Choice Certainty Is Informed by Both Evidence and Decision Time
Open accessAbstract
"Degree of certainty" refers to the subjective belief, prior to feedback, that a decision is correct. A reliable estimate of certainty is essential for prediction, learning from mistakes, and planning subsequent actions when outcomes are not immediate. It is generally thought that certainty is informed by a neural representation of evidence at the time of a decision. Here we show that certainty is also informed by the time taken to form the decision. Human subjects reported simultaneously their choice and confidence about the direction of a noisy display of moving dots. Certainty was inversely correlated with reaction times and directly correlated with motion strength. Moreover, these correlations were preserved even for error responses, a finding that contradicts existing explanations of certainty based on signal detection theory. We also contrived a stimulus manipulation that led to longer decision times without affecting choice accuracy, thus demonstrating that deliberation time itself informs the estimate of certainty. We suggest that elapsed decision time informs certainty because it serves as a proxy for task difficulty.
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?
People may hold a belief that faster decisions are more likely to be accurate and use feelings of fluency to inform their confidence estimates.
“For instance, we may hold a belief that faster decisions are more likely to be accurate and use these feelings of fluency to inform our confidence estimates (Kiani et al. 2014).”
From Metacognition and Confidence: A Review and Synthesis (2024) · cites this paper as Kiani et al. 2014
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
Brainard, D. H. (1997) · Spatial Vision · doi:10.1163/156856897x00357 · Cited by 19,308 · 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
The Neural Basis of Decision Making
Gold, J. I., & Shadlen, M. N. (2007) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.29.051605.113038 · Cited by 3,764 · see citing works
Self-citationSpatiotemporal energy models for the perception of motion
Adelson, E. H., & Bergen, J. R. (1985) · Journal of the Optical Society of America A · doi:10.1364/josaa.2.000284 · Cited by 3,442 · see citing works
Shadlen, M. N., & Newsome, W. T. (1998) · The Journal of Neuroscience · doi:10.1523/jneurosci.18-10-03870.1998 · Cited by 2,178 · see citing works
Self-citationThe time course of perceptual choice: The leaky, competing accumulator model.
Usher, M., & McClelland, J. L. (2001) · Psychological Review · doi:10.1037/0033-295x.108.3.550 · Cited by 2,152 · see citing works
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 · see citing works
Self-citationNeural Basis of a Perceptual Decision in the Parietal Cortex (Area LIP) of the Rhesus Monkey
Shadlen, M. N., & Newsome, W. T. (2001) · Journal of Neurophysiology · doi:10.1152/jn.2001.86.4.1916 · Cited by 1,755 · see citing works
Self-citationNeurons in the orbitofrontal cortex encode economic value
Padoa-Schioppa, C., & Assad, J. A. (2006) · Nature · doi:10.1038/nature04676 · Cited by 1,598 · see citing works
Roitman, J. D., & Shadlen, M. N. (2002) · The Journal of Neuroscience · doi:10.1523/jneurosci.22-21-09475.2002 · Cited by 1,589 · cited 2× · see citing works
“In the direction discrimination task, stronger motion led to improved accuracy and faster RTs (Figure 1C), as previously shown (Churchland et al., 2008; Ditterich et al., 2003; Huk and Shadlen, 2005; Palmer et al., 2005; Roitman and Shadlen, 2002).”
Self-citationBayesian inference with probabilistic population codes
Ma, W. J., Beck, J. M., Latham, P. E., & Pouget, A. (2006) · Nature Neuroscience · doi:10.1038/nn1790 · Cited by 1,457 · see citing works
The simplest complete model of choice response time: Linear ballistic accumulation
Brown, S. D., & Heathcote, A. (2008) · Cognitive Psychology · doi:10.1016/j.cogpsych.2007.12.002 · Cited by 1,130 · 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
Self-citationThe statistical reliability of signals in single neurons in cat and monkey visual cortex
Tolhurst, D. J., Movshon, J. A., & Dean, A. F. (1983) · Vision Research · doi:10.1016/0042-6989(83)90200-6 · Cited by 982 · see citing works
Neural correlates of a decision in the dorsolateral prefrontal cortex of the macaque
Kim, J.-N., & Shadlen, M. N. (1999) · Nature Neuroscience · doi:10.1038/5739 · Cited by 950 · see citing works
Self-citationNeural computations that underlie decisions about sensory stimuli
Gold, J. I., & Shadlen, M. N. (2001) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01567-9 · Cited by 881 · see citing works
Self-citationNeural 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
Two-stage dynamic signal detection: A theory of choice, decision time, and confidence.
