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Hird EJ, Slanina-Davies A, Lewis G, Hamer M, Roiser JP. From movement to motivation: a proposed framework to understand the antidepressant effect of exercise. Transl Psychiatry 2024; 14:273. [PMID: 38961071 PMCID: PMC11222551 DOI: 10.1038/s41398-024-02922-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 03/28/2024] [Accepted: 05/10/2024] [Indexed: 07/05/2024] Open
Abstract
Depression is the leading cause of disability worldwide, exerting a profound negative impact on quality of life in those who experience it. Depression is associated with disruptions to several closely related neural and cognitive processes, including dopamine transmission, fronto-striatal brain activity and connectivity, reward processing and motivation. Physical activity, especially aerobic exercise, reduces depressive symptoms, but the mechanisms driving its antidepressant effects are poorly understood. Here we propose a novel hypothesis for understanding the antidepressant effects of exercise, centred on motivation, across different levels of explanation. There is robust evidence that aerobic exercise decreases systemic inflammation. Inflammation is known to reduce dopamine transmission, which in turn is strongly implicated in effort-based decision making for reward. Drawing on a broad range of research in humans and animals, we propose that by reducing inflammation and boosting dopamine transmission, with consequent effects on effort-based decision making for reward, exercise initially specifically improves 'interest-activity' symptoms of depression-namely anhedonia, fatigue and subjective cognitive impairment - by increasing propensity to exert effort. Extending this framework to the topic of cognitive control, we explain how cognitive impairment in depression may also be conceptualised through an effort-based decision-making framework, which may help to explain the impact of exercise on cognitive impairment. Understanding the mechanisms underlying the antidepressant effects of exercise could inform the development of novel intervention strategies, in particular personalised interventions and boost social prescribing.
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Affiliation(s)
- E J Hird
- Institute of Cognitive Neuroscience, University College London, London, UK.
| | - A Slanina-Davies
- Institute of Cognitive Neuroscience, University College London, London, UK
| | - G Lewis
- Division of Psychiatry, University College London, London, UK
| | - M Hamer
- Institute of Sport, Exercise and Health, University College London, London, UK
| | - J P Roiser
- Institute of Cognitive Neuroscience, University College London, London, UK
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2
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Queirazza F, Cavanagh J, Philiastides MG, Krishnadas R. Mild exogenous inflammation blunts neural signatures of bounded evidence accumulation and reward prediction error processing in healthy male participants. Brain Behav Immun 2024; 119:197-210. [PMID: 38555987 DOI: 10.1016/j.bbi.2024.03.044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 03/21/2024] [Accepted: 03/28/2024] [Indexed: 04/02/2024] Open
Abstract
BACKGROUND Altered neural haemodynamic activity during decision making and learning has been linked to the effects of inflammation on mood and motivated behaviours. So far, it has been reported that blunted mesolimbic dopamine reward signals are associated with inflammation-induced anhedonia and apathy. Nonetheless, it is still unclear whether inflammation impacts neural activity underpinning decision dynamics. The process of decision making involves integration of noisy evidence from the environment until a critical threshold of evidence is reached. There is growing empirical evidence that such process, which is usually referred to as bounded accumulation of decision evidence, is affected in the context of mental illness. METHODS In a randomised, placebo-controlled, crossover study, 19 healthy male participants were allocated to placebo and typhoid vaccination. Three to four hours post-injection, participants performed a probabilistic reversal-learning task during functional magnetic resonance imaging. To capture the hidden neurocognitive operations underpinning decision-making, we devised a hybrid sequential sampling and reinforcement learning computational model. We conducted whole brain analyses informed by the modelling results to investigate the effects of inflammation on the efficiency of decision dynamics and reward learning. RESULTS We found that during the decision phase of the task, typhoid vaccination attenuated neural signatures of bounded evidence accumulation in the dorsomedial prefrontal cortex, only for decisions requiring short integration time. Consistent with prior work, we showed that, in the outcome phase, mild acute inflammation blunted the reward prediction error in the bilateral ventral striatum and amygdala. CONCLUSIONS Our study extends current insights into the effects of inflammation on the neural mechanisms of decision making and shows that exogenous inflammation alters neural activity indexing efficiency of evidence integration, as a function of choice discriminability. Moreover, we replicate previous findings that inflammation blunts striatal reward prediction error signals.
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Affiliation(s)
- Filippo Queirazza
- School of Health and Wellbeing, University of Glasgow, Glasgow G12 8TB, UK; School of Psychology and Neuroscience, University of Glasgow, Glasgow G12 8QB, UK.
| | - Jonathan Cavanagh
- School of Infection and Immunity, University of Glasgow, Glasgow G12 8TA, UK
| | | | - Rajeev Krishnadas
- School of Psychology and Neuroscience, University of Glasgow, Glasgow G12 8QB, UK; Department of Psychiatry, University of Cambridge, Cambridge, Cambridge Biomedical Campus, Cambridge CB2 0AH, UK
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3
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Zhozhikashvili N, Protopova M, Shkurenko T, Arsalidou M, Zakharov I, Kotchoubey B, Malykh S, Pavlov YG. Working memory processes and intrinsic motivation: An EEG study. Int J Psychophysiol 2024; 201:112355. [PMID: 38718899 DOI: 10.1016/j.ijpsycho.2024.112355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Revised: 04/21/2024] [Accepted: 04/30/2024] [Indexed: 06/11/2024]
Abstract
Processes typically encompassed by working memory (WM) include encoding, retention, and retrieval of information. Previous research has demonstrated that motivation can influence WM performance, although the specific WM processes affected by motivation are not yet fully understood. In this study, we investigated the effects of motivation on different WM processes, examining how task difficulty modulates these effects. We hypothesized that motivation level and personality traits of the participants (N = 48, 32 females; mean age = 21) would modulate the parietal alpha and frontal theta electroencephalography (EEG) correlates of WM encoding, retention, and retrieval phases of the Sternberg task. This effect was expected to be more pronounced under conditions of very high task difficulty. We found that increasing difficulty led to reduced accuracy and increased response time, but no significant relationship was found between motivation and accuracy. However, EEG data revealed that motivation influenced WM processes, as indicated by changes in alpha and theta oscillations. Specifically, higher levels of the Resilience trait-associated with mental toughness, hardiness, self-efficacy, achievement motivation, and low anxiety-were related to increased alpha desynchronization during encoding and retrieval. Increased scores of Subjective Motivation to perform well in the task were related to enhanced frontal midline theta during retention. Additionally, these effects were significantly stronger under conditions of high difficulty. These findings provide insights into the specific WM processes that are influenced by motivation, and underscore the importance of considering both task difficulty and intrinsic motivation in WM research.
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Affiliation(s)
- Natalia Zhozhikashvili
- Faculty of Social Sciences, HSE University, Moscow, Russia; Institute of Medical Psychology and Behavioural Neurobiology, University of Tübingen, Tübingen, Germany.
| | - Maria Protopova
- Center for Language and Brain, HSE University, Moscow, Russia
| | | | | | - Ilya Zakharov
- Ural Federal University named after the first President of Russia B.N. Yeltsin, Yekaterinburg, Russia
| | - Boris Kotchoubey
- Institute of Medical Psychology and Behavioural Neurobiology, University of Tübingen, Tübingen, Germany
| | - Sergey Malykh
- Developmental Behavioral Genetics Lab, Psychological Institute of Russian Academy of Education, Moscow, Russia
| | - Yuri G Pavlov
- Institute of Medical Psychology and Behavioural Neurobiology, University of Tübingen, Tübingen, Germany
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4
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Halperin I, Vigotsky AD. An Integrated Perspective of Effort and Perception of Effort. Sports Med 2024:10.1007/s40279-024-02055-8. [PMID: 38909350 DOI: 10.1007/s40279-024-02055-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/22/2024] [Indexed: 06/24/2024]
Abstract
Effort and the perception of effort (PE) have been extensively studied across disciplines, resulting in multiple definitions. These inconsistencies block scientific progress by impeding effective communication between and within fields. Here, we present an integrated perspective of effort and PE that is applicable to both physical and cognitive activities. We define effort as the energy utilized to perform an action. This definition can be applied to biological entities performing various voluntary or involuntary activities, irrespective of whether the effort contributes to goal achievement. Then, we define PE as the instantaneous experience of utilizing energy to perform an action. This definition builds on that of effort without conflating it with other subjective experiences. We explore the nature of effort and PE as constructs and variables and highlight key considerations in their measurement. Our integrated perspective aims to facilitate a deeper understanding of these constructs, refine research methodologies, and promote interdisciplinary collaborations.
