1
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Boschin EA, Ainsworth M, Galeazzi JM, Buckley MJ. Memories or decisions? Bridging accounts of frontopolar function. Neuropsychologia 2025; 211:109119. [PMID: 40058578 DOI: 10.1016/j.neuropsychologia.2025.109119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2024] [Revised: 02/25/2025] [Accepted: 03/07/2025] [Indexed: 03/15/2025]
Abstract
Frontopolar cortex (FPC), for a long time elusive to functional description, is now associated with a wide range of cognitive processes. Prominent accounts of FPC function emerged from studies of memory (e.g., episodic and prospective memory; EM and PM, respectively) and of executive function (e.g., planning, multi-tasking, relational reasoning, cognitive branching, etc). In recent years, FPC function has begun to be described within the context of value-based decision making in terms of monitoring the value of alternatives and optimizing cognitive resources to balance the explore/exploit dilemma in the face of volatile environments. In this perspective, we propose that the broad counterfactual inference and behavioural flexibility account can help re-interpret findings from EM and PM studies and offer an explanatory bridge between the memory and executive function accounts. More specifically, we propose that counterfactual value monitoring in FPC modulates the reallocation of cognitive resources between present and past information and contributes to efficient episodic and prospective retrieval by concurrently assessing the value of competing memories in relation to the decision at hand and proactively evaluating future potential scenarios to anticipate optimal engagement of intentions.
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Affiliation(s)
- Erica A Boschin
- Department of Experimental Psychology, University of Oxford, Tinsley Building, Mansfield Road, OX1 3SR, UK.
| | - Matthew Ainsworth
- Department of Experimental Psychology, University of Oxford, Tinsley Building, Mansfield Road, OX1 3SR, UK
| | - Juan M Galeazzi
- Department of Experimental Psychology, University of Oxford, Tinsley Building, Mansfield Road, OX1 3SR, UK
| | - Mark J Buckley
- Department of Experimental Psychology, University of Oxford, Tinsley Building, Mansfield Road, OX1 3SR, UK
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2
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Capkova L, Ainsworth M, Mansouri FA, Buckley MJ. Dissociating Frontal Lobe Lesion Induced Deficits in Rule Value Learning Using Reinforcement Learning Models and a WCST Analog. eNeuro 2025; 12:ENEURO.0117-25.2025. [PMID: 40393730 DOI: 10.1523/eneuro.0117-25.2025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2025] [Revised: 04/01/2025] [Accepted: 04/07/2025] [Indexed: 05/22/2025] Open
Abstract
Distinct frontal regions make dissociable contributions to rule-guided decision-making, including the ability to learn and exploit associations between abstract rules and reward value, maintain those rules in memory, and evaluate choice outcomes. Value-based learning can be quantified using reinforcement learning (RL) models predicting optimal trial-wise choices and estimating learning rates, which can then be related to the intact functioning of specific brain areas by combining a modeling approach with lesion-behavioral data. We applied a three-parameter feedback-dependent RL model to behavioral data obtained from macaques with circumscribed lesions to the principal sulcus (PS), anterior cingulate cortex (ACC), orbitofrontal cortex (OFC), superior dorsolateral prefrontal cortex (sdlPFC), and frontopolar cortex (FPC) performing a Wisconsin card sorting task (WCST) analog. Our modeling-based approach identified distinct lesion effects on component cognitive mechanisms contributing to WCST performance. OFC lesions decreased the rate of rule value updating following both positive and negative feedback. In contrast, we found no deficit in rule value updating following PS lesions, which instead made monkeys less likely to repeat correct choices when rule values were well established, suggesting a crucial role of the PS in the working memory maintenance of rule representations. Finally, ACC lesions produced a specific deficit in learning from negative feedback, as well as impaired the ability to repeat choices following highly surprising reward, supporting a proposed role for ACC in flexibly switching between a trial-and-error mode and a working memory mode in response to increased error likelihood.