Pleskac, T. J., & Busemeyer, J. R. (2010) · Psychological Review · doi:10.1037/a0019737 · Cited by 722 · see citing works
The effect of stimulus strength on the speed and accuracy of a perceptual decision
Palmer, J., Huk, A. C., & Shadlen, M. N. (2005) · Journal of Vision · doi:10.1167/5.5.1 · Cited by 691 · see citing works
Self-citationChanges of mind in decision-making
Resulaj, A., Kiani, R., Wolpert, D. M., & Shadlen, M. N. (2009) · Nature · doi:10.1038/nature08275 · Cited by 678 · see citing works
Self-citationDecision-making with multiple alternatives
Churchland, A. K., Kiani, R., & Shadlen, M. N. (2008) · Nature Neuroscience · doi:10.1038/nn.2123 · Cited by 671 · see citing works
Self-citationProbabilistic population codes for Bayesian decision making
Beck, J. M., Ma, W. J., Kiani, R., Hanks, T., Churchland, A. K., Roitman, J., Shadlen, M. N., Latham, P. E., & Pouget, A. (2008) · Neuron · doi:10.1016/j.neuron.2008.09.021 · Cited by 645 · see citing works
Self-citationA role for neural integrators in perceptual decision making
Mazurek, M. E., Roitman, J. D., Ditterich, J., & Shadlen, M. N. (2003) · Cerebral Cortex · doi:10.1093/cercor/bhg097 · Cited by 620 · see citing works
Self-citationRepresentation of Time by Neurons in the Posterior Parietal Cortex of the Macaque
Leon, M. I., & Shadlen, M. N. (2003) · Neuron · doi:10.1016/s0896-6273(03)00185-5 · Cited by 601 · see citing works
Self-citationA representation of the hazard rate of elapsed time in macaque area LIP
Janssen, P., & Shadlen, M. N. (2005) · Nature Neuroscience · doi:10.1038/nn1386 · Cited by 601 · see citing works
Self-citationResponses of neurons in macaque MT to stochastic motion signals
Britten, K. H., Shadlen, M. N., Newsome, W. T., & Movshon, J. A. (1993) · Visual Neuroscience · doi:10.1017/s0952523800010269 · Cited by 594 · see citing works
Self-citationDecision theory, reinforcement learning, and the brain
Dayan, P., & Daw, N. D. (2008) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/cabn.8.4.429 · Cited by 580 · see citing works
The Cost of Accumulating Evidence in Perceptual Decision Making
Drugowitsch, J., Moreno-Bote, R., Churchland, A. K., Shadlen, M. N., & Pouget, A. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.4010-11.2012 · Cited by 577 · see citing works
Self-citationHuk, A. C., & Shadlen, M. N. (2005) · The Journal of Neuroscience · doi:10.1523/jneurosci.4684-04.2005 · Cited by 538 · see citing works
Self-citationOptimal representation of sensory information by neural populations
Jazayeri, M., & Movshon, J. A. (2006) · Nature Neuroscience · doi:10.1038/nn1691 · Cited by 530 · see citing works
Decision Processes in Visual Perception
(1979) · Elsevier eBooks · doi:10.1016/c2013-0-11654-6 · Cited by 511 · see citing works
Kiani, R., Hanks, T. D., & Shadlen, M. N. (2008) · The Journal of Neuroscience · doi:10.1523/jneurosci.4761-07.2008 · Cited by 500 · see citing works
Self-citationA Sequential Theory of Psychological Discrimination
Link, S. W., & Heath, R. A. (1975) · Psychometrika · doi:10.1007/bf02291481 · Cited by 492 · see citing works
Elapsed Decision Time Affects the Weighting of Prior Probability in a Perceptual Decision Task
Hanks, T. D., Mazurek, M. E., Kiani, R., Hopp, E., & Shadlen, M. N. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.5613-10.2011 · Cited by 378 · see citing works
Self-citationThe Wave Theory of Difference and Similarity
Link, S. W. (2020) · Routledge eBooks · doi:10.1201/9780429054709 · Cited by 355 · see citing works
Efficient computation and cue integration with noisy population codes
Denève, S., Latham, P. E., & Pouget, A. (2001) · Nature Neuroscience · doi:10.1038/90541 · Cited by 351 · see citing works
Cisek, P. (2006) · The Journal of Neuroscience · doi:10.1523/jneurosci.5605-05.2006 · Cited by 344 · see citing works
Neurally constrained modeling of perceptual decision making.
