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Know thyself: Metacognitive networks and measures of consciousness
Authors:Antoine Pasquali  Bert Timmermans  Axel Cleeremans
Affiliation:1. Consciousness, Cognition, and Computation Group, Université Libre de Bruxelles, 1050 Bruxelles, Belgium;2. Neuroimaging Group, Department of Psychiatry, University Hospital of Cologne, 50937 Köln, Germany;3. Neurogenics Research Unit, Adam Neurogenics, 20240 Solaro, France;1. Trinity College Institute for Neuroscience and School of Psychology, Trinity College Dublin, Dublin 2, Ireland;2. Department of Automatic Control and Systems Engineering, The University of Sheffield, Mappin Street, Sheffield, UK;1. Institute of Cognitive Neuroscience, University College London, London WC1N 3AR, United Kingdom;2. École Normale Supérieure, Département des Études Cognitives, Paris, France;1. Katholische Universität Eichstätt-Ingolstadt, Fakultät für Psychologie und Pädagogik, Professur für Allgemeine Psychologie II, Eichstätt, Germany;2. Katholische Universität Eichstätt-Ingolstadt, Fakultät für Psychologie und Pädagogik, Lehrstuhl für Allgemeine Psychologie, Eichstätt, Germany;1. Cognitive Neuroimaging Unit, CEA DRF/I2BM, INSERM, Université Paris-Sud, Université Paris-Saclay, F-91191 Gif/Yvette, France;2. Language and Brain Lab, School of Education and the Sagol School of Neuroscience, Tel Aviv University, Tel Aviv 69978, Israel;3. Collège de France, 11 Place Marcelin Berthelot, 75005 Paris, France;1. Max Planck UCL Centre for Computational Psychiatry and Ageing Research, University College London, London, United Kingdom;2. Wellcome Centre for Human Neuroimaging, University College London, London, United Kingdom;3. Department of Experimental Psychology, University College London, London, United Kingdom;4. Institut Jean Nicod, Département d’études cognitives, PSL Research University, Paris, France;5. Laboratoire de neurosciences cognitives et computationnelles, Département d’études cognitives, PSL Research University, Paris, France;6. School of Psychology, Trinity College Dublin, Dublin, Ireland;7. Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland;8. Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
Abstract:Subjective measures of awareness rest on the assumption that conscious knowledge is knowledge that participants know they possess. Post-Decision Wagering (PDW), recently proposed as a new measure of awareness, requires participants to place a high or a low wager on their decisions. Whereas advantageous wagering indicates awareness of the knowledge on which the decisions are based, cases in which participants fail to optimize their wagers suggest performance without awareness. Here, we hypothesize that wagering and other subjective measures of awareness reflect metacognitive capacities subtended by self-developed metarepresentations that inform an agent about its own internal states. To support this idea, we present three simulations in which neural networks learn to wager on their own responses. The simulations illustrate essential properties that are required for such metarepresentations to influence PDW as a measure of awareness. Results demonstrate a good fit to human data. We discuss the implications of this modeling work for our understanding of consciousness and its measures.
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