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Affiliation(s)
- Lucie Capkova
- Department of Experimental Psychology, University of Oxford, Oxford OX1 3SR, United Kingdom
| | - Matthew Ainsworth
- Department of Experimental Psychology, University of Oxford, Oxford OX1 3SR, United Kingdom
| | - Farshad A Mansouri
- Cognitive Neuroscience Laboratory, Department of Physiology, Monash Biomedicine Discovery Institute, Monash University, Melbourne, Victoria 3800, Australia
- ARC Centre of Excellence for Integrative Brain Function, Monash University, Melbourne, Victoria 3800, Australia
| | - Mark J Buckley
- Department of Experimental Psychology, University of Oxford, Oxford OX1 3SR, United Kingdom
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3
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Subias L, Katsu N, Yamada K. Metacognition in nonhuman primates: a review of current knowledge. Primates 2025; 66:9-25. [PMID: 39673592 PMCID: PMC11735554 DOI: 10.1007/s10329-024-01169-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Accepted: 10/31/2024] [Indexed: 12/16/2024]
Abstract
Metacognition, the ability to monitor and control one's own cognitive processes, has long been considered a hallmark of human cognition. However, two decades of research have provided compelling evidence of metacognitive-like abilities in some nonhuman primates. This review synthesizes current knowledge on the subject, highlighting key experimental paradigms and empirical findings, with an emphasis on the latest studies. Thanks to advances in methods and efforts to counter alternative explanations, there is now a consensus that great apes and some macaque species can monitor and control some of their cognitive processes. Despite numerous investigations, however, whether capuchin monkeys are metacognitive remains unclear. Critical gaps persist in our understanding of metacognition across species. We discuss the importance of expanding research to include a wider range of primate species and the potential role of ecological factors in shaping metacognitive capacities. In addition, we consider some promising avenues for future research, including neurophysiological approaches, studies of metacognitive errors, and field experiments.
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Affiliation(s)
- Lorraine Subias
- Graduate School of Human Sciences, Osaka University, 1-2 Yamadaoka, Suita, Osaka, Japan.
| | - Noriko Katsu
- Graduate School of Human Sciences, Osaka University, 1-2 Yamadaoka, Suita, Osaka, Japan
| | - Kazunori Yamada
- Graduate School of Human Sciences, Osaka University, 1-2 Yamadaoka, Suita, Osaka, Japan
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4
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Subias L, Katsu N, Yamada K. Metacognition in wild Japanese macaques: cost and stakes influencing information-seeking behavior. Anim Cogn 2024; 27:22. [PMID: 38441831 PMCID: PMC10914859 DOI: 10.1007/s10071-024-01851-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Revised: 10/20/2023] [Accepted: 10/25/2023] [Indexed: 03/07/2024]
Abstract
Metacognition allows us to evaluate memories and knowledge, thus enabling us to distinguish between what we know and what we do not. Studies have shown that species other than humans may possess similar abilities. However, the number of species tested was limited. Testing ten free-ranging Japanese macaques (Macaca fuscata) on a task in which they had to find food hidden inside one of the four opaque tubes, we investigated whether these subjects would seek information when needed. The monkeys could look inside the tubes before selecting one. We varied three parameters: the baiting process, the cost that monkeys had to pay to look inside the tubes, and the reward at stake. We assessed whether and how these parameters would affect the monkeys' tendency to look inside the tube before selecting one. When they were not shown which tube contained the reward, nine monkeys looked significantly more frequently in at least one condition. Half of them tended to reduce their looks when the cost was high, but only when they already knew the location of the reward. When a high-quality reward was at stake, four monkeys tended to look more inside the tubes, even though they already knew the reward's location. Our results are consistent with those of rhesus macaques, suggesting that metacognitive-like abilities may be shared by Cercopithecidae, and that, at least some monkeys may be aware of their lack of knowledge.