Purcell, B. A., Heitz, R. P., Cohen, J. Y., Schall, J. D., Logan, G. D., & Palmeri, T. J. (2010) · Psychological Review · doi:10.1037/a0020311 · Cited by 335 · see citing works
Probabilistic Interpretation of Population Codes
Zemel, R. S., Dayan, P., & Pouget, A. (1998) · Neural Computation · doi:10.1162/089976698300017818 · Cited by 333 · see citing works
The calibration and resolution of confidence in perceptual judgments
Baranski, J. V., & Petrusic, W. M. (1994) · Perception & Psychophysics · doi:10.3758/bf03205299 · Cited by 308 · see citing works
Probabilistic Interpretation of Population Codes
Zemel, R. S., Dayan, P., & Pouget, A. (1999) · The MIT Press eBooks · doi:10.7551/mitpress/4924.003.0011 · Cited by 308 · 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
Dynamics of neuronal responses in macaque MT and VIP during motion detection
Cook, E. P., & Maunsell, J. H. R. (2002) · Nature Neuroscience · doi:10.1038/nn924 · Cited by 289 · see citing works
The response of neurons in areas V1 and MT of the alert rhesus monkey to moving random dot patterns
Snowden, R. J., Treue, S., & Andersen, R. A. (1992) · Experimental Brain Research · doi:10.1007/bf02259114 · Cited by 263 · see citing works
Modeling confidence and response time in recognition memory.
Ratcliff, R., & Starns, J. J. (2009) · Psychological Review · doi:10.1037/a0014086 · Cited by 250 · see citing works
Ratcliff, R., Hasegawa, Y. T., Hasegawa, R. P., Smith, P. L., & Segraves, M. A. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00393.2006 · Cited by 236 · see citing works
Microstimulation of visual cortex affects the speed of perceptual decisions
Ditterich, J., Mazurek, M. E., & Shadlen, M. N. (2003) · Nature Neuroscience · doi:10.1038/nn1094 · Cited by 234 · see citing works
Self-citationThe response variability of striate cortical neurons in the behaving monkey
Vogels, R., Spileers, W., & Orban, G. A. (1989) · Experimental Brain Research · doi:10.1007/bf00275002 · Cited by 234 · see citing works
The accumulator model of two-choice discrimination
Smith, P. L., & Vickers, D. (1988) · Journal of Mathematical Psychology · doi:10.1016/0022-2496(88)90043-0 · Cited by 223 · see citing works
Accuracy, Information, and Response Time in a Saccadic Decision Task
Reddi, B. A. J., Asrress, K. N., & Carpenter, R. H. S. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00689.2002 · Cited by 217 · see citing works
Posterior Cingulate Cortex Mediates Outcome-Contingent Allocation of Behavior
Hayden, B. Y., Nair, A. C., McCoy, A. N., & Platt, M. L. (2008) · Neuron · doi:10.1016/j.neuron.2008.09.012 · Cited by 199 · see citing works
The relation of the time of a judgment to its accuracy
Henmon, V. A. C. (1911) · Psychological Review · doi:10.1037/h0074579 · Cited by 190 · see citing works
Effects 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
Self-citationBogacz, R., Usher, M., Zhang, J., & McClelland, J. L. (2007) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2007.2059 · Cited by 182 · see citing works
Donkin, C., Brown, S. D., Heathcote, A., & Wagenmakers, E. (2010) · Psychonomic Bulletin & Review · doi:10.3758/s13423-010-0022-4 · Cited by 173 · see citing works
Juslin, P., & Olsson, H. (1997) · Psychological Review · doi:10.1037/0033-295x.104.2.344 · Cited by 172 · see citing works
Probing the locus of confidence judgments: Experiments on the time to determine confidence.
Baranski, J. V., & Petrusic, W. M. (1998) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.24.3.929 · Cited by 163 · see citing works
Ratcliff, R., & Starns, J. J. (2013) · Psychological Review · doi:10.1037/a0033152 · Cited by 160 · see citing works
Kiani, R., Cueva, C. J., Reppas, J. B., & Newsome, W. T. (2014) · Current Biology · doi:10.1016/j.cub.2014.05.049 · Cited by 158 · see citing works
Self-citationA stochastic model for individual choice behavior.
Audley, R. J. (1960) · Psychological Review · doi:10.1037/h0046438 · Cited by 143 · see citing works
Confidence and speed in the two-category judgment
Johnson, D. M. (1939) · University of Michigan Library Repository · Cited by 142 · see citing works
Vickers, D., & Packer, J. (1982) · Acta Psychologica · doi:10.1016/0001-6918(82)90006-3 · Cited by 139 · see citing works
Statement verification: A stochastic model of judgment and response.