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Affiliation(s)
- Israel Halperin
- Department of Health Promotion, School of Public Health, Faculty of Medical & Health Sciences, Tel-Aviv University, Tel-Aviv, Israel.
- Sylvan Adams Sports Institute, Tel Aviv University, Tel-Aviv, Israel.
| | - Andrew D Vigotsky
- Departments of Biomedical Engineering and Statistics, Northwestern University, Evanston, IL, USA
- Department of Neuroscience, Northwestern University, Chicago, IL, USA
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Bustamante LA, Barch DM, Solis J, Oshinowo T, Grahek I, Konova AB, Daw ND, Cohen JD. Major depression symptom severity associations with willingness to exert effort and patch foraging strategy. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.02.18.24302985. [PMID: 38947009 PMCID: PMC11213125 DOI: 10.1101/2024.02.18.24302985] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/02/2024]
Abstract
Individuals with major depressive disorder (MDD) can experience reduced motivation and cognitive function, leading to challenges with goal-directed behavior. When selecting goals, people maximize 'expected value' by selecting actions that maximize potential reward while minimizing associated costs, including effort 'costs' and the opportunity cost of time. In MDD, differential weighing of costs and benefits are theorized mechanisms underlying changes in goal-directed cognition and may contribute to symptom heterogeneity. We used the Effort Foraging Task to quantify cognitive and physical effort costs, and patch leaving thresholds in low effort conditions (hypothesized to reflect perceived opportunity cost of time) and investigated their shared versus distinct relationships to clinical features in participants with MDD (N=52, 43 in-episode) and comparisons (N=27). Contrary to our predictions, none of the decision-making measures differed with MDD diagnosis. However, each of the measures were related to symptom severity, over and above effects of ability (i.e., performance). Greater anxiety symptoms were selectively associated with lower cognitive effort cost (i.e. greater willingness to exert effort). Anhedonia symptoms were associated with increased physical effort costs. Finally, greater physical anergia was related to decreased patch leaving thresholds. Markers of effort-based decision-making may inform understanding of MDD heterogeneity. Increased willingness to exert cognitive effort may contribute to anxiety symptoms such as rumination and worry. The association of decreased leaving thresholds with symptom severity is consistent with reward rate-based accounts of reduced vigor in MDD. Future research should address subtypes of depression with or without anxiety, which may relate differentially to cognitive effort decisions.
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6
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Nussenbaum K, Katzman PL, Lu H, Zorowitz S, Hartley CA. Sensitivity to the Instrumental Value of Choice Increases Across Development. Psychol Sci 2024:9567976241256961. [PMID: 38900963 DOI: 10.1177/09567976241256961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/22/2024] Open
Abstract
Across development, people tend to demonstrate a preference for contexts in which they have the opportunity to make choices. However, it is not clear how children, adolescents, and adults learn to calibrate this preference based on the costs and benefits of agentic choice. Here, in both a primary, in-person, reinforcement-learning experiment (N = 92; age range = 10-25 years) and a preregistered online replication study (N = 150; age range = 8-25 years), we found that participants overvalued agentic choice but also calibrated their agency decisions to the reward structure of the environment, increasingly selecting agentic choice when choice had greater instrumental value. Regression analyses and computational modeling of participant choices revealed that participants' bias toward agentic choice-reflecting its intrinsic value-remained consistent across age, whereas sensitivity to the instrumental value of agentic choice increased from childhood to early adulthood.
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Affiliation(s)
- Kate Nussenbaum
- Department of Psychology, New York University
- Princeton Neuroscience Institute, Princeton University
| | | | - Hanxiao Lu
- Department of Psychology, New York University
| | | | - Catherine A Hartley
- Department of Psychology, New York University
- Center for Neural Science, New York University
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7
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Zahedi A, Lynn SJ, Sommer W. Cognitive simulation along with neural adaptation explain effects of suggestions: a novel theoretical framework. Front Psychol 2024; 15:1388347. [PMID: 38966744 PMCID: PMC11223671 DOI: 10.3389/fpsyg.2024.1388347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Accepted: 04/30/2024] [Indexed: 07/06/2024] Open
Abstract
Hypnosis is an effective intervention with proven efficacy that is employed in clinical settings and for investigating various cognitive processes. Despite their practical success, no consensus exists regarding the mechanisms underlying well-established hypnotic phenomena. Here, we suggest a new framework called the Simulation-Adaptation Theory of Hypnosis (SATH). SATH expands the predictive coding framework by focusing on (a) redundancy elimination in generative models using intrinsically generated prediction errors, (b) adaptation due to amplified or prolonged neural activity, and (c) using internally generated predictions as a venue for learning new associations. The core of our treatise is that simulating proprioceptive, interoceptive, and exteroceptive signals, along with the top-down attenuation of the precision of sensory prediction errors due to neural adaptation, can explain objective and subjective hypnotic phenomena. Based on these postulations, we offer mechanistic explanations for critical categories of direct verbal suggestions, including (1) direct-ideomotor, (2) challenge-ideomotor, (3) perceptual, and (4) cognitive suggestions. Notably, we argue that besides explaining objective responses, SATH accounts for the subjective effects of suggestions, i.e., the change in the sense of agency and reality. Finally, we discuss individual differences in hypnotizability and how SATH accommodates them. We believe that SATH is exhaustive and parsimonious in its scope, can explain a wide range of hypnotic phenomena without contradiction, and provides a host of testable predictions for future research.
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Affiliation(s)
- Anoushiravan Zahedi
- Department of Psychology, University of Münster, Münster, Germany
- Department of Psychology, Humboldt-Universitaet zu Berlin, Berlin, Germany
- Neuroscience Research Center, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Steven Jay Lynn
- Department of Psychology, Binghamton University, Binghamton, NY, United States
| | - Werner Sommer
- Department of Psychology, Humboldt-Universitaet zu Berlin, Berlin, Germany
- Department of Psychology, Zhejiang Normal University, Jinhua, China
- Department of Physics and Life Science Imaging Center, Hong Kong Baptist University, Kowloon, Hong Kong SAR, China
- Faculty of Education, National University of Malaysia, Kuala Lumpur, Malaysia
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8
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Hoskens MCJ, Koedijker JM, Nieuwenhuys A. Ego depletion does not negatively impact novice sprinters' start performance during a timed 20m all-out sprint. PSYCHOLOGY OF SPORT AND EXERCISE 2024; 74:102688. [PMID: 38901548 DOI: 10.1016/j.psychsport.2024.102688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Revised: 06/13/2024] [Accepted: 06/15/2024] [Indexed: 06/22/2024]
Abstract
Temporary reductions in self-control due to previous cognitive effort, also known as 'ego depletion', have been shown to negatively impact performance in subsequent tasks requiring self-control. Various theoretical accounts suggest that high levels of task motivation may prevent negative behavioural effects of ego depletion. Against this background, the current study performed a conceptual replication of a previous study examining the effects of ego depletion on sprint start performance (i.e., Englert et al., 2015) and implemented additional monetary incentives to manipulate task motivation. Using a pretest-intervention-posttest design, ninety-six novice sprinters performed a sprinting task that required them to complete a series of 20-m sprints. In between pretest and posttest, participants performed a letter writing task either under high cognitive demand (depletion group) or low cognitive demand (non-depletion control group). Subsequently, and prior to starting the posttest, participants were presented either with a monetary incentive or no incentive. Manipulation checks confirmed that the letter writing task successfully manipulated perceived regulatory demand and that task motivation at the posttest was higher for participants who were offered a monetary incentive. The number of false starts decreased significantly with ego depletion, while sprint start reaction times and sprint finish times remained unaffected. Regardless of ego depletion, sprint finish times significantly improved with monetary incentives. These results suggest that brief engagement in a demanding cognitive task is unlikely to impair novice sprinters' ability to self-regulate during the start of a subsequent, maximal sprinting effort for which they are highly motivated.