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Affiliation(s)
- Lorraine Subias
- Graduate School of Human Sciences, Osaka University, 1-2 Yamadaoka, Suita, Osaka, Japan.
| | - Noriko Katsu
- Graduate School of Human Sciences, Osaka University, 1-2 Yamadaoka, Suita, Osaka, Japan
| | - Kazunori Yamada
- Graduate School of Human Sciences, Osaka University, 1-2 Yamadaoka, Suita, Osaka, Japan
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5
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Manrique HM, Read DW, Walker MJ. On some statistical and cerebral aspects of the limits of working memory capacity in anthropoid primates, with particular reference to Pan and Homo, and their significance for human evolution. Neurosci Biobehav Rev 2024; 158:105543. [PMID: 38220036 DOI: 10.1016/j.neubiorev.2024.105543] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2023] [Revised: 12/10/2023] [Accepted: 01/09/2024] [Indexed: 01/16/2024]
Abstract
Some comparative ontogenetic data imply that effective working-memory capacity develops in ways that are independent of brain size in humans. These are interpreted better from neuroscientific considerations about the continuing development of neuronal architecture in adolescents and young adults, than from one about gross brain mass which already is reached in childhood. By contrast, working-memory capacity in Pan never develops beyond that of three- or four-year-old children. The phylogenetic divergence begs the question of whether it is any longer plausible to infer from the fossil record, that over the past two million years, an ostensibly gradual increase in endocranial volumes, assigned to the genus Homo, can be correlated in a scientifically-meaningful manner with the gradual evolution of our effective executive working memory. It is argued that whereas Pan's effective working-memory capacity is relatively similar to that of its storage working-memory, our working memory is relatively larger with deeper executive control.
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Affiliation(s)
- Héctor M Manrique
- Department of Psychology and Sociology, Universidad de Zaragoza, Campus Universitario de Teruel, Ciudad Escolar, s/n. 44003 Teruel, Spain.
| | - Dwight W Read
- Department of Anthropology and Department of Statistics, University of California, Los Angeles, CA 90095, USA.
| | - Michael J Walker
- Department of Zoology and Physical Anthropology, Faculty of Biology, University of Murcia, Murcia, Spain.
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6
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Abstract
Determining the psychological, computational, and neural bases of confidence and uncertainty holds promise for understanding foundational aspects of human metacognition. While a neuroscience of confidence has focused on the mechanisms underpinning subpersonal phenomena such as representations of uncertainty in the visual or motor system, metacognition research has been concerned with personal-level beliefs and knowledge about self-performance. I provide a road map for bridging this divide by focusing on a particular class of confidence computation: propositional confidence in one's own (hypothetical) decisions or actions. Propositional confidence is informed by the observer's models of the world and their cognitive system, which may be more or less accurate-thus explaining why metacognitive judgments are inferential and sometimes diverge from task performance. Disparate findings on the neural basis of uncertainty and performance monitoring are integrated into a common framework, and a new understanding of the locus of action of metacognitive interventions is developed.
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Affiliation(s)
- Stephen M Fleming
- Department of Experimental Psychology, Wellcome Centre for Human Neuroimaging, and Max Planck UCL Centre for Computational Psychiatry and Ageing Research, University College London, London, United Kingdom;
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7
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Mazor M, Brown S, Ciaunica A, Demertzi A, Fahrenfort J, Faivre N, Francken JC, Lamy D, Lenggenhager B, Moutoussis M, Nizzi MC, Salomon R, Soto D, Stein T, Lubianiker N. The Scientific Study of Consciousness Cannot and Should Not Be Morally Neutral. PERSPECTIVES ON PSYCHOLOGICAL SCIENCE 2022; 18:535-543. [PMID: 36170496 DOI: 10.1177/17456916221110222] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
A target question for the scientific study of consciousness is how dimensions of consciousness, such as the ability to feel pain and pleasure or reflect on one's own experience, vary in different states and animal species. Considering the tight link between consciousness and moral status, answers to these questions have implications for law and ethics. Here we point out that given this link, the scientific community studying consciousness may face implicit pressure to carry out certain research programs or interpret results in ways that justify current norms rather than challenge them. We show that because consciousness largely determines moral status, the use of nonhuman animals in the scientific study of consciousness introduces a direct conflict between scientific relevance and ethics-the more scientifically valuable an animal model is for studying consciousness, the more difficult it becomes to ethically justify compromises to its well-being for consciousness research. Finally, in light of these considerations, we call for a discussion of the immediate ethical corollaries of the body of knowledge that has accumulated and for a more explicit consideration of the role of ideology and ethics in the scientific study of consciousness.