Wallsten, T. S., & Gonzalez-Vallejo, C. C. (1994) · Psychological Review · doi:10.1037/0033-295x.101.3.490 · Cited by 128 · 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 time course of visual information accrual guiding eye movement decisions
Caspi, A., Beutter, B. R., & Eckstein, M. P. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0305329101 · Cited by 116 · see citing works
Decision-Making, Errors, and Confidence in the Brain
Rolls, E. T., Fabian Grabenhorst, B., & Deco, G. (2010) · Journal of Neurophysiology · doi:10.1152/jn.00571.2010 · Cited by 115 · see citing works
Short-term response variability of monkey striate neurons
Schiller, P. H., Finlay, B. L., & Volman, S. F. (1976) · Brain Research · doi:10.1016/0006-8993(76)90432-7 · Cited by 77 · see citing works
Relation between belief and performance in perceptual decision making
Drugowitsch, J., Moreno-Bote, R., & Pouget, A. (2014) · PLoS ONE · doi:10.1371/journal.pone.0096511 · Cited by 72 · see citing works
Response Reversals in Recognition Memory.
Zandt, T. V., & Maldonado‐Molina, M. M. (2004) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.30.6.1147 · Cited by 62 · see citing works
Testing models of decision making using confidence ratings in classification.
Balakrishnan, J. D., & Ratcliff, R. (1996) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.22.3.615 · Cited by 53 · see citing works
Integration of Direction Cues Is Invariant to the Temporal Gap between Them
Kiani, R., Churchland, A. K., & Shadlen, M. N. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.2094-13.2013 · Cited by 51 · see citing works
Self-citationLocal Computation of Decision-Relevant Net Sensory Evidence in Parietal Cortex
Bollimunta, A., & Ditterich, J. (2011) · Cerebral Cortex · doi:10.1093/cercor/bhr165 · Cited by 50 · see citing works
The setting and maintenance of criteria representing levels of confidence.
Treisman, M., & Faulkner, A. (1984) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.10.1.119 · Cited by 42 · see citing works
Ferrell, W. R. (1995) · Perception & Psychophysics · doi:10.3758/bf03206511 · Cited by 34 · see citing works
Dynamics of decision-making: from evidence accumulation to preference and belief
Usher, M., Tsetsos, K., Yu, E. C., & Lagnado, D. A. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00758 · Cited by 30 · see citing works
Accumulator and Random-Walk Models of Psychophysical Discrimination: A Counter-Evaluation
Vickers, D., & Smith, P. L. (1985) · Perception · doi:10.1068/p140471 · Cited by 29 · see citing works
Some Relationships between Comparative Judgment, Confidence, and Decision-Time in Weight-Lifting
Pierrel, R., & Murray, C. S. (1963) · The American Journal of Psychology · doi:10.2307/1419996 · Cited by 22 · see citing works
Petrusic, W. M., & Cloutier, P. (1992) · Perception & Psychophysics · doi:10.3758/bf03211644 · Cited by 8 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Sequential Sampling Models in Cognitive Neuroscience: Advantages, Applications, and Extensions
Forstmann, B. U., Ratcliff, R., & Wagenmakers, E. (2015) · Annual Review of Psychology · doi:10.1146/annurev-psych-122414-033645 · Cited by 613 · 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
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
Decision Making and Sequential Sampling from Memory
Shadlen, M. N., & Shohamy, D. (2016) · Neuron · doi:10.1016/j.neuron.2016.04.036 · Cited by 412 · see citing works
Self-citationConfidence as Bayesian probability: From neural origins to behavior
Meyniel, F., Sigman, M., & Mainen, Z. F. (2015) · Neuron · doi:10.1016/j.neuron.2015.09.039 · Cited by 349 · 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
Self-Control as Value-Based Choice
Berkman, E. T., Hutcherson, C. A. C., Livingston, J., Kahn, L. E., & Inzlicht, M. (2017) · Current Directions in Psychological Science · doi:10.1177/0963721417704394 · Cited by 348 · see citing works
Suboptimality in perceptual decision making
Rahnev, D., & Denison, R. N. (2018) · Behavioral and Brain Sciences · doi:10.1017/s0140525x18000936 · Cited by 342 · see citing works
Rouault, M., Seow, T. X. F., Gillan, C. M., & Fleming, S. M. (2018) · Biological Psychiatry · doi:10.1016/j.biopsych.2017.12.017 · Cited by 312 · see citing works
Decision-making in sensorimotor control
Gallivan, J. P., Chapman, C. S., Wolpert, D. M., & Flanagan, J. R. (2018) · Nature reviews. Neuroscience · doi:10.1038/s41583-018-0045-9 · Cited by 305 · see citing works
A common mechanism underlies changes of mind about decisions and confidence
van den Berg, R., Anandalingam, K., Zylberberg, A., Kiani, R., Shadlen, M. N., & Wolpert, D. M. (2016) · eLife · doi:10.7554/elife.12192 · Cited by 270 · see citing works
Self-citationPizzi, G., Scarpi, D., & Pantano, E. (2021) · Journal of Business Research · doi:10.1016/j.jbusres.2020.11.006 · Cited by 265 · see citing works
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
“For instance, we may hold a belief that faster decisions are more likely to be accurate, and use these feelings of fluency to inform our confidence estimates (Kiani et al., 2014).”