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Affiliation(s)
- Merel C J Hoskens
- Te Huataki Waiora School of Health, University of Waikato, Hamilton, New Zealand.
| | - Johan M Koedijker
- Knowledge Centre for Sport and Physical Activity Netherlands, Utrecht, the Netherlands
| | - Arne Nieuwenhuys
- Department of Exercise Sciences, University of Auckland, Auckland, New Zealand; Behavioural Science Institute, Radboud University, Nijmegen, the Netherlands
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9
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Pickering T, Wright B, MacMahon C. Fatigued or bored? Investigating the effect of different types of mental fatigue on 3 km running performance. PSYCHOLOGY OF SPORT AND EXERCISE 2024; 74:102687. [PMID: 38897333 DOI: 10.1016/j.psychsport.2024.102687] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 05/20/2024] [Accepted: 06/14/2024] [Indexed: 06/21/2024]
Abstract
Mental fatigue has been highly cited as having a negative impact on endurance performance. Few, however, have investigated whether different types of mental fatigue, namely active and passive fatigue, might affect endurance performance differently. This study used a repeated-measures design where 11 participants completed a 3 km run after three 32-min conditions: an actively fatiguing task (Task-load Dual-back; TloadDback); a passively fatiguing task (Mackworth Clock); and a control task (Documentary). Subjective ratings and performance on a second task (Flanker task) were taken before and after the 32-min tasks, while ratings of perceived effort, motivation and workload were taken during the 3 km run. Results showed that both fatigue conditions were mentally fatiguing, with the TloadDback rated as more demanding and the Mackworth Clock more boring and less motivating. Performance on subsequent tasks showed different effects: the TloadDback condition had the slowest responses on the post-test Flanker task, while the Mackworth Clock condition had the slowest completion time on the 3 km run, though this difference in completion times was non-significant. These results suggest that different cognitive tasks lead to different types of mental fatigue, which can lead to different outcomes on subsequent cognitive tasks but non-significant differences on subsequent physical tasks. This study highlights that to understand the influence of mental fatigue on physical performance, it is important to understand the cognitive tasks used and how different cognitive and physical tasks interact. Future work should examine whether performance outcomes in other areas commonly affected by mental fatigue, like technical and tactical sporting skills, are affected differently by active and passive fatigue.
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Affiliation(s)
- Todd Pickering
- Department of Sport, Exercise and Nutrition Sciences, La Trobe University, Australia.
| | - Bradley Wright
- Department of Psychology, Counselling and Therapy, La Trobe University, Australia
| | - Clare MacMahon
- Department of Sport, Exercise and Nutrition Sciences, La Trobe University, Australia
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10
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Seamans JK, White S, Morningstar M, Emberly E, Linsenbardt D, Ma B, Czachowski CL, Lapish CC. Neural basis of cognitive control signals in anterior cingulate cortex during delay discounting. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.07.597894. [PMID: 38895238 PMCID: PMC11185781 DOI: 10.1101/2024.06.07.597894] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/21/2024]
Abstract
Cognitive control involves allocating cognitive effort according to internal needs and task demands and the Anterior Cingulate Cortex (ACC) is hypothesized to play a central role in this process. We investigated the neural basis of cognitive control in the ACC of rats performing an adjusting-amount delay discounting task. Decision-making in this this task can be guided by using either a lever-value tracking strategy, requiring a 'resource-based' form of cognitive effort or a lever-biased strategy requiring a 'resistance-based' form of cognitive effort. We found that ACC ensembles always tightly tracked lever value on each trial, indicative of a resource-based control signal. These signals were prevalent in the neural recordings and were influenced by the delay. A shorter delay was associated with devaluing of the immediate option and a longer delay was associated with overvaluing of the immediate option. In addition, ACC theta (6-12Hz) oscillations were observed at the choice point of rats exhibiting a resistance-based strategy. These data provide candidates of neural activity patterns in the ACC that underlie the use of 'resource-based' and 'resistance-based' cognitive effort. Furthermore, these data illustrate how strategies can be engaged under different conditions in individual subjects.
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Affiliation(s)
- Jeremy K. Seamans
- Dept of Psychiatry, Djavad Mowafaghian Centre for Brain Health, 2211 Wesbrook Mall, UBC, Vancouver BC, V6T2B5
| | - Shelby White
- Stark Neuroscience Institute, Department of Anatomy, Cell Biology, and Physiology, Indianapolis, 46202, USA
| | | | - Eldon Emberly
- Department of Physics, Simon Fraser University, Burnaby, BC, V5A 1S6
| | - David Linsenbardt
- University of New Mexico, Department of Neurosciences, Albuquerque, 87131, USA
| | - Baofeng Ma
- Stark Neuroscience Institute, Department of Anatomy, Cell Biology, and Physiology, Indianapolis, 46202, USA
| | - Cristine L. Czachowski
- Indiana University-Purdue University, Indianapolis, Psychology Department, Indianapolis, 46202, USA
| | - Christopher C. Lapish
- Stark Neuroscience Institute, Department of Anatomy, Cell Biology, and Physiology, Indianapolis, 46202, USA
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Wagner D, Mason SG, Eastwood JD. The experience of effort in ADHD: a scoping review. Front Psychol 2024; 15:1349440. [PMID: 38895497 PMCID: PMC11184226 DOI: 10.3389/fpsyg.2024.1349440] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Accepted: 04/29/2024] [Indexed: 06/21/2024] Open
Abstract
Background Mental effort plays a critical role in regulating cognition. However, the experience of mental effort may differ for individuals with Attention-Deficit/Hyperactivity Disorder (ADHD), a disorder for which sustained mental effort 'avoidance' or 'dislike' is a criterion in the DSM. We conducted a scoping review to characterize the literature on the experiences of effort in ADHD. Methods This systematic scoping review adhered to the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) Extension for Scoping Reviews and Joanna Briggs Methodology. PsycINFO (OVID), PsycINFO (ProQuest) and PubMed were searched for studies published in English before February 14, 2023. Studies must have included an ADHD population or a measure of ADHD symptomatology, in addition to a self-report measure of the experience of effort or the use of an effort preference paradigm. Two researchers reviewed all abstracts, and one researcher reviewed full-text articles. Results Only 12 studies met the inclusion criteria. Several gaps and inconsistencies in the research were identified in terms of method, definitions of effort, measurements of ADHD, and sample characteristics. Moreover, the pattern of results on the experience of effort was mixed. Conclusion Despite its diagnostic and conceptual significance, the experience of mental effort in ADHD is not well studied. Critical gaps were identified in the existing literature. A three-facet conceptualization of effort is proposed-specifically, task-elicited effort, volitionally exerted effort, and the affect associated with engaging in effort - to guide future explorations of the experience of effort in ADHD.