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Affiliation(s)
- Matan Mazor
- Department of Psychological Sciences, Birkbeck, University of London.,Wellcome Centre for Human Neuroimaging, Institute of Neurology, University College London
| | - Simon Brown
- Department of Philosophy, Johns Hopkins University
| | - Anna Ciaunica
- Centre for Philosophy of Science, University of Lisbon
| | - Athena Demertzi
- Physiology of Cognition, GIGA Consciousness Research Unit, Université de Liège.,Fund for Scientific Research, Bruxelles, Belgium
| | - Johannes Fahrenfort
- Department of Psychology, University of Amsterdam.,Department of Experimental and Applied Psychology, Vrije Universiteit
| | - Nathan Faivre
- Centre for Neuroprosthetics and Brain Mind Institute, Faculty of Life Sciences, Swiss Federal Institute of Technology.,University Grenoble Alpes, University Savoie Mont Blanc, CNRS, LPNC
| | - Jolien C Francken
- Faculty of Philosophy, Theology and Religious Studies, Radboud University
| | - Dominique Lamy
- Sagol School of Neuroscience, Tel Aviv University, Tel-Aviv, Israel.,School of Psychological Sciences, Tel Aviv University
| | | | - Michael Moutoussis
- Wellcome Centre for Human Neuroimaging, Institute of Neurology, University College London.,Max Planck-University College London Centre for Computational Psychiatry and Ageing Research, University College London
| | - Marie-Christine Nizzi
- Semel Institute for Neuroscience and Human Behavior, Department of Psychiatry & Biobehavioral Sciences, David Geffen School of Medicine, University of California Los Angeles.,Cognitive Science Program, Dartmouth College.,Institute for Interdisciplinary Brain and Behavioral Sciences, Chapman University
| | - Roy Salomon
- Gonda Multidisciplinary Brain Research Centre, Bar-Ilan University
| | - David Soto
- Basque Centre on Cognition, Brain and Language, San Sebastian, Spain.,Ikerbasque, Basque Foundation for Science, Bilbao, Spain
| | - Timo Stein
- Department of Psychology, University of Amsterdam
| | - Nitzan Lubianiker
- School of Psychological Sciences, Tel Aviv University.,Sagol Brain Institute, Tel-Aviv Medical Centre, Tel Aviv, Israel
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8
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Cai Y, Jin Z, Zhai C, Wang H, Wang J, Tang Y, Kwok SC. Time-sensitive prefrontal involvement in associating confidence with task performance illustrates metacognitive introspection in monkeys. Commun Biol 2022; 5:799. [PMID: 35945257 PMCID: PMC9363445 DOI: 10.1038/s42003-022-03762-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Accepted: 07/22/2022] [Indexed: 11/09/2022] Open
Abstract
Metacognition refers to the ability to be aware of one's own cognition. Ample evidence indicates that metacognition in the human primate is highly dissociable from cognition, specialized across domains, and subserved by distinct neural substrates. However, these aspects remain relatively understudied in macaque monkeys. In the present study, we investigated the functionality of macaque metacognition by combining a confidence proxy, hierarchical Bayesian meta-d' computational modelling, and a single-pulse transcranial magnetic stimulation technique. We found that Brodmann area 46d (BA46d) played a critical role in supporting metacognition independent of task performance; we also found that the critical role of this region in meta-calculation was time-sensitive. Additionally, we report that macaque metacognition is highly domain-specific with respect to memory and perception decisions. These findings carry implications for our understanding of metacognitive introspection within the primate lineage.
