stimulus awareness
Song, A., Koizumi, A., & Lau, H. C. (2015) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199688890.003.0005 · Cited by 7 · see citing works
Xiong (1999) · doi:10.1002/(sici)1097-0193(1999)8:2/3
Flagged first, then by citations
1 of the 86 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [65]Weiskrantz L Blindsight: A Case Study and Its Implications 1986 Oxford Oxford University Press
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 · see citing works
“Such comparisons have highlighted a network of prefrontal regions, notably the dorsal anterior cingulate cortex and lateral frontopolar cortex, in which activity is heightened when metacognitive judgments are required (Fleming et al., 2012, Qiu et al., 2018, Yeon et al., 2020).”
Disentangling 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 · see citing works
Visual metacognition: Measures, models, and neural correlates.
Rahnev, D. (2021) · American Psychologist · doi:10.1037/amp0000937 · Cited by 58 · see citing works
Self-citationOn second thoughts: changes of mind in decision-making
Stone, C., Mattingley, J. B., & Rangelov, D. (2022) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2022.02.004 · Cited by 57 · see citing works
Human perceptual and metacognitive decision-making rely on distinct brain networks
Luzio, P. D., Tarasi, L., Silvanto, J., Avenanti, A., & Romei, V. (2022) · PLoS Biology · doi:10.1371/journal.pbio.3001750 · Cited by 55 · see citing works
Shekhar, M., & Rahnev, D. (2023) · Journal of Experimental Psychology General · doi:10.1037/xge0001524 · Cited by 47 · see citing works
Self-citationThe suboptimality of perceptual decision making with multiple alternatives
Yeon, J., & Rahnev, D. (2020) · Nature Communications · doi:10.1038/s41467-020-17661-z · Cited by 30 · see citing works
Self-citationMetacognition and confidence: A review and synthesisPreprint
Fleming, S. M. (2023) · doi:10.31234/osf.io/ge7tz · Cited by 27 · see citing works
The timing of confidence computations in human prefrontal cortex
Xue, K., Zheng, Y., Rafiei, F., & Rahnev, D. (2023) · Cortex · doi:10.1016/j.cortex.2023.08.009 · Cited by 24 · see citing works
Self-citationMultiple brain activation patterns for the same perceptual decision-making task
Nakuci, J., Yeon, J., Haddara, N., Kim, J. H., Kim, S.-P., & Rahnev, D. (2025) · Nature Communications · doi:10.1038/s41467-025-57115-y · Cited by 14 · see citing works
Self-citationEarly neural activity changes associated with stimulus detection during visual conscious perception
Khalaf, A. F., Kronemer, S. I., Christison-Lagay, K. L., Kwon, H., Li, J., Wu, K., & Blumenfeld, H. (2022) · Cerebral Cortex · doi:10.1093/cercor/bhac140 · Cited by 19 · see citing works
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 12 · see citing works
Automatic multisensory integration follows subjective confidence rather than objective performance
Gao, Y., Xue, K., Odegaard, B., & Rahnev, D. (2025) · Communications Psychology · doi:10.1038/s44271-025-00221-w · Cited by 10 · see citing works
Self-citationNeural Correlates of Metacognition Impairment in Opioid Addiction
Moeller, S. J., Abeykoon, S. K., Dhayagude, P., Varnas, B., Weinstein, J. J., Perlman, G., Gil, R. B., Fleming, S. M., & Abi‐Dargham, A. (2024) · Biological Psychiatry Cognitive Neuroscience and Neuroimaging · doi:10.1016/j.bpsc.2024.07.014 · Cited by 8 · see citing works
The timing of confidence computations in human prefrontal cortexPreprint
Xue, K., Zheng, Y., Rafiei, F., & Rahnev, D. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.03.21.533662 · Cited by 6 · see citing works
Self-citationShared and Diverging Neural Dynamics Underlying False and Veridical Perception
Haarsma, J., Hetenyi, D., & Kok, P. (2025) · Journal of Neuroscience · doi:10.1523/jneurosci.1479-24.2025 · Cited by 5 · see citing works
Task learning is subserved by a domain-general brain network