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
Moran, R., Teodorescu, A. R., & Usher, M. (2015) · Cognitive Psychology · doi:10.1016/j.cogpsych.2015.01.002 · Cited by 185 · see citing works
Unexpected arousal modulates the influence of sensory noise on confidence
Allen, M., Frank, D., Schwarzkopf, D. S., Fardo, F., Winston, J. S., Hauser, T. U., & Rees, G. (2016) · eLife · doi:10.7554/elife.18103 · Cited by 182 · see citing works
Human 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 · see citing works
Neural evidence accumulation persists after choice to inform metacognitive judgments
Murphy, P. R., Robertson, I. H., Harty, S., & O'Connell, R. G. (2015) · eLife · doi:10.7554/elife.11946 · Cited by 170 · see citing works
Neural Mechanisms of Post-error Adjustments of Decision Policy in Parietal Cortex
Purcell, B. A., & Kiani, R. (2016) · Neuron · doi:10.1016/j.neuron.2015.12.027 · Cited by 152 · see citing works
Self-citationHow Local and Global Metacognition Shape Mental Health
Seow, T. X. F., Rouault, M., Gillan, C. M., & Fleming, S. M. (2021) · Biological Psychiatry · doi:10.1016/j.biopsych.2021.05.013 · Cited by 159 · see citing works
Neural 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
Comparing Bayesian and non-Bayesian accounts of human confidence reports
Adler, W. T., & Ma, W. J. (2018) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1006572 · Cited by 118 · see citing works
Compulsivity reveals a novel dissociation between action and confidence
Vaghi, M. M., Luyckx, F., Sule, A., Fineberg, N. A., Robbins, T. W., & De Martino, B. (2017) · Neuron · doi:10.1016/j.neuron.2017.09.006 · Cited by 145 · see citing works
Explicit representation of confidence informs future value-based decisions
Folke, T., Jacobsen, C., Fleming, S. M., & Martino, B. D. (2016) · Nature Human Behaviour · doi:10.1038/s41562-016-0002 · Cited by 155 · see citing works
Mamassian, P. (2016) · Annual Review of Vision Science · doi:10.1146/annurev-vision-111815-114630 · Cited by 139 · see citing works
Forming 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 · see citing works
Zylberberg, A., Fetsch, C. R., & Shadlen, M. N. (2016) · eLife · doi:10.7554/elife.17688 · Cited by 140 · see citing works
Self-citationConfidence Is the Bridge between Multi-stage Decisions
van den Berg, R., Zylberberg, A., Kiani, R., Shadlen, M. N., & Wolpert, D. M. (2016) · Current Biology · doi:10.1016/j.cub.2016.10.021 · Cited by 125 · see citing works
Self-citationThe neural system of metacognition accompanying decision-making in the prefrontal cortex
Qiu, L., Su, J., Ni, Y., Bai, Y., Zhang, X., Li, X., & Wan, X. (2018) · PLOS Biology · doi:10.1371/journal.pbio.2004037 · Cited by 125 · see citing works
Confidence boosts serial dependence in orientation estimation
Samaha, J., Switzky, M., & Postle, B. R. (2019) · Journal of Vision · doi:10.1167/19.4.25 · Cited by 120 · see citing works
Sources of Metacognitive Inefficiency
Shekhar, M., & Rahnev, D. (2020) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2020.10.007 · Cited by 117 · see citing works
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 · see citing works
The geometry of decision-making in individuals and collectives
Sridhar, V. H., Li, L., Gorbonos, D., Nagy, M., Schell, B. R., Sorochkin, T., Gov, N. S., & Couzin, I. D. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2102157118 · Cited by 120 · see citing works
Representational geometry of perceptual decisions in the monkey parietal cortex
Okazawa, G., Hatch, C. E., Mancoo, A., Machens, C. K., & Kiani, R. (2021) · Cell · doi:10.1016/j.cell.2021.05.022 · Cited by 111 · see citing works
Self-citationPeters, M. A. K., & Lau, H. (2015) · eLife · doi:10.7554/elife.09651 · Cited by 197 · see citing works
The (Neural) Dynamics of Stochastic Choice
Webb, R. (2018) · Management Science · doi:10.1287/mnsc.2017.2931 · Cited by 105 · see citing works
The nature of metacognitive inefficiency in perceptual decision making.