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Affiliation(s)
- Yudian Cai
- Shanghai Key Laboratory of Brain Functional Genomics, Key Laboratory of Brain Functional Genomics Ministry of Education, Shanghai Key Laboratory of Magnetic Resonance, Affiliated Mental Health Center (ECNU), School of Psychology and Cognitive Science, East China Normal University, Shanghai, 200062, China.,Division of Natural and Applied Sciences, Duke Kunshan University, Kunshan, Jiangsu, 215316, China.,State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, 100875, China
| | - Zhiyong Jin
- Shanghai Key Laboratory of Brain Functional Genomics, Key Laboratory of Brain Functional Genomics Ministry of Education, Shanghai Key Laboratory of Magnetic Resonance, Affiliated Mental Health Center (ECNU), School of Psychology and Cognitive Science, East China Normal University, Shanghai, 200062, China.,Division of Natural and Applied Sciences, Duke Kunshan University, Kunshan, Jiangsu, 215316, China.,State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, 100875, China
| | - Chenxi Zhai
- Shanghai Key Laboratory of Brain Functional Genomics, Key Laboratory of Brain Functional Genomics Ministry of Education, Shanghai Key Laboratory of Magnetic Resonance, Affiliated Mental Health Center (ECNU), School of Psychology and Cognitive Science, East China Normal University, Shanghai, 200062, China
| | - Huimin Wang
- Shanghai Key Laboratory of Brain Functional Genomics, Key Laboratory of Brain Functional Genomics Ministry of Education, Shanghai Key Laboratory of Magnetic Resonance, Affiliated Mental Health Center (ECNU), School of Psychology and Cognitive Science, East China Normal University, Shanghai, 200062, China.,NYU-ECNU Institute of Brain and Cognitive Science at NYU Shanghai, Shanghai, 200062, China.,Shanghai Changning Mental Health Center, Shanghai, 200335, China
| | - Jijun Wang
- Brain Science and Technology Research Center, Shanghai Jiao Tong University, Shanghai, 200030, China.,CAS Center for Excellence in Brain Science and Intelligence Technology (CEBSIT), Chinese Academy of Science, Shanghai, 200031, China.,Shanghai Key Laboratory of Psychotic Disorders, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200030, China
| | - Yingying Tang
- Shanghai Key Laboratory of Psychotic Disorders, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200030, China.
| | - Sze Chai Kwok
- Shanghai Key Laboratory of Brain Functional Genomics, Key Laboratory of Brain Functional Genomics Ministry of Education, Shanghai Key Laboratory of Magnetic Resonance, Affiliated Mental Health Center (ECNU), School of Psychology and Cognitive Science, East China Normal University, Shanghai, 200062, China. .,Division of Natural and Applied Sciences, Duke Kunshan University, Kunshan, Jiangsu, 215316, China. .,State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, 100875, China. .,Shanghai Changning Mental Health Center, Shanghai, 200335, China.
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9
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Ainsworth M, Wu Z, Browncross H, Mitchell AS, Bell AH, Buckley MJ. Frontopolar cortex shapes brain network structure across prefrontal and posterior cingulate cortex. Prog Neurobiol 2022; 217:102314. [DOI: 10.1016/j.pneurobio.2022.102314] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2021] [Revised: 04/08/2022] [Accepted: 07/01/2022] [Indexed: 11/16/2022]
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10
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Kuchling F, Fields C, Levin M. Metacognition as a Consequence of Competing Evolutionary Time Scales. ENTROPY (BASEL, SWITZERLAND) 2022; 24:601. [PMID: 35626486 PMCID: PMC9141326 DOI: 10.3390/e24050601] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 04/15/2022] [Accepted: 04/19/2022] [Indexed: 12/24/2022]
Abstract
Evolution is full of coevolving systems characterized by complex spatio-temporal interactions that lead to intertwined processes of adaptation. Yet, how adaptation across multiple levels of temporal scales and biological complexity is achieved remains unclear. Here, we formalize how evolutionary multi-scale processing underlying adaptation constitutes a form of metacognition flowing from definitions of metaprocessing in machine learning. We show (1) how the evolution of metacognitive systems can be expected when fitness landscapes vary on multiple time scales, and (2) how multiple time scales emerge during coevolutionary processes of sufficiently complex interactions. After defining a metaprocessor as a regulator with local memory, we prove that metacognition is more energetically efficient than purely object-level cognition when selection operates at multiple timescales in evolution. Furthermore, we show that existing modeling approaches to coadaptation and coevolution-here active inference networks, predator-prey interactions, coupled genetic algorithms, and generative adversarial networks-lead to multiple emergent timescales underlying forms of metacognition. Lastly, we show how coarse-grained structures emerge naturally in any resource-limited system, providing sufficient evidence for metacognitive systems to be a prevalent and vital component of (co-)evolution. Therefore, multi-scale processing is a necessary requirement for many evolutionary scenarios, leading to de facto metacognitive evolutionary outcomes.