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Affiliation(s)
- Danika Wagner
- The Boredom Lab, Department of Psychology, York University, Toronto, ON, Canada
| | - Samantha G. Mason
- The Boredom Lab, Department of Psychology, York University, Toronto, ON, Canada
- Department of Psychiatry, Sunnybrook Research Institute, Toronto, ON, Canada
| | - John D. Eastwood
- The Boredom Lab, Department of Psychology, York University, Toronto, ON, Canada
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12
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Gilbert SJ. Cognitive offloading is value-based decision making: Modelling cognitive effort and the expected value of memory. Cognition 2024; 247:105783. [PMID: 38583321 DOI: 10.1016/j.cognition.2024.105783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 03/22/2024] [Accepted: 03/25/2024] [Indexed: 04/09/2024]
Abstract
How do people decide between maintaining information in short-term memory or offloading it to external reminders? How does this affect subsequent memory? This article presents a simple computational model based on two principles: A) items stored in brain-based memory occupy its limited capacity, generating an opportunity cost; B) reminders incur a small physical-action cost, but capacity is effectively unlimited. These costs are balanced against the value of remembering, which determines the optimal strategy. Simulations reproduce many empirical findings, including: 1) preferential offloading of high-value items; 2) increased offloading at higher memory loads; 3) offloading can cause forgetting of offloaded items ('Google effect') but 4) improved memory for other items ('saving-enhanced memory'); 5) reduced saving-enhanced-memory effect when reminders are unreliable; 6) influence of item-value: people may preferentially offload high-value items and store additional low-value items in brain-based memory; 7) greatest sensitivity to the effort of reminder-setting at intermediate rather than highest/lowest levels of task difficulty; 8) increased offloading in individuals with poorer memory ability. Therefore, value-based decision-making provides a simple unifying account of many cognitive offloading phenomena. These results are consistent with an opportunity-cost model of cognitive effort, which can explain why internal memory feels effortful but reminders do not.
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Affiliation(s)
- Sam J Gilbert
- Institute of Cognitive Neuroscience, University College London, London, UK.
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Mendes A, Greiff S, Bobrowicz K. Approaching lifelong learning: An integrated framework for explaining decision-making processes in personal and professional development. Trends Neurosci Educ 2024; 35:100230. [PMID: 38879202 DOI: 10.1016/j.tine.2024.100230] [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: 12/21/2023] [Revised: 05/02/2024] [Accepted: 05/03/2024] [Indexed: 06/26/2024]
Abstract
BACKGROUND Individual differences in commitment to lifelong learning, a process aimed at seizing opportunities for self-development, have not been extensively studied. OBJECTIVE Our aim is to provide a comprehensive understanding of the decision-making mechanisms involved in pursuing learning for self-development. METHOD We conducted a literature review on the taxing nature of cognitive exertion and its impact on the inclination to engage in cognitively demanding tasks for learning, as well as individual differences in sensitivity to aversive or rewarding outcomes inherent in the learning process. RESULTS Our findings indicate that the Expected Value of Control (EVC) theory can elucidate the former, while research on approach-avoidance motivation can shed light on the latter. CONCLUSION We propose and develop an integrated framework that incorporates both lines of research. This framework holds relevance for neuropsychology, experimental psychology, and education psychology, offering theoretical guidance for tailoring learning experiences to enhance engagement and commitment to self-development.
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Affiliation(s)
- Angélica Mendes
- Department of Behavioural and Cognitive Sciences, University of Luxembourg, Esch-sur-Alzette, Luxembourg.
| | - Samuel Greiff
- Department of Behavioural and Cognitive Sciences, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Katarzyna Bobrowicz
- Department of Behavioural and Cognitive Sciences, University of Luxembourg, Esch-sur-Alzette, Luxembourg
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Silcox JW, Bennett K, Copeland A, Ferguson SH, Payne BR. The Costs (and Benefits?) of Effortful Listening for Older Adults: Insights from Simultaneous Electrophysiology, Pupillometry, and Memory. J Cogn Neurosci 2024; 36:997-1020. [PMID: 38579256 DOI: 10.1162/jocn_a_02161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2024]
Abstract
Although the impact of acoustic challenge on speech processing and memory increases as a person ages, older adults may engage in strategies that help them compensate for these demands. In the current preregistered study, older adults (n = 48) listened to sentences-presented in quiet or in noise-that were high constraint with either expected or unexpected endings or were low constraint with unexpected endings. Pupillometry and EEG were simultaneously recorded, and subsequent sentence recognition and word recall were measured. Like young adults in prior work, we found that noise led to increases in pupil size, delayed and reduced ERP responses, and decreased recall for unexpected words. However, in contrast to prior work in young adults where a larger pupillary response predicted a recovery of the N400 at the cost of poorer memory performance in noise, older adults did not show an associated recovery of the N400 despite decreased memory performance. Instead, we found that in quiet, increases in pupil size were associated with delays in N400 onset latencies and increased recognition memory performance. In conclusion, we found that transient variation in pupil-linked arousal predicted trade-offs between real-time lexical processing and memory that emerged at lower levels of task demand in aging. Moreover, with increased acoustic challenge, older adults still exhibited costs associated with transient increases in arousal without the corresponding benefits.
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15
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Teubner-Rhodes S, Luu A, Dunterman R, Vaden KI. Evidence for conflict monitoring during speech recognition in noise. Psychon Bull Rev 2024; 31:1309-1322. [PMID: 37989967 DOI: 10.3758/s13423-023-02393-0] [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] [Accepted: 09/20/2023] [Indexed: 11/23/2023]
Abstract
During difficult tasks, conflict can benefit performance on a subsequent trial. One theory for such performance adjustments is that people monitor for conflict and reactively engage cognitive control. This hypothesis has been challenged because tasks that control for associative learning do not show such "cognitive control" effects. The current study experimentally controlled associative learning by presenting a novel stimulus on every trial of a picture-speech conflict task and found that performance adjustments still occur. Thirty-one healthy young adults listened to and repeated words presented in background noise while viewing pictures that were congruent or incongruent (i.e., phonological neighbors) with the word. Following conflict, participants had higher word recognition (+17% points) on incongruent but not congruent trials. This result was not attributable to posterror effects nor a speed-accuracy trade-off. An analysis of erroneous responses showed that participants made more phonologically related errors than nonrelated errors only on incongruent trials, demonstrating elevated phonological conflict when the picture was a neighbor of the target word. Additionally, postconflict improvements appear to be due to better resolution of phonological conflict in the mental lexicon rather than decreased attention to the picture or increased attention to the speech signal. Our findings provide new evidence for conflict monitoring and suggest that cognitive control helps resolve phonological conflict during speech recognition in noise.
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Affiliation(s)
| | - Andrew Luu
- Department of Psychological Sciences, Auburn University, Auburn, AL, USA
| | - Rebecca Dunterman
- Department of Psychological Sciences, Auburn University, Auburn, AL, USA
| | - Kenneth I Vaden
- Department of Otolaryngology, Medical University of South Carolina, Charleston, SC, USA
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16
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Dubinsky JM, Hamid AA. The neuroscience of active learning and direct instruction. Neurosci Biobehav Rev 2024; 163:105737. [PMID: 38796122 DOI: 10.1016/j.neubiorev.2024.105737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 05/13/2024] [Accepted: 05/20/2024] [Indexed: 05/28/2024]
Abstract
Throughout the educational system, students experiencing active learning pedagogy perform better and fail less than those taught through direct instruction. Can this be ascribed to differences in learning from a neuroscientific perspective? This review examines mechanistic, neuroscientific evidence that might explain differences in cognitive engagement contributing to learning outcomes between these instructional approaches. In classrooms, direct instruction comprehensively describes academic content, while active learning provides structured opportunities for learners to explore, apply, and manipulate content. Synaptic plasticity and its modulation by arousal or novelty are central to all learning and both approaches. As a form of social learning, direct instruction relies upon working memory. The reinforcement learning circuit, associated agency, curiosity, and peer-to-peer social interactions combine to enhance motivation, improve retention, and build higher-order-thinking skills in active learning environments. When working memory becomes overwhelmed, additionally engaging the reinforcement learning circuit improves retention, providing an explanation for the benefits of active learning. This analysis provides a mechanistic examination of how emerging neuroscience principles might inform pedagogical choices at all educational levels.
