Abstract

Visual metacognition—the introspection and evaluation of one’s own visual perceptual processes—is measured through both decision confidence and “metacognitive efficiency.” Metacognitive efficiency refers to an individual’s ability to accurately judge incorrect and correct decisions through confidence ratings given their task performance. Previous imaging studies in humans and nonhuman primates reported widely distributed brain regions being involved in decision confidence and metacognition. However, the neural correlates of metacognition are remarkably inconsistent across studies concerning spatial outline. Therefore, this study investigates the neural correlates of visual metacognition by examining co-activation across regions that scale with visual decision confidence. We hypothesized that interacting processes of perceptual and metacognitive performance contribute to the arising decision confidence in distributed, but segregable co-activating brain regions. To test this hypothesis, we performed task-fMRI in healthy humans during a visual backward masking task with four-scale, post-decision confidence ratings. We measured blood oxygenation covariation patterns, which served as a physiological proxy for co-activation across brain regions. Decision confidence ratings and an individual’s metacognitive efficiency served as behavioral measures for metacognition. We found three distinct co-activation clusters involved in decision confidence: the first included right-centered fronto-temporal-parietal regions, the second included left temporal and parietal regions, and the left basal forebrain (BF), and the third included cerebellar regions. The right fronto-temporal-parietal cluster including the supplementary eye field and the right basal forebrain showed stronger co-activation in subjects with higher metacognitive efficiency. Our results provide novel evidence for co-activation of widely distributed fronto-parieto-temporal regions involved in visual confidence. The supplementary eye field was the only region that activated for both decision confidence and metacognitive efficiency, suggesting the supplementary eye field plays a key role in visual metacognition. Our results link findings in electrophysiology studies and human fMRI studies and provide evidence that confidence estimates arise from the integration of multiple information processing pathways.

Highlights

  • This study investigates the neural correlates of visual metacognition by examining co-activation across regions that vary relative to visual decision confidence

  • A significant increase in mean correct trials was evident with increasing confidence (VS vs. quite sure (QS), p = 0.029; very sure (VS) vs. slightly sure (SS), p < 0.0001; VS vs. not sure (NS), p < 0.0001; QS vs. SS, p = 0.0012, QS vs. NS, p < 0.0001; SS vs. NS, p < 0.0001, multiple comparison corrected for six comparisons across confidence pairs)

  • We were first to investigate co-activation patterns of Blood-oxygen-level dependent (BOLD) activity associated with visual confidence and individuals’ metacognitive efficiency during a backwardmasked visual detection task with post-decision confidence ratings

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Summary

Introduction

This study investigates the neural correlates of visual metacognition by examining co-activation across regions that vary relative to visual decision confidence. Metacognition is defined as the ability to introspect and evaluate the quality of one’s decision making (Metcalfe and Shimamura, 1994; Shimamura, 2000; Fleming and Lau, 2014). Visual metacognition is commonly operationalized through subjective confidence ratings about the accuracy of one’s visual decision-making processes. Decision confidence has been extensively used to quantify metacognition in humans and primates (Kepecs and Mainen, 2012; Mamassian, 2016; Bang and Fleming, 2018; Vaccaro and Fleming, 2018, for review). The neural underpinnings of visual metacognition remain unclear due to diverse findings across studies

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