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Affiliation(s)
- Franz Kuchling
- Department of Biology, Allen Discovery Center at Tufts University, Medford, MA 02155, USA;
| | - Chris Fields
- 23 Rue des Lavandières, 11160 Caunes Minervois, France;
| | - Michael Levin
- Department of Biology, Allen Discovery Center at Tufts University, Medford, MA 02155, USA;
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA 02138, USA
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11
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Miyamoto K, Setsuie R, Miyashita Y. Conversion of concept-specific decision confidence into integrative introspection in primates. Cell Rep 2022; 38:110581. [PMID: 35354028 DOI: 10.1016/j.celrep.2022.110581] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Revised: 12/21/2021] [Accepted: 03/07/2022] [Indexed: 11/26/2022] Open
Abstract
Introspection based on the integration of uncertain evidence is critical for acting upon abstract thinking and imagining future scenarios. However, it is unknown how confidence read-outs from multiple sources of different concepts are integrated, especially considering the relationships among the concepts. In this study, monkeys performed wagering based on an estimation of their performance in a preceding mnemonic decision. We found that the longer the response times for post-decision wagering, the more relieved the impairments having been caused by frontal disruption. This suggests the existence of a time-consuming compensatory metacognitive process. We found posterior inferior parietal lobe (pIPL) as its candidate, which was not coding the wagering per se (i.e., just high bet or low bet), but became more active when monkeys successfully chose the optimal bet option based on mnemonic decision performance. Thereafter, the pIPL prompts dorsal anterior cingulate cortex to carry the chosen wagering option. Our findings suggest a role for the pIPL in metacognitive concept integration.
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Affiliation(s)
- Kentaro Miyamoto
- Department of Physiology, The University of Tokyo School of Medicine, Bunkyo-ku, Tokyo 113-0033, Japan; Juntendo University, Graduate School of Medicine, Bunkyo-ku, Tokyo 113-8421, Japan; Department of Experimental Psychology, University of Oxford, Oxford, OXON OX1 3TA, UK; Laboratory for Imagination and Executive Functions, RIKEN Center for Brain Science, 2-1 Hirosawa, Wako-shi, Saitama 351-0198, Japan.
| | - Rieko Setsuie
- Department of Physiology, The University of Tokyo School of Medicine, Bunkyo-ku, Tokyo 113-0033, Japan; Juntendo University, Graduate School of Medicine, Bunkyo-ku, Tokyo 113-8421, Japan; Laboratory for Cognition Circuit Dynamics, RIKEN Center for Brain Science, Wako-shi, Saitama 351-0198, Japan; Brain Functional Dynamics Collaboration Laboratory, RIKEN Center for Brain Science, Wako-shi, Saitama 351-0198, Japan
| | - Yasushi Miyashita
- Department of Physiology, The University of Tokyo School of Medicine, Bunkyo-ku, Tokyo 113-0033, Japan; Juntendo University, Graduate School of Medicine, Bunkyo-ku, Tokyo 113-8421, Japan; Laboratory for Cognition Circuit Dynamics, RIKEN Center for Brain Science, Wako-shi, Saitama 351-0198, Japan
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12
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Joo HR, Liang H, Chung JE, Geaghan-Breiner C, Fan JL, Nachman BP, Kepecs A, Frank LM. Rats use memory confidence to guide decisions. Curr Biol 2021; 31:4571-4583.e4. [PMID: 34473948 DOI: 10.1016/j.cub.2021.08.013] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2021] [Revised: 05/29/2021] [Accepted: 08/03/2021] [Indexed: 12/20/2022]
Abstract
Memory enables access to past experiences to guide future behavior. Humans can determine which memories to trust (high confidence) and which to doubt (low confidence). How memory retrieval, memory confidence, and memory-guided decisions are related, however, is not understood. In particular, how confidence in memories is used in decision making is unknown. We developed a spatial memory task in which rats were incentivized to gamble their time: betting more following a correct choice yielded greater reward. Rat behavior reflected memory confidence, with higher temporal bets following correct choices. We applied machine learning to identify a memory decision variable and built a generative model of memories evolving over time that accurately predicted both choices and confidence reports. Our results reveal in rats an ability thought to exist exclusively in primates and introduce a unified model of memory dynamics, retrieval, choice, and confidence.