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Affiliation(s)
- Janet M Dubinsky
- Department of Neuroscience, University of Minnesota, Minneapolis, MN, USA.
| | - Arif A Hamid
- Department of Neuroscience, University of Minnesota, Minneapolis, MN, USA
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17
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Unsworth N, Miller AL. An examination of individual differences in levels of processing. Memory 2024:1-12. [PMID: 38771127 DOI: 10.1080/09658211.2024.2355309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 05/05/2024] [Indexed: 05/22/2024]
Abstract
The present study examined individual differences in levels of processing. Participants completed a cued recall task in which they made either rhyme or semantic judgements on pairs of items. Pupillary responses during encoding were recorded as a measure of the allocation of attentional effort and participants completed multiple measures of working and long-term memory. The results suggested levels of processing effect in both accuracy and pupillary responses with deeper levels of processing demonstrating higher accuracy and larger pupillary responses than shallower levels of processing. Most participants demonstrated levels of processing effect, but there was substantial variability in the size of the effect. Variation in levels of processing was positively related to individual differences in long-term memory and the magnitude of the pupillary levels of processing effect, but not working memory. These results suggest that some of the variation in levels of processing is likely due to individual differences in the allocation of attentional effort (particularly to items processed deeply) during encoding.
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Affiliation(s)
- Nash Unsworth
- Department of Psychology, University of Oregon, Eugene, OR, USA
| | - Ashley L Miller
- Department of Psychology, University of California, Los Angeles, CA, USA
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18
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Algermissen J, den Ouden HEM. Pupil dilation reflects effortful action invigoration in overcoming aversive Pavlovian biases. COGNITIVE, AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2024:10.3758/s13415-024-01191-y. [PMID: 38773022 DOI: 10.3758/s13415-024-01191-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 04/22/2024] [Indexed: 05/23/2024]
Abstract
"Pavlovian" or "motivational" biases describe the phenomenon that the valence of prospective outcomes modulates action invigoration: Reward prospect invigorates action, whereas punishment prospect suppresses it. The adaptive role of these biases in decision-making is still unclear. One idea is that they constitute a fast-and-frugal decision strategy in situations characterized by high arousal, e.g., in presence of a predator, which demand a quick response. In this pre-registered study (N = 35), we tested whether such a situation-induced via subliminally presented angry versus neutral faces-leads to increased reliance on Pavlovian biases. We measured trial-by-trial arousal by tracking pupil diameter while participants performed an orthogonalized Motivational Go/NoGo Task. Pavlovian biases were present in responses, reaction times, and even gaze, with lower gaze dispersion under aversive cues reflecting "freezing of gaze." The subliminally presented faces did not affect responses, reaction times, or pupil diameter, suggesting that the arousal manipulation was ineffective. However, pupil dilations reflected facets of bias suppression, specifically the physical (but not cognitive) effort needed to overcome aversive inhibition: Particularly strong and sustained dilations occurred when participants managed to perform Go responses to aversive cues. Conversely, no such dilations occurred when they managed to inhibit responses to Win cues. These results suggest that pupil diameter does not reflect response conflict per se nor the inhibition of prepotent responses, but specifically effortful action invigoration as needed to overcome aversive inhibition. We discuss our results in the context of the "value of work" theory of striatal dopamine.
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Affiliation(s)
- Johannes Algermissen
- Donders Institute for Brain, Radboud University, Cognition, and Behaviour, Thomas van Aquinostraat 4, 6526 GD, Nijmegen, The Netherlands.
- Department of Experimental Psychology, University of Oxford, Oxford, UK.
| | - Hanneke E M den Ouden
- Donders Institute for Brain, Radboud University, Cognition, and Behaviour, Thomas van Aquinostraat 4, 6526 GD, Nijmegen, The Netherlands.
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19
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Unsworth N, Miller AL, Strayer DL. Individual differences in attention control: A meta-analysis and re-analysis of latent variable studies. Psychon Bull Rev 2024:10.3758/s13423-024-02516-1. [PMID: 38769271 DOI: 10.3758/s13423-024-02516-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/11/2024] [Indexed: 05/22/2024]
Abstract
A meta-analysis and re-analysis of prior latent variable studies was conducted in order to assess whether there is evidence for individual differences in broad attention control abilities. Data from 90 independent samples and over 23,000 participants suggested that most (84.4%) prior studies find evidence for a coherent attention control factor with average factor loadings of .51. This latent attention control factor was related to other cognitive ability factors including working memory, shifting, fluid intelligence, long-term memory, reading comprehension, and processing speed, as well as to self-reports of task-unrelated thoughts and task specific motivation. Further re-analyses and meta-analyses suggest that the results remained largely unchanged when considering various possible measurement issues. Examining the factor structure of attention control suggested evidence for sub-components of attention control (restraining, constraining and sustaining attention) which could be accounted for a by a higher-order factor. Additional re-analyses suggested that attention control represents a broad ability within models of cognitive abilities. Overall, these results provide evidence for attention control abilities as an important individual differences construct.
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Affiliation(s)
- Nash Unsworth
- Department of Psychology, University of Oregon, Eugene, OR, 97403, USA.
| | - Ashley L Miller
- Department of Psychology, University of California, Los Angeles, CA, USA
| | - Deanna L Strayer
- Department of Psychology, University of Oregon, Eugene, OR, 97403, USA
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20
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Green GD, Jacewicz E, Santosa H, Arzbecker LJ, Fox RA. Evaluating Speaker-Listener Cognitive Effort in Speech Communication Through Brain-to-Brain Synchrony: A Pilot Functional Near-Infrared Spectroscopy Investigation. JOURNAL OF SPEECH, LANGUAGE, AND HEARING RESEARCH : JSLHR 2024; 67:1339-1359. [PMID: 38535722 DOI: 10.1044/2024_jslhr-23-00476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2024]
Abstract
PURPOSE We explore a new approach to the study of cognitive effort involved in listening to speech by measuring the brain activity in a listener in relation to the brain activity in a speaker. We hypothesize that the strength of this brain-to-brain synchrony (coupling) reflects the magnitude of cognitive effort involved in verbal communication and includes both listening effort and speaking effort. We investigate whether interbrain synchrony is greater in native-to-native versus native-to-nonnative communication using functional near-infrared spectroscopy (fNIRS). METHOD Two speakers participated, a native speaker of American English and a native speaker of Korean who spoke English as a second language. Each speaker was fitted with the fNIRS cap and told short stories. The native English speaker provided the English narratives, and the Korean speaker provided both the nonnative (accented) English and Korean narratives. In separate sessions, fNIRS data were obtained from seven English monolingual participants ages 20-24 years who listened to each speaker's stories. After listening to each story in native and nonnative English, they retold the content, and their transcripts and audio recordings were analyzed for comprehension and discourse fluency, measured in the number of hesitations and articulation rate. No story retellings were obtained for narratives in Korean (an incomprehensible language for English listeners). Utilizing fNIRS technique termed sequential scanning, we quantified the brain-to-brain synchronization in each speaker-listener dyad. RESULTS For native-to-native dyads, multiple brain regions associated with various linguistic and executive functions were activated. There was a weaker coupling for native-to-nonnative dyads, and only the brain regions associated with higher order cognitive processes and functions were synchronized. All listeners understood the content of all stories, but they hesitated significantly more when retelling stories told in accented English. The nonnative speaker hesitated significantly more often than the native speaker and had a significantly slower articulation rate. There was no brain-to-brain coupling during listening to Korean, indicating a break in communication when listeners failed to comprehend the speaker. CONCLUSIONS We found that effortful speech processing decreased interbrain synchrony and delayed comprehension processes. The obtained brain-based and behavioral patterns are consistent with our proposal that cognitive effort in verbal communication pertains to both the listener and the speaker and that brain-to-brain synchrony can be an indicator of differences in their cumulative communicative effort. SUPPLEMENTAL MATERIAL https://doi.org/10.23641/asha.25452142.
