Cited by 747Neural and Behavioral Psychology StudiesMemory Processes and InfluencesCognitive Functions and Memory

The DOI matches its Crossref record; 153 of the 155 references it cites were found in a registry or an index, and 2 are not checked yet.

The neural basis of metacognitive ability

Open access
Fleming, Stephen M., Dolan, Raymond J.·2012·Philosophical Transactions of the Royal Society B: Biological Sciences

Abstract

Ability in various cognitive domains is often assessed by measuring task performance, such as the accuracy of a perceptual categorization. A similar analysis can be applied to metacognitive reports about a task to quantify the degree to which an individual is aware of his or her success or failure. Here, we review the psychological and neural underpinnings of metacognitive accuracy, drawing on research in memory and decision-making. These data show that metacognitive accuracy is dissociable from task performance and varies across individuals. Convergent evidence indicates that the function of the rostral and dorsal aspect of the lateral prefrontal cortex (PFC) is important for the accuracy of retrospective judgements of performance. In contrast, prospective judgements of performance may depend upon medial PFC. We close with a discussion of how metacognitive processes relate to concepts of cognitive control, and propose a neural synthesis in which dorsolateral and anterior prefrontal cortical subregions interact with interoceptive cortices (cingulate and insula) to promote accurate judgements of performance.

Overview

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.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1098/rstb.2011.0417

Cites

153 of 155 references verified0 citation errors · 0 not checkable

Statistics

Figures

Figure 1. (a) A schematic adapted from Shimamura [16] showing how the levels of Nelson and Narens' cognitive psychology model of metacognition can be naturally mapped onto a hierarchical brain structure. (b) The left panel shows a first-order process, such as a simple visual discrimination, that may occur in the absence of metacognitive report. The right panel shows the same discrimination, this time with the information available for a second-order commentary about the decision.
Figure 1. (a) A schematic adapted from Shimamura [16] showing how the levels of Nelson and Narens' cognitive psychology model of metacognition can be naturally mapped onto a hierarchical brain structure. (b) The left panel shows a first-order process, such as a simple visual discrimination, that may occur in the absence of metacognitive report. The right panel shows the same discrimination, this time with the information available for a second-order commentary about the decision.CC BY · PubMed Central
Figure 2. (a) Contingency tables for (i) type 1 SDT, and (ii) type 2 SDT. Rows correspond to objective states of the world; columns correspond to subjects' reports about the world; FA, false alarm; CR, correct rejection. In the type 2 table, ‘high’ and ‘low’ refer to decision confidence. The linking arrow and colour scheme indicates that ‘correct’ and ‘incorrect’ states of the world for the type 2 analysis are derived from averaging particular type 1 outcomes. (b) (i) Example of a type 2 receiver operating characteristic (ROC) function for a single subject in a perceptual decision task where performance is held constant using a staircase procedure. The shaded area indicates the strength of the relationship between performance and confidence. (ii) Theoretical type 2 ROC functions for different levels of type 1 d′ (assuming neutral type 1 response criteria) demonstrating that metacognitive accuracy is predicted to increase as task performance increases.
Figure 2. (a) Contingency tables for (i) type 1 SDT, and (ii) type 2 SDT. Rows correspond to objective states of the world; columns correspond to subjects' reports about the world; FA, false alarm; CR, correct rejection. In the type 2 table, ‘high’ and ‘low’ refer to decision confidence. The linking arrow and colour scheme indicates that ‘correct’ and ‘incorrect’ states of the world for the type 2 analysis are derived from averaging particular type 1 outcomes. (b) (i) Example of a type 2 receiver operating characteristic (ROC) function for a single subject in a perceptual decision task where performance is held constant using a staircase procedure. The shaded area indicates the strength of the relationship between performance and confidence. (ii) Theoretical type 2 ROC functions for different levels of type 1 d′ (assuming neutral type 1 response criteria) demonstrating that metacognitive accuracy is predicted to increase as task performance increases.CC BY · PubMed Central
Figure 3. Data from a visual decision task demonstrating a dissociation of metacognitive accuracy from task performance. Subjects made a visual decision (either an orientation or contrast judgement) and then provided a retrospective confidence rating. A measure of metacognitive accuracy was derived from these ratings by calculating the area under the type 2 ROC function. Performance on the orientation judgement task did not predict task performance on the contrast judgement task (a). However, metacognitive accuracy was strongly correlated between tasks (b), suggesting that it is both independent of task performance and stable within individuals. Reproduced with permission from Song et al. [70].
Figure 3. Data from a visual decision task demonstrating a dissociation of metacognitive accuracy from task performance. Subjects made a visual decision (either an orientation or contrast judgement) and then provided a retrospective confidence rating. A measure of metacognitive accuracy was derived from these ratings by calculating the area under the type 2 ROC function. Performance on the orientation judgement task did not predict task performance on the contrast judgement task (a). However, metacognitive accuracy was strongly correlated between tasks (b), suggesting that it is both independent of task performance and stable within individuals. Reproduced with permission from Song et al. [70].CC BY · PubMed Central
Figure 4. Convergent evidence for a role of rostrolateral PFC in metacognitive accuracy. (a) Across individuals, grey matter volume in rlPFC was found to positively correlate (hot colours) with metacognitive accuracy (type 2 ROC area) after controlling for differences in task performance [21]. (b) In a complementary study, BOLD signal in right posterior-lateral BA10 was positively correlated with metacognitive accuracy (gamma) but not differences in task performance [96]. (c) The necessity of lateral PFC for metacognitive accuracy was confirmed by combining TMS with SDT: following repetitive TMS to bilateral dlPFC, subjects exhibited reduced meta-d′ (the type 2 d′ expected from a given level of type 1 sensitivity) despite intact task performance [20]. Panels reproduced with permission from [21,96,20].
Figure 4. Convergent evidence for a role of rostrolateral PFC in metacognitive accuracy. (a) Across individuals, grey matter volume in rlPFC was found to positively correlate (hot colours) with metacognitive accuracy (type 2 ROC area) after controlling for differences in task performance [21]. (b) In a complementary study, BOLD signal in right posterior-lateral BA10 was positively correlated with metacognitive accuracy (gamma) but not differences in task performance [96]. (c) The necessity of lateral PFC for metacognitive accuracy was confirmed by combining TMS with SDT: following repetitive TMS to bilateral dlPFC, subjects exhibited reduced meta-d′ (the type 2 d′ expected from a given level of type 1 sensitivity) despite intact task performance [20]. Panels reproduced with permission from [21,96,20].CC BY · PubMed Central