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Affiliation(s)
- Hannah R Joo
- Medical Scientist Training Program, University of California, San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, USA; Kavli Institute for Fundamental Neuroscience, Center for Integrative Neuroscience, University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158, USA; Department of Physiology, University of California, San Francisco, 401 Parnassus Avenue, San Francisco, CA 94158, USA; Department of Psychiatry, University of California, San Francisco, 401 Parnassus Avenue, San Francisco, CA 94158, USA.
| | - Hexin Liang
- Neuroscience Graduate Program, The Solomon H. Snyder Department of Neuroscience, Johns Hopkins University School of Medicine, 725 N. Wolfe Street, Baltimore, MD 21205, USA
| | - Jason E Chung
- Kavli Institute for Fundamental Neuroscience, Center for Integrative Neuroscience, University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158, USA; Department of Physiology, University of California, San Francisco, 401 Parnassus Avenue, San Francisco, CA 94158, USA; Department of Psychiatry, University of California, San Francisco, 401 Parnassus Avenue, San Francisco, CA 94158, USA; Department of Neurological Surgery, University of California, San Francisco, 505 Parnassus Avenue, San Francisco, CA 94143, USA
| | - Charlotte Geaghan-Breiner
- Kavli Institute for Fundamental Neuroscience, Center for Integrative Neuroscience, University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158, USA; Department of Physiology, University of California, San Francisco, 401 Parnassus Avenue, San Francisco, CA 94158, USA; Department of Psychiatry, University of California, San Francisco, 401 Parnassus Avenue, San Francisco, CA 94158, USA
| | - Jiang Lan Fan
- Bioengineering Graduate Program, University of California, Berkeley/University of California, San Francisco, 1675 Owens Street, San Francisco, CA 94158, USA
| | - Benjamin P Nachman
- Physics Division, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA 94720, USA; Berkeley Institute of Data Science, University of California, Berkeley, 190 Doe Library, Berkeley, CA 94720, USA
| | - Adam Kepecs
- Department of Psychiatry, Washington University School of Medicine, 660 S. Euclid Avenue, St. Louis, MO 63110, USA
| | - Loren M Frank
- Kavli Institute for Fundamental Neuroscience, Center for Integrative Neuroscience, University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158, USA; Department of Physiology, University of California, San Francisco, 401 Parnassus Avenue, San Francisco, CA 94158, USA; Department of Psychiatry, University of California, San Francisco, 401 Parnassus Avenue, San Francisco, CA 94158, USA; Howard Hughes Medical Institute, 4000 Jones Bridge Road, Chevy Chase, MD 20815, USA.
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13
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Zheng Y, Wang D, Ye Q, Zou F, Li Y, Kwok SC. Diffusion property and functional connectivity of superior longitudinal fasciculus underpin human metacognition. Neuropsychologia 2021; 156:107847. [PMID: 33812946 DOI: 10.1016/j.neuropsychologia.2021.107847] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Revised: 03/08/2021] [Accepted: 03/27/2021] [Indexed: 12/13/2022]
Abstract
Metacognition as the capacity of monitoring one's own cognition operates across domains. Here, we addressed whether metacognition in different cognitive domains rely on common or distinct neural substrates with combined diffusion tensor imaging (DTI) and functional magnetic resonance imaging (fMRI) techniques. After acquiring DTI and resting-state fMRI data, we asked participants to perform a temporal-order memory task and a perceptual discrimination task, followed by trial-specific confidence judgments. DTI analysis revealed that the structural integrity (indexed by fractional anisotropy) in the anterior portion of right superior longitudinal fasciculus (SLF) was associated with both perceptual and mnemonic metacognitive abilities. Using perturbed mnemonic metacognitive scores produced by inhibiting the precuneus using TMS, the mnemonic metacognition scores did not correlate with individuals' SLF structural integrity anymore, revealing the relevance of this tract in memory metacognition. To further verify the involvement of several cortical regions connected by SLF, we took the TMS-targeted precuneus region as a seed in a functional connectivity analysis and found the functional connectivity between precuneus and two SLF-connected regions (inferior parietal cortex and precentral gyrus) mediated mnemonic metacognition performance. These results illustrate the importance of SLF and a putative white-matter grey-matter circuitry that supports human metacognition.