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Affiliation(s)
- Geoff D Green
- Department of Speech and Hearing Science, The Ohio State University, Columbus
| | - Ewa Jacewicz
- Department of Speech and Hearing Science, The Ohio State University, Columbus
| | | | - Lian J Arzbecker
- Department of Speech and Hearing Science, The Ohio State University, Columbus
| | - Robert A Fox
- Department of Speech and Hearing Science, The Ohio State University, Columbus
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21
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Randez A, Hélie S. The roles of intrinsic motivation and capability-related factors in cognitive effort-based decision-making. Front Psychol 2024; 15:1303262. [PMID: 38756501 PMCID: PMC11098016 DOI: 10.3389/fpsyg.2024.1303262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 04/16/2024] [Indexed: 05/18/2024] Open
Abstract
Individual differences in cognitive effort-based decision-making can be used to reveal human motivations to invest effort into a given task. Preferences among options that differ by dimensions related to demand levels (i.e., the interaction of task characteristics and performance measures) are also heavily influenced by how likely a person can succeed at a given option. However, most existing cognitive effort-based research has focused primarily on demand-related factors, leading to confounding inferences about the motivation behind these choices. This study used an adaptive algorithm to adjust relative demand levels for three cognitive tasks to investigate general and individual differences in demand preferences. The results highlight an overall pattern of individual differences in intrinsic motivation to perform challenging tasks, supporting research that found cognitive effort aversive to some but attractive to others. These results suggest that relative demand levels and intrinsic task factors drive the motivation to select an action.
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Affiliation(s)
- Alyssa Randez
- CCN Lab, Department of Psychological Sciences, Purdue University, West Lafayette, IN, United States
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22
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Lin H, Westbrook A, Fan F, Inzlicht M. An experimental manipulation of the value of effort. Nat Hum Behav 2024; 8:988-1000. [PMID: 38438651 DOI: 10.1038/s41562-024-01842-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Accepted: 01/31/2024] [Indexed: 03/06/2024]
Abstract
People who take on challenges and persevere longer are more likely to succeed in life. But individuals often avoid exerting effort, and there is limited experimental research investigating whether we can learn to value effort. We developed a paradigm to test the hypothesis that people can learn to value effort and will seek effortful challenges if directly incentivized to do so. We also dissociate the effects of rewarding people for choosing effortful challenges and performing well. The results provide limited evidence that rewarding effort increased people's willingness to choose harder tasks when rewards were no longer offered (near transfer). There was also mixed evidence that rewarding effort increased willingness to choose harder tasks in another unrelated and unrewarded task (far transfer). These heterogeneous results highlight the need for further research to understand when this paradigm may be the most effective for increasing and generalizing the value of effort.
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Affiliation(s)
- Hause Lin
- Sloan School of Management, Massachusetts Institute of Technology, Cambridge, MA, USA.
- Department of Psychology, Cornell University, Ithaca, NY, USA.
| | - Andrew Westbrook
- Center for Advanced Human Brain Imaging Research, Rutgers University, Piscataway, NJ, USA
| | - Frank Fan
- Department of Psychology, University of Toronto, Toronto, Ontario, Canada
| | - Michael Inzlicht
- Department of Psychology, University of Toronto, Toronto, Ontario, Canada
- Rotman School of Management, University of Toronto, Toronto, Ontario, Canada
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23
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Grahek I, Leng X, Musslick S, Shenhav A. Control adjustment costs limit goal flexibility: Empirical evidence and a computational account. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.08.22.554296. [PMID: 37662382 PMCID: PMC10473589 DOI: 10.1101/2023.08.22.554296] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/05/2023]
Abstract
A cornerstone of human intelligence is the ability to flexibly adjust our cognition and behavior as our goals change. For instance, achieving some goals requires efficiency, while others require caution. Adapting to these changing goals require corresponding adjustments in cognitive control (e.g., levels of attention, response thresholds). However, adjusting our control to meet new goals comes at a cost: we are better at achieving a goal in isolation than when transitioning between goals. The source of these control adjustment costs remains poorly understood, and the bulk of our understanding of such costs comes from settings in which participants transition between discrete task sets, rather than performance goals. Across four experiments, we show that adjustments in continuous control states incur a performance cost, and that a dynamical systems model can explain the source of these costs. Participants performed a single cognitively demanding task under varying performance goals (e.g., to be fast or to be accurate). We modeled control allocation to include a dynamic process of adjusting from one's current control state to a target state for a given performance goal. By incorporating inertia into this adjustment process, our model accounts for our empirical findings that people under-shoot their target control state more (i.e., exhibit larger adjustment costs) when (a) goals switch rather than remain fixed over a block (Study 1); (b) target control states are more distant from one another (Study 2); (c) less time is given to adjust to the new goal (Study 3); and (d) when anticipating having to switch goals more frequently (Study 4). Our findings characterize the costs of adjusting control to meet changing goals, and show that these costs can emerge directly from cognitive control dynamics. In so doing, they shed new light on the sources of and constraints on flexibility in human goal-directed behavior.
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Affiliation(s)
- Ivan Grahek
- Department of Cognitive, Linguistic, and Psychological Sciences; Carney Institute for Brain Science; Brown University; Providence, RI, USA
| | - Xiamin Leng
- Department of Cognitive, Linguistic, and Psychological Sciences; Carney Institute for Brain Science; Brown University; Providence, RI, USA
| | - Sebastian Musslick
- Department of Cognitive, Linguistic, and Psychological Sciences; Carney Institute for Brain Science; Brown University; Providence, RI, USA
- Institute of Cognitive Science; Osnabrück University; Osnabrück, Germany
| | - Amitai Shenhav
- Department of Cognitive, Linguistic, and Psychological Sciences; Carney Institute for Brain Science; Brown University; Providence, RI, USA
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24
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Spitzer MWH, Musslick S, Janz J, Kiesel A, Dignath D. Task performance errors and rewards affect voluntary task choices. PSYCHOLOGICAL RESEARCH 2024; 88:892-909. [PMID: 38175284 DOI: 10.1007/s00426-023-01908-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Accepted: 11/27/2023] [Indexed: 01/05/2024]
Abstract
Humans are remarkably flexible in adapting their behavior to current demands. It has been suggested that the decision which of multiple tasks to perform is based on a variety of factors pertaining to the rewards associated with each task as well as task performance (e.g., error rates associated with each task and/or error commission on the previous trial). However, further empirical investigation is needed to examine whether task performance still influences task choices if task choices are rewarded but task performance is not. Accordingly, we exposed participants to a novel reward-varying voluntary task switching paradigm where the reward for the performed task gradually decreased while the reward associated for the alternative task was unchanged. Importantly, we rewarded participants' task choices before participants performed the task to investigate the effect of rewards independent from task performance. We examined the effect of (i) reward, (ii) error rates associated with each of the two tasks, and (iii) error commission in the previous trial on voluntary task choices. As expected, we found that participants' task selection was influenced by reward differences between task choices. In addition, error rates associated with a task also influenced task selection, with participants requiring larger reward differences to switch to a task associated with relatively higher error rates, compared to switching to a task with relatively lower error rates. However, errors in n - 1 did not influence participants' probability to switch to the alternative task. These findings contribute to an ongoing discussion on the influence of task performance on task selection.