Shekhar, M., & Rahnev, D. (2020) · Psychological Review · doi:10.1037/rev0000249 · Cited by 108 · 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
Siedlecka, M., Paulewicz, B., & Wierzchoń, M. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00218 · Cited by 109 · see citing works
Models, movements, and minds: bridging the gap between decision making and action
Wispinski, N. J., Gallivan, J. P., & Chapman, C. S. (2018) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.13973 · Cited by 105 · see citing works
Purcell, B. A., & Kiani, R. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1524685113 · Cited by 106 · see citing works
Self-citationFleming, S., Massoni, S., Gajdos, T., & Vergnaud, J.-C. (2016) · Neuroscience of Consciousness · doi:10.1093/nc/niw018 · Cited by 96 · see citing works
Confidence predicts speed-accuracy tradeoff for subsequent decisions
Desender, K., Boldt, A., Verguts, T., & Donner, T. H. (2019) · eLife · doi:10.7554/elife.43499 · Cited by 99 · see citing works
On-line confidence monitoring during decision making
Dotan, D., Meyniel, F., & Dehaene, S. (2017) · Cognition · doi:10.1016/j.cognition.2017.11.001 · Cited by 98 · see citing works
Stolyarova, A., Rakhshan, M., Hart, E. E., O’Dell, T. J., Peters, M. A. K., Lau, H. C., Soltani, A., & Izquierdo, A. (2019) · Nature Communications · doi:10.1038/s41467-019-12725-1 · Cited by 90 · see citing works
Shr, Y., Ready, R. C., Orland, B., & Echols, S. (2018) · Ecological Economics · doi:10.1016/j.ecolecon.2018.10.015 · Cited by 93 · see citing works
Piercing of Consciousness as a Threshold-Crossing Operation
Kang, Y. H., Petzschner, F. H., Wolpert, D. M., & Shadlen, M. N. (2017) · Current Biology · doi:10.1016/j.cub.2017.06.047 · Cited by 87 · see citing works
Self-citationTime distortions in Alzheimer’s disease: a systematic review and theoretical integration
Haj, M. E., & Kapogiannis, D. (2016) · npj Aging and Mechanisms of Disease · doi:10.1038/npjamd.2016.16 · Cited by 88 · see citing works
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 77 · 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
Contextual influence on confidence judgments in human reinforcement learning
Lebreton, M. P., Bacily, K., Palminteri, S., & Engelmann, J. B. (2019) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1006973 · Cited by 78 · see citing works
Psychophysical reverse correlation reflects both sensory and decision-making processes
Okazawa, G., Sha, L., Purcell, B. A., & Kiani, R. (2018) · Nature Communications · doi:10.1038/s41467-018-05797-y · Cited by 83 · see citing works
Self-citationLi, H.-H., & Ma, W. J. (2020) · Nature Communications · doi:10.1038/s41467-020-15581-6 · Cited by 81 · see citing works
Vaghi, M. M. S., Hampshire, A., Fineberg, N. A., Kaşer, M., Brühl, A. B., Sahakian, B. J., Chamberlain, S. R., & Robbins, T. W. (2017) · Biological Psychiatry Cognitive Neuroscience and Neuroimaging · doi:10.1016/j.bpsc.2017.05.005 · Cited by 79 · 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
Understanding neural signals of post-decisional performance monitoring: An integrative review
Desender, K., Ridderinkhof, K. R., & Murphy, P. R. (2021) · eLife · doi:10.7554/elife.67556 · Cited by 77 · see citing works
Neural Mechanisms That Make Perceptual Decisions Flexible
Okazawa, G., & Kiani, R. (2022) · Annual Review of Physiology · doi:10.1146/annurev-physiol-031722-024731 · Cited by 77 · see citing works
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 · see citing works
Self-citationSaccade metrics reflect decision-making dynamics during urgent choices
Seideman, J. A., Stanford, T. R., & Salinas, E. (2018) · Nature Communications · doi:10.1038/s41467-018-05319-w · Cited by 72 · see citing works
Carruthers, P., & Williams, D. M. (2022) · Cognition · doi:10.1016/j.cognition.2022.105117 · Cited by 71 · see citing works
Confidence reflects a noisy decision reliability estimate
Boundy-Singer, Z. M., Ziemba, C. M., & Goris, R. L. T. (2022) · Nature Human Behaviour · doi:10.1038/s41562-022-01464-x · Cited by 71 · see citing works
A neural circuit model of decision uncertainty and change-of-mind