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Affiliation(s)
- Yunxuan Zheng
- Shanghai Key Laboratory of Brain Functional Genomics, Key Laboratory of Brain Functional Genomics Ministry of Education, Shanghai Key Laboratory of Magnetic Resonance, Affiliated Mental Health Center (ECNU), School of Psychology and Cognitive Science, East China Normal University, Shanghai, China; NYU-ECNU Institute of Brain and Cognitive Science at NYU Shanghai, Shanghai, China
| | - Danni Wang
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, 200030, China
| | - Qun Ye
- Shanghai Key Laboratory of Brain Functional Genomics, Key Laboratory of Brain Functional Genomics Ministry of Education, Shanghai Key Laboratory of Magnetic Resonance, Affiliated Mental Health Center (ECNU), School of Psychology and Cognitive Science, East China Normal University, Shanghai, China; Department of Psychology (Scarborough), University of Toronto, Toronto, ON M1C 1A4, Canada
| | - Futing Zou
- Shanghai Key Laboratory of Brain Functional Genomics, Key Laboratory of Brain Functional Genomics Ministry of Education, Shanghai Key Laboratory of Magnetic Resonance, Affiliated Mental Health Center (ECNU), School of Psychology and Cognitive Science, East China Normal University, Shanghai, China; Department of Psychology, University of Oregon, Eugene, OR, 97403, USA
| | - Yao Li
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, 200030, China.
| | - Sze Chai Kwok
- Shanghai Key Laboratory of Brain Functional Genomics, Key Laboratory of Brain Functional Genomics Ministry of Education, Shanghai Key Laboratory of Magnetic Resonance, Affiliated Mental Health Center (ECNU), School of Psychology and Cognitive Science, East China Normal University, Shanghai, China; Division of Natural and Applied Sciences, Duke Kunshan University, Kunshan, Jiangsu, China; NYU-ECNU Institute of Brain and Cognitive Science at NYU Shanghai, Shanghai, China; Shanghai Changning Mental Health Center, China.
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Hampton RR, Engelberg JWM, Brady RJ. Explicit memory and cognition in monkeys. Neuropsychologia 2020; 138:107326. [PMID: 31917205 PMCID: PMC8719341 DOI: 10.1016/j.neuropsychologia.2019.107326] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2019] [Revised: 12/16/2019] [Accepted: 12/22/2019] [Indexed: 11/19/2022]
Abstract
Taxonomies of human memory, influenced heavily by Endel Tulving, make a fundamental distinction between explicit and implicit memory. Humans are aware of explicit memories, whereas implicit memories control behavior even though we are not aware of them. Efforts to understand the evolution of memory, and to use nonhuman animals to model human memory, will be facilitated by better understanding the extent to which this critical distinction exists in nonhuman animals. Work with metacognition paradigms in the past 20 years has produced a strong case for the existence of explicit memory in nonhuman primates and possibly other nonhuman animals. Clear dissociations of explicit and implicit memory by metacognition have yet to be demonstrated in nonhumans, although dissociations between memory systems by other behavioral techniques, and by brain manipulations, suggest that the explicit-implicit distinction applies to nonhumans. Neurobehavioral studies of metamemory are beginning to identify neural substrates for memory monitoring in the frontal cortex of monkeys. We have strong evidence that at least some memory systems are explicit in rhesus monkeys, but we need to learn more about the distribution of explicit processes across cognitive systems within monkeys, and across species.
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Affiliation(s)
- Robert R Hampton
- Department of Psychology and Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA.
| | - Jonathan W M Engelberg
- Department of Psychology and Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA
| | - Ryan J Brady
- Department of Psychology and Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA
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