Verification

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.

A few free checks a day · papers already verified open instantly · results are public

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?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

Cites

Show all 153 references

Research works printed but not linked: 3

  1. Shimamura A. P., 2008, Handbook of memory and metamemory: essays in honor of Thomas O. Nelson, 373
  2. Schwartz B., 2008, Handbook of memory and metamemory: essays in honor of Thomas O. Nelson, 355
  3. Lau H., 2010, Frontiers of consciousness: Chichele lectures

Cited by

Sorted by citations

Metadata

Authors
Fleming, S. M., & Dolan, R. J.
Affiliations
  • New York University (US)
  • Wellcome Centre for Human Neuroimaging (GB)
Corresponding author
Fleming, Stephen M.
Venue
Philosophical Transactions of the Royal Society B: Biological Sciences
Published
2012-05-19
Volume
367
Issue
1594
Pages
1338-1349
ISSN
  • 0962-8436 (ISSN-L)
  • 1471-2970
OpenAlex
W2155610381
Cited by
747
References
153
Citations by year
2026: 71 · 2025: 69 · 2024: 65 · 2023: 52 · 2022: 49 · 2021: 64 · 2020: 66 · 2019: 57 · 2018: 49 · 2017: 55 · 2016: 46 · 2015: 30 · 2014: 39 · 2013: 22 · 2012: 9
FWCI
2.53
Type
journal article
Language
en
Open access
Locations
  • Philosophical Transactions of the Royal Society B Biological Sciences (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • UCL Discovery (University College London) (submittedVersion)
  • Max Planck Digital Library (submittedVersion, other-oa)
  • MPG.PuRe (Max Planck Society) (submittedVersion, other-oa)
Funders
Wellcome Trust (091593, 078865/Z/05/Z)
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
  • Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
Keywords
metacognition, metacognitive accuracy, lateral prefrontal cortex, medial prefrontal cortex, dorsolateral prefrontal cortex, anterior cingulate cortex, insula, interoception, cognitive control, memory, decision-making, individual differences
MeSH terms
Animals, Cognition, Decision Making, Humans, Memory, Neural Pathways, Prefrontal Cortex

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