Atiya, N. A. A., Rañó, I., Prasad, G., & Wong‐Lin, K. (2019) · Nature Communications · doi:10.1038/s41467-019-10316-8 · Cited by 69 · see citing works
Track It to Crack It: Dissecting Processing Stages with Finger Tracking
Dotan, D., Pinheiro‐Chagas, P., Roumi, F. A., & Dehaene, S. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2019.10.002 · Cited by 70 · see citing works
Confidence in masked orientation judgments is informed by both evidence and visibility
Rausch, M., Hellmann, S., & Zehetleitner, M. (2017) · Attention Perception & Psychophysics · doi:10.3758/s13414-017-1431-5 · Cited by 69 · see citing works
Dynamic expressions of confidence within an evidence accumulation framework
Desender, K., Donner, T. H., & Verguts, T. (2020) · Cognition · doi:10.1016/j.cognition.2020.104522 · Cited by 61 · see citing works
Choice certainty in Discrete Choice Experiments: Will eye tracking provide useful measures?
Uggeldahl, K. C., Jacobsen, C., Lundhede, T., & Olsen, S. B. (2016) · Journal of Choice Modelling · doi:10.1016/j.jocm.2016.09.002 · Cited by 66 · see citing works
Khalvati, K., Kiani, R., & Rao, R. P. N. (2021) · Nature Communications · doi:10.1038/s41467-021-25419-4 · Cited by 64 · see citing works
Self-citationConfidence Forced-Choice and Other Metaperceptual Tasks*
Mamassian, P. (2020) · Perception · doi:10.1177/0301006620928010 · Cited by 60 · see citing works
Consensus Goals in the Field of Visual Metacognition
Rahnev, D., Balsdon, T., Charles, L., de Gardelle, V., Denison, R., Desender, K., Faivre, N., Filevich, E., Fleming, S. M., Jehee, J., et al. (2022) · Perspectives on Psychological Science · doi:10.1177/17456916221075615 · Cited by 63 · see citing works
Sure 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
Visual metacognition: Measures, models, and neural correlates.
Rahnev, D. (2021) · American Psychologist · doi:10.1037/amp0000937 · Cited by 62 · see citing works
Dynamic influences on static measures of metacognition
Desender, K., Vermeylen, L., & Verguts, T. (2022) · Nature Communications · doi:10.1038/s41467-022-31727-0 · Cited by 62 · see citing works
Revealing subthreshold motor contributions to perceptual confidence
Gajdos, T., Fleming, S. M., Garcia, M. S., Weindel, G., & Davranche, K. (2019) · Neuroscience of Consciousness · doi:10.1093/nc/niz001 · Cited by 59 · see citing works
Internal and external sources of variability in perceptual decision-making.
Ratcliff, R., Voskuilen, C., & McKoon, G. (2017) · Psychological Review · doi:10.1037/rev0000080 · Cited by 56 · see citing works
Predicting the Accuracy of a Decision: A Neural Mechanism of ConfidencePreprint
Fetsch, C. R., Kiani, R., & Shadlen, M. N. (2014) · Cold Spring Harbor Symposia on Quantitative Biology · doi:10.1101/sqb.2014.79.024893 · Cited by 54 · see citing works
Self-citationConfidence resets reveal hierarchical adaptive learning in humans
Heilbron, M., & Meyniel, F. (2019) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1006972 · Cited by 52 · see citing works
Samaha, J., & Postle, B. R. (2017) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2017.2035 · Cited by 51 · 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
Subjective experience of difficulty depends on multiple cues
Desender, K., Filip Van Opstal, A., & den Bussche, E. V. (2017) · Scientific Reports · doi:10.1038/srep44222 · Cited by 49 · see citing works
Decision ambiguity is mediated by a late positive potential originating from cingulate cortex
Sun, S., Zhen, S., Fu, Z., Wu, D.-A. J., Shinsuke Shimojo, A., Adolphs, R., Yu, R., & Wang, S. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.06.003 · Cited by 49 · see citing works
Neural and behavioral traces of error awareness
Kirschner, H., Humann, J., Derrfuß, J., Danielmeier, C., & Ullsperger, M. (2020) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-020-00838-w · Cited by 49 · see citing works
Kang, Y. H., Löffler, A., Jeurissen, D., Zylberberg, A. D., Wolpert, D. M., & Shadlen, M. N. (2021) · eLife · doi:10.7554/elife.63721 · Cited by 44 · see citing works
Self-citationThe perceptual and social components of metacognition.
