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Disentangling the origins of confidence in speeded perceptual judgments through multimodal imaging.
Proc Natl Acad Sci U S A. 2020 04 14; 117(15):8382-8390.PN

Abstract

The human capacity to compute the likelihood that a decision is correct-known as metacognition-has proven difficult to study in isolation as it usually cooccurs with decision making. Here, we isolated postdecisional from decisional contributions to metacognition by analyzing neural correlates of confidence with multimodal imaging. Healthy volunteers reported their confidence in the accuracy of decisions they made or decisions they observed. We found better metacognitive performance for committed vs. observed decisions, indicating that committing to a decision may improve confidence. Relying on concurrent electroencephalography and hemodynamic recordings, we found a common correlate of confidence following committed and observed decisions in the inferior frontal gyrus and a dissociation in the anterior prefrontal cortex and anterior insula. We discuss these results in light of decisional and postdecisional accounts of confidence and propose a computational model of confidence in which metacognitive performance naturally improves when evidence accumulation is constrained upon committing a decision.

Authors+Show Affiliations

Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland; michael.pereira@univ-grenoble-alpes.fr. Laboratory of Cognitive Neuroscience, Brain Mind Institute, Faculty of Life Sciences, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland. Laboratoire de Psychologie et Neurocognition, CNRS UMR 5105, Université Grenoble Alpes, 38400 Saint-Martin-d'Hères, France.Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland. Laboratory of Cognitive Neuroscience, Brain Mind Institute, Faculty of Life Sciences, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland. Laboratoire de Psychologie et Neurocognition, CNRS UMR 5105, Université Grenoble Alpes, 38400 Saint-Martin-d'Hères, France.Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland.Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland. Laboratory of Cognitive Neuroscience, Brain Mind Institute, Faculty of Life Sciences, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland.Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland. Laboratory of Cognitive Neuroscience, Brain Mind Institute, Faculty of Life Sciences, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland. Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, 41121 Modena, Italy.Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland.Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland.Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland. Laboratory of Cognitive Neuroscience, Brain Mind Institute, Faculty of Life Sciences, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland. Department of Neurology, University Hospital Geneva, 1205 Geneva, Switzerland.Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland. Medical Image Processing Lab, Institute of Bioengineering, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland. Department of Radiology and Medical Informatics, University of Geneva, 1205 Geneva, Switzerland.Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, 1202 Geneva, Switzerland. Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX 78712. Department of Neurology, The University of Texas at Austin, Austin, TX 78712.

Pub Type(s)

Journal Article
Research Support, Non-U.S. Gov't

Language

eng

PubMed ID

32238562

Citation

Pereira, Michael, et al. "Disentangling the Origins of Confidence in Speeded Perceptual Judgments Through Multimodal Imaging." Proceedings of the National Academy of Sciences of the United States of America, vol. 117, no. 15, 2020, pp. 8382-8390.
Pereira M, Faivre N, Iturrate I, et al. Disentangling the origins of confidence in speeded perceptual judgments through multimodal imaging. Proc Natl Acad Sci U S A. 2020;117(15):8382-8390.
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). Disentangling the origins of confidence in speeded perceptual judgments through multimodal imaging. Proceedings of the National Academy of Sciences of the United States of America, 117(15), 8382-8390. https://doi.org/10.1073/pnas.1918335117
Pereira M, et al. Disentangling the Origins of Confidence in Speeded Perceptual Judgments Through Multimodal Imaging. Proc Natl Acad Sci U S A. 2020 04 14;117(15):8382-8390. PubMed PMID: 32238562.
* Article titles in AMA citation format should be in sentence-case
TY - JOUR T1 - Disentangling the origins of confidence in speeded perceptual judgments through multimodal imaging. AU - Pereira,Michael, AU - Faivre,Nathan, AU - Iturrate,Iñaki, AU - Wirthlin,Marco, AU - Serafini,Luana, AU - Martin,Stéphanie, AU - Desvachez,Arnaud, AU - Blanke,Olaf, AU - Van De Ville,Dimitri, AU - Millán,José Del R, Y1 - 2020/04/01/ PY - 2020/4/3/pubmed PY - 2020/8/1/medline PY - 2020/4/3/entrez KW - EEG KW - confidence KW - error monitoring KW - fMRI KW - metacognition SP - 8382 EP - 8390 JF - Proceedings of the National Academy of Sciences of the United States of America JO - Proc Natl Acad Sci U S A VL - 117 IS - 15 N2 - The human capacity to compute the likelihood that a decision is correct-known as metacognition-has proven difficult to study in isolation as it usually cooccurs with decision making. Here, we isolated postdecisional from decisional contributions to metacognition by analyzing neural correlates of confidence with multimodal imaging. Healthy volunteers reported their confidence in the accuracy of decisions they made or decisions they observed. We found better metacognitive performance for committed vs. observed decisions, indicating that committing to a decision may improve confidence. Relying on concurrent electroencephalography and hemodynamic recordings, we found a common correlate of confidence following committed and observed decisions in the inferior frontal gyrus and a dissociation in the anterior prefrontal cortex and anterior insula. We discuss these results in light of decisional and postdecisional accounts of confidence and propose a computational model of confidence in which metacognitive performance naturally improves when evidence accumulation is constrained upon committing a decision. SN - 1091-6490 UR - https://www.unboundmedicine.com/medline/citation/32238562/Disentangling_the_origins_of_confidence_in_speeded_perceptual_judgments_through_multimodal_imaging_ DB - PRIME DP - Unbound Medicine ER -