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Affiliation(s)
| | - Sebastian Musslick
- Institute of Cognitive Science, Osnabrück University, Osnabrück, Germany
- Carney Institute for Brain Science, Brown University, Providence, RI, 02906, USA
| | - Janina Janz
- Albert-Ludwigs-Universität Freiburg, 79085, Freiburg, Germany
| | - Andrea Kiesel
- Albert-Ludwigs-Universität Freiburg, 79085, Freiburg, Germany
| | - David Dignath
- Eberhard Karls University of Tübingen, 72076, Tübingen, Germany
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25
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Guo Y, Xia M, Ye R, Bai T, Wu Y, Ji Y, Yu Y, Ji GJ, Wang K, He Y, Tian Y. Electroconvulsive Therapy Regulates Brain Connectome Dynamics in Patients With Major Depressive Disorder. Biol Psychiatry 2024:S0006-3223(24)01171-5. [PMID: 38521158 DOI: 10.1016/j.biopsych.2024.03.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 02/22/2024] [Accepted: 03/06/2024] [Indexed: 03/25/2024]
Abstract
BACKGROUND Electroconvulsive therapy (ECT) is an effective treatment for patients with major depressive disorder (MDD), but its underlying neural mechanisms remain largely unknown. The aim of this study was to identify changes in brain connectome dynamics after ECT in MDD and to explore their associations with treatment outcome. METHODS We collected longitudinal resting-state functional magnetic resonance imaging data from 80 patients with MDD (50 with suicidal ideation [MDD-SI] and 30 without [MDD-NSI]) before and after ECT and 37 age- and sex-matched healthy control participants. A multilayer network model was used to assess modular switching over time in functional connectomes. Support vector regression was used to assess whether pre-ECT network dynamics could predict treatment response in terms of symptom severity. RESULTS At baseline, patients with MDD had lower global modularity and higher modular variability in functional connectomes than control participants. Network modularity increased and network variability decreased after ECT in patients with MDD, predominantly in the default mode and somatomotor networks. Moreover, ECT was associated with decreased modular variability in the left dorsal anterior cingulate cortex of MDD-SI but not MDD-NSI patients, and pre-ECT modular variability significantly predicted symptom improvement in the MDD-SI group but not in the MDD-NSI group. CONCLUSIONS We highlight ECT-induced changes in MDD brain network dynamics and their predictive value for treatment outcome, particularly in patients with SI. This study advances our understanding of the neural mechanisms of ECT from a dynamic brain network perspective and suggests potential prognostic biomarkers for predicting ECT efficacy in patients with MDD.
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Affiliation(s)
- Yuanyuan Guo
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Mingrui Xia
- State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China; Beijing Key Laboratory of Brain Imaging and Connectomics, Beijing Normal University, Beijing, China; IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, China
| | - Rong Ye
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, China; Research Center for Translational Medicine, The Second Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Tongjian Bai
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China; Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, China; Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China; Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China
| | - Yue Wu
- Department of Psychology and Sleep Medicine, the Second Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Yang Ji
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Yue Yu
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Gong-Jun Ji
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, China; Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, China; Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China; Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China
| | - Kai Wang
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China; School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, China; Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, China; Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China; Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China; Anhui Institute of Translational Medicine, Hefei, China
| | - Yong He
- State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China; Beijing Key Laboratory of Brain Imaging and Connectomics, Beijing Normal University, Beijing, China; IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, China; Chinese Institute for Brain Research, Beijing, China.
| | - Yanghua Tian
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China; School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, China; Department of Psychology and Sleep Medicine, the Second Affiliated Hospital of Anhui Medical University, Hefei, China; Department of Neurology, the Second Affiliated Hospital of Anhui Medical University, Hefei, China.
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26
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Wójcik N, Nęcka E. Working hard but not tired? The influence of task valuation on mental fatigue, effort investment, and task performance. Q J Exp Psychol (Hove) 2024; 77:656-674. [PMID: 37300497 DOI: 10.1177/17470218231183708] [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] [Indexed: 06/12/2023]
Abstract
It has been demonstrated in previous studies that prolonged mental effort exertion evokes mental fatigue and leads to impairments in task performance. In the current investigation, we aimed to test the hypothesis that mental fatigue depends on motivational processes and can be influenced by task valuation. In two studies, we experimentally manipulated the value of the task by financial rewards (Study 1) and the sense of autonomy (Study 2). Contrary to our predictions, those manipulations did not influence the main dependent variables. We also introduced additional rewards after prolonged effort exertion. In line with our expectations, the results showed that mental fatigue increases with time spent on effortful tasks. Importantly, however, mental fatigue decreases when the value of the task rises. This effect is accompanied by stronger effort engagement and improvement in task performance. The findings support the motivational theories of mental effort and fatigue, showing that mental fatigue might serve as a signal of diminishing value of the ongoing task.
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Affiliation(s)
- Natalia Wójcik
- Institute of Psychology, SWPS University of Social Sciences and Humanities, Krakow, Poland
| | - Edward Nęcka
- Institute of Psychology, SWPS University of Social Sciences and Humanities, Krakow, Poland
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27
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Lee PL, Huang CK, Chen YY, Chang HH, Cheng CH, Lin YC, Lin CL. Enhancing Cognitive Function in Older Adults through Processing Speed Training: Implications for Cognitive Health Awareness. Healthcare (Basel) 2024; 12:532. [PMID: 38470642 PMCID: PMC10930606 DOI: 10.3390/healthcare12050532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2023] [Revised: 01/31/2024] [Accepted: 02/15/2024] [Indexed: 03/14/2024] Open
Abstract
It may be possible to enhance adults' cognitive health and promote healthy aging through processing speed training using the Useful Field of View (UFOV) related activities and software. This study investigated the impact of utilizing UFOV on processing speed improvement in older adults in response to the growing global attention on cognitive health and aging issues. In this quasi-experimental study, 22 individuals (mean age ± SD = 71.9 ± 4.8) participated in the experimental group, and 20 community-based participants (mean age ± SD = 67.1 ± 4.8) were in the control group. The intervention involved ten sessions of UFOV training, each lasting 60 min, conducted twice a week for the experimental group while the control group engaged in volunteer service activities. Measurements of Counting Back, Fabrica, Double-Decision, and Hawkeye were administered to all participants before and after the intervention. The results showed significant improvements in the experimental group for the four measurements (p ≤ 0.01, 0.05, 0.001, 0.001) and non-significant gains in the control group (p ≥ 0.05) for all. Furthermore, mixed repeated-measures ANOVA analysis, with time 1 pre-test measures as the covariate, revealed significant interaction effects between time and group for all measurement indicators (p = 0.05, 0.01, 0.05) except for Fabrica (p > 0.05). In conclusion, these findings support the effectiveness of UFOV cognitive training interventions in enhancing specific cognitive abilities.
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Affiliation(s)
- Pai-Lin Lee
- Graduate School of Adult Education, National Kaohsiung Normal University, Kaohsiung 80201, Taiwan
| | - Chih-Kun Huang
- Department of Social Work, National Quemoy University, Kinmen 892009, Taiwan;
| | - Yi-Yi Chen
- Wenzao Chinese Language Center, Wenzao Ursuline University of Languages, Kaohsiung 807679, Taiwan;
| | - Hui-Hsiang Chang
- Center for English Language Teaching, Wenzao Ursuline University of Languages, Kaohsiung 807679, Taiwan;
| | - Chun-Hua Cheng
- Occupational Therapy Department, Kaohsiung Municipal Kai-Syuan Psychiatric Hospital, Kaohsiung 802511, Taiwan;
| | - Yu-Chih Lin
- Division of General Internal Medicine, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung 807377, Taiwan;
| | - Chia-Li Lin
- Department of International Business, Ming Chuan University, Taipei 111, Taiwan;
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Yang G, Jiang J. Cost-benefit Tradeoff Mediates the Rule- to Memory-based Transition during Practice. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.13.580214. [PMID: 38405946 PMCID: PMC10888779 DOI: 10.1101/2024.02.13.580214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
Practice not only improves task performance, but also changes task execution from rule- to memory-based processing by incorporating experiences from practice. We tested the hypothesis that strategy transition in task learning results from a cost-benefit analysis of candidate strategies. Participants learned two task sequences and were then queried the task type at a cued sequence and position. Behavioral improvement with practice can be accounted for by a computational model implementing cost-benefit analysis. Model-guided fMRI analysis shows frontal and parietal activations scaling with the demand of executing rule and memory strategy, respectively. fMRI activation pattern analysis further reveals widespread strategy-specific neural representations when their corresponding strategy is executed. Lastly, strategy transition is related to neural representation change in the dorsolateral prefrontal cortex and pattern separation in the ventromedial prefrontal cortex and the hippocampus. These findings shed light on how practice optimizes task performance by shifting task representations at the strategy level.
