eLife · 2018 · 118 citations · 86 references
Life SciencesNeurosciencePsychologyBehavioral NeuroscienceCognitive NeuroscienceMetacognitionBehavioral Decision-makingConfidence JudgmentsDecision-making ModelsElectroencephalographyFunctional NeuroimagingMetacognitive ControlConfidence MeasuresJudgment ConfidenceMotion Direction DiscriminationPerceptual ConfidencePerceptual RepresentationPrefrontal Cortex CircuitsVentromedial Prefrontal CortexVentromedial Prefrontal Function
Choice confidence, an individual's internal estimate of judgment accuracy, plays a critical role in adaptive behaviour, yet its neural representations during decision formation remain underexplored. Here, we recorded simultaneous EEG-fMRI while participants performed a direction discrimination task and rated their confidence on each trial. Using multivariate single-trial discriminant analysis of the EEG, we identified a stimulus-independent component encoding confidence, which appeared prior to subjects' explicit choice and confidence report, and was consistent with a confidence measure predicted by an accumulation-to-bound model of decision-making. Importantly, trial-to-trial variability in this electrophysiologically-derived confidence signal was uniquely associated with fMRI responses in the ventromedial prefrontal cortex (VMPFC), a region not typically associated with confidence for perceptual decisions. Furthermore, activity in the VMPFC was functionally coupled with regions of the frontal cortex linked to perceptual decision-making and metacognition. Our results suggest that the VMPFC holds an early confidence representation arising from decision dynamics, preceding and potentially informing metacognitive evaluation.
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PsychoPy—Psychophysics software in Python
Jonathan W. Peirce · Journal of Neuroscience Methods · 2007 · 4.9K citations · Full text
Prefrontal-Subcortical Pathways Mediating Successful Emotion Regulation
Tor D. Wager, Matthew Davidson, Brent Hughes et al. · Neuron · 2008 · 1.8K citations · Full text