Pescetelli, N., Rees, G. E., & Bahrami, B. (2016) · Journal of Experimental Psychology General · doi:10.1037/xge0000180 · Cited by 48 · see citing works
The Aha! moment: Is insight a different form of problem solving?
Stuyck, H., Aben, B., Axel Cleeremans, B., & den Bussche, E. V. (2021) · Consciousness and Cognition · doi:10.1016/j.concog.2020.103055 · Cited by 49 · see citing works
Predictions Shape Confidence in Right Inferior Frontal Gyrus
Sherman, M. T., Seth, A. K., & Ryota Kanai, C. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.1092-16.2016 · Cited by 55 · see citing works
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 46 · see citing works
Shekhar, M., & Rahnev, D. (2023) · Journal of Experimental Psychology General · doi:10.1037/xge0001524 · Cited by 47 · see citing works
Physiology, Psychoacoustics and Cognition in Normal and Impaired Hearing
van Dijk, P., Başkent, D., Gaudrain, É., de Kleine, E., Wagner, A. E., & Lanting, C. (2016) · Advances in experimental medicine and biology · doi:10.1007/978-3-319-25474-6 · Cited by 49 · see citing works
Ratcliff, R., Sederberg, P. B., Smith, T. A., & Childers, R. (2016) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2016.09.026 · Cited by 46 · see citing works
Feeling a Touch to the Hand on the Foot.
Badde, S., Röder, B., & Heed, T. (2019) · Current Biology · doi:10.1016/j.cub.2019.02.060 · Cited by 67 · see citing works
Examining the robustness of the relationship between metacognitive efficiency and metacognitive bias
Xue, K., Shekhar, M., & Rahnev, D. (2021) · Consciousness and Cognition · doi:10.1016/j.concog.2021.103196 · Cited by 45 · see citing works
Group Augmentation in Realistic Visual-Search Decisions via a Hybrid Brain-Computer Interface
Valeriani, D., Cinel, C., & Poli, R. (2017) · Scientific Reports · doi:10.1038/s41598-017-08265-7 · Cited by 45 · see citing works
Modeling numerosity representation with an integrated diffusion model.
Ratcliff, R., & McKoon, G. (2017) · Psychological Review · doi:10.1037/rev0000085 · Cited by 46 · see citing works
Limitations of Proposed Signatures of Bayesian Confidence
Adler, W. T., & Ma, W. J. (2018) · Neural Computation · doi:10.1162/neco_a_01141 · Cited by 44 · see citing works
The metacognitive abilities of children and adults
Salles, A., Ais, J., Semelman, M., Sigman, M., & Calero, C. I. (2016) · Cognitive Development · doi:10.1016/j.cogdev.2016.08.009 · Cited by 44 · see citing works
Rausch, M., Zehetleitner, M., Steinhauser, M., & Maier, M. E. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.116963 · Cited by 44 · see citing works
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 · see citing works
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 44 · see citing works
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 48 · see citing works
- Authors
- Kiani, R., Corthell, L., & Shadlen, M. N.
- Affiliations
- New York University (US)
- University of Alabama at Birmingham (US)
- Howard Hughes Medical Institute (US)
- Corresponding author
- Kiani, Roozbeh
- Venue
- Neuron
- Publisher
- Elsevier BV
- Published
- 2014-12
- Volume
- 84
- Issue
- 6
- Pages
- 1329-1342
- ISSN
- 0896-6273 (ISSN-L)
- PMC
- PMC4271191
- OpenAlex
- W2101518352
- Cited by
- 470
- References
- 79
- Citations by year
- 2026: 38 · 2025: 42 · 2024: 42 · 2023: 45 · 2022: 45 · 2021: 47 · 2020: 45 · 2019: 37 · 2018: 39 · 2017: 37 · 2016: 38 · 2015: 13 · 2014: 1
- FWCI
- 15.19
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Neuron (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Howard Hughes Medical Institute
- University of Washington
- National Eye Institute (EY11378, R01EY011378, P30EY013079)
- 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, decision time, evidence accumulation, reaction time, motion direction discrimination, signal detection theory, error response, task difficulty, deliberation
- MeSH terms
- Choice Behavior, Eye Movements, Female, Humans, Motion Perception, Photic Stimulation, Reaction Time, Uncertainty, Young Adult
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