Yeon, J., Larson, A. S., Rahnev, D., & D’Esposito, M. (2024) · Cerebral Cortex · doi:10.1093/cercor/bhae013 · Cited by 4 · see citing works
Self-citationA neurocomputational model of decision and confidence in object recognition task
Roshan, S. S., Sadeghnejad, N., Sharifizadeh, F., & Ebrahimpour, R. (2024) · Neural Networks · doi:10.1016/j.neunet.2024.106318 · Cited by 4 · see citing works
Luzio, P. D., Tarasi, L., Avenanti, A., Silvanto, J., Sel, A., & Romei, V. (2026) · Communications Biology · doi:10.1038/s42003-026-10770-3 · Cited by 4 · see citing works
Behavior can be decoded across the cortex when individual differences are considered
Nakuci, J., Yeon, J., Kim, J. H., Kim, S.-P., & Rahnev, D. (2024) · Imaging Neuroscience · doi:10.1162/imag_a_00359 · Cited by 4 · see citing works
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Pereira, M., Skiba, R. M., Cojan, Y., Vuilleumier, P. O., & Bègue, I. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.10.22.465492 · Cited by 2 · see citing works
Цехмистренко, Т. А., Obukhov, D. K., & Omar, S. (2023) · Morphology · doi:10.17816/morph.562844 · Cited by 1 · see citing works
Confidence-accuracy dissociations in perceptual decision making
Rahnev, D. (2026) · Vision Research · doi:10.1016/j.visres.2026.108831 · Cited by 1 · see citing works
Self-citationTowards an integrative neuroscience of metacognition
Fleming, S. M. (2026) · Nature reviews. Neuroscience · doi:10.1038/s41583-026-01081-x · Cited by 2 · see citing works
Early neural activity changes associated with visual conscious perceptionPreprint
Khalaf, A. F., Kronemer, S. I., Christison-Lagay, K. L., Kwon, H., Li, J., Wu, K., & Blumenfeld, H. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.12.08.471137
Task learning is subserved by a domain-general brain networkPreprint
Yeon, J., Larson, A. S., Rahnev, D., & D’Esposito, M. (2022) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2022.12.07.519504
Self-citationSubconscious information elicits distinct metacognition following Active Decision-Making
Shan, L., Wang, Y., Wu, R., Huang, Y., & Dai, J. (2026) · Biomedical Signal Processing and Control · doi:10.1016/j.bspc.2026.110660
Building worlds of your own: the functional role of metacognitive bias in metacognition
Romanazzi, D., Pasini, A., Tarasi, L., & Romei, V. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1792782
Perceptual learning without feedback is accompanied with systematic changes in confidence processing
Hosseinizaveh, N., & Mamassian, P. (2026) · Neuroscience of Consciousness · doi:10.1093/nc/niag035
Supramodal Coding of Detection and Confidence in the Human CortexPreprint
Porte, P., Robin, A., Boscher, F., Dezier, C., Goueytes, D., Mahdian, S., Hoffmann, D., Kahane, P., Minotti, L., Pereira, M., et al. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.10.16.759637
- Authors
- Yeon, J., Shekhar, M., & Rahnev, D.
- Affiliations
- Georgia Institute of Technology (US)
- Corresponding author
- Yeon, Jiwon
- Venue
- Scientific Reports
- Published
- 2020-11-27
- Volume
- 10
- Issue
- 1
- Pages
- 20761-20761
- ISSN
- 2045-2322 (ISSN-L)
- PMC
- PMC7699640
- OpenAlex
- W3109138797
- Cited by
- 30
- References
- 86
- Citations by year
- 2026: 7 · 2025: 3 · 2024: 4 · 2023: 6 · 2022: 5 · 2021: 3 · 2020: 2
- FWCI
- 2.15
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Scientific Reports (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Funders
- U.S. Naval Research Laboratory (N00014-20-1-2622)
- National Institutes of Health (R01MH119189)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Keywords
- perceptual decision making, confidence reports, metacognition, neural circuits, decision confidence, frontal cortex, parietal cortex, posterior cingulate cortex, sensory processing
- MeSH terms
- Adult, Brain Mapping, Decision Making, Female, Humans, Magnetic Resonance Imaging, Male, Motion Perception, Visual Perception, Prefrontal Cortex, Young Adult
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