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Affiliation(s)
- Guochun Yang
- Cognitive Control Collaborative, University of Iowa, Iowa City, IA 52242, USA
- Department of Psychological and Brain Sciences, University of Iowa, Iowa City, IA 52242, USA
| | - Jiefeng Jiang
- Cognitive Control Collaborative, University of Iowa, Iowa City, IA 52242, USA
- Department of Psychological and Brain Sciences, University of Iowa, Iowa City, IA 52242, USA
- Iowa Neuroscience Institute, University of Iowa, Iowa City, IA 52242, USA
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29
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Iso-Ahola SE. A theory of the skill-performance relationship. Front Psychol 2024; 15:1296014. [PMID: 38406307 PMCID: PMC10884260 DOI: 10.3389/fpsyg.2024.1296014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Accepted: 01/17/2024] [Indexed: 02/27/2024] Open
Abstract
The skill-performance relationship is a cornerstone of a meritocratic society. People are selected for schools, colleges and jobs based on the premise that more skillful individuals perform better. Scientific understanding of the skill-performance relationship demands that the effect of skill on performance is objectively assessed without subjective, social, and political considerations. One of the best areas for this analysis is sports. In many sports settings, the skill-performance relationship can objectively be examined at the technical, behavioral, psychological, and neurological levels. This examination reveals that skill and performance are inextricably intertwined. While skill affects performance, performance in turn defines and affects skill. To disentangle the previously confusing and interchangeable use of these key constructs, the paper presents a theoretical model specifying that ability and effort have their own direct effects on performance, as well as indirect effects on performance through skill possession and skill execution in cognitive and physical domains of human performance. Thus, ability and skill are not the same. Although skill is a key determinant of performance, recent theory and research suggests that successful performers are successful not just because of their skills per se, but because they take advantage of their skills by creating more occurrences of momentum, making them last longer, and using them to bounce back faster from streaks of unsuccessful performance. Thus, momentum is an important mediator of the effects of skill on performance.
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Affiliation(s)
- Seppo E. Iso-Ahola
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, United States
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30
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Wientjes S, Holroyd CB. The successor representation subserves hierarchical abstraction for goal-directed behavior. PLoS Comput Biol 2024; 20:e1011312. [PMID: 38377074 PMCID: PMC10906840 DOI: 10.1371/journal.pcbi.1011312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 03/01/2024] [Accepted: 02/05/2024] [Indexed: 02/22/2024] Open
Abstract
Humans have the ability to craft abstract, temporally extended and hierarchically organized plans. For instance, when considering how to make spaghetti for dinner, we typically concern ourselves with useful "subgoals" in the task, such as cutting onions, boiling pasta, and cooking a sauce, rather than particulars such as how many cuts to make to the onion, or exactly which muscles to contract. A core question is how such decomposition of a more abstract task into logical subtasks happens in the first place. Previous research has shown that humans are sensitive to a form of higher-order statistical learning named "community structure". Community structure is a common feature of abstract tasks characterized by a logical ordering of subtasks. This structure can be captured by a model where humans learn predictions of upcoming events multiple steps into the future, discounting predictions of events further away in time. One such model is the "successor representation", which has been argued to be useful for hierarchical abstraction. As of yet, no study has convincingly shown that this hierarchical abstraction can be put to use for goal-directed behavior. Here, we investigate whether participants utilize learned community structure to craft hierarchically informed action plans for goal-directed behavior. Participants were asked to search for paintings in a virtual museum, where the paintings were grouped together in "wings" representing community structure in the museum. We find that participants' choices accord with the hierarchical structure of the museum and that their response times are best predicted by a successor representation. The degree to which the response times reflect the community structure of the museum correlates with several measures of performance, including the ability to craft temporally abstract action plans. These results suggest that successor representation learning subserves hierarchical abstractions relevant for goal-directed behavior.
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Affiliation(s)
- Sven Wientjes
- Department of Experimental Psychology, Ghent University, Ghent, Belgium
| | - Clay B. Holroyd
- Department of Experimental Psychology, Ghent University, Ghent, Belgium
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31
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Wolpe N, Holton R, Fletcher PC. What Is Mental Effort: A Clinical Perspective. Biol Psychiatry 2024:S0006-3223(24)00065-9. [PMID: 38309319 DOI: 10.1016/j.biopsych.2024.01.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 01/21/2024] [Accepted: 01/25/2024] [Indexed: 02/05/2024]
Abstract
Although mental effort is a frequently used term, it is poorly defined and understood. Consequently, its usage is frequently loose and potentially misleading. In neuroscience research, the term is used to mean both the cognitive work that is done to meet task demands and the subjective experience of performing that work. We argue that conflating these two meanings hampers progress in understanding cognitive impairments in neuropsychiatric conditions because cognitive work and the subjective experience of it have distinct underlying mechanisms. We suggest that the most coherent and clinically useful perspective on mental effort is that it is a subjective experience. This makes a clear distinction between cognitive impairments that arise from changes in the cognitive apparatus, as in dementia and brain injury, and those that arise from subjective difficulties in carrying out the cognitive work, as in attention-deficit/hyperactivity disorder, depression, and other motivational disorders. We review recent advances in neuroscience research that suggests that the experience of effort has emerged to control task switches so as to minimize costs relative to benefits. We consider how these advances can contribute to our understanding of the experience of increased effort perception in clinical populations. This more specific framing of mental effort will offer a deeper understanding of the mechanisms of cognitive impairments in differing clinical groups and will ultimately facilitate better therapeutic interventions.
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Affiliation(s)
- Noham Wolpe
- Department of Physical Therapy, The Stanley Steyer School of Health Professions, Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel; Department of Psychiatry, University of Cambridge, Cambridge, United Kingdom.
| | - Richard Holton
- Faculty of Philosophy, University of Cambridge, Cambridge, United Kingdom
| | - Paul C Fletcher
- Department of Psychiatry, University of Cambridge, Cambridge, United Kingdom; Cambridgeshire and Peterborough National Health Service Foundation Trust, Elizabeth House, Fulbourn, Cambridge, United Kingdom; Wellcome Trust Medical Research Council Institute of Metabolic Science, University of Cambridge, Cambridge Biomedical Campus, Cambridge, United Kingdom
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32
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Causse M, Mouratille D, Rouillard Y, El Yagoubi R, Matton N, Hidalgo-Muñoz A. How a pilot's brain copes with stress and mental load? Insights from the executive control network. Behav Brain Res 2024; 456:114698. [PMID: 37797721 DOI: 10.1016/j.bbr.2023.114698] [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: 03/15/2023] [Revised: 09/15/2023] [Accepted: 10/02/2023] [Indexed: 10/07/2023]
Abstract
In aviation, mental workload and stress are two major factors that can considerably impact a pilot's flight performance and decisions. Their consequences can be even more dramatic in single-pilot aircraft or with the forthcoming single-pilot operations where the pilot will fly alone and will not be able to be assisted in case of difficulty. An accurate and automatic monitoring of the pilot's mental state could help to prevent the potentially dangerous effects of an excess mental workload and stress. For example, some tasks could be allocated to automation or to a ground-based flight crew if a mental overload or significant stress is detected. In the current study, the brain activity of 20 private pilots was recorded with a fNIRS device during two realistic flight simulator scenarios. The mental workload was manipulated with the added difficulty of a secondary task and stress was induced by a social stressor. Our results confirmed the sensitivity of the fNIRS readings to variations in the mental workload, with increased HbO2 concentration in regions of the executive control network (ECN), in particular in the dorsolateral prefrontal cortex and in lateral parietal regions, when the difficulty of the secondary task was high. The social stressor also triggered an HbO2 increase in the ECN, especially when it was combined with high mental workload. This latter result suggests that mental workload and stress together can have cumulative effects, and coping with both factors is possible at the expense of an extra recruitment of the ECN. Finally, results also revealed a time-on-task effect, with a progressive reduction of the HbO2 signal in the ECN during the flight scenario, suggesting that these regions are sensitive to short term habituation to the tasks. Overall, fNIRS efficiently indexed mental load, stress, and practice effects.
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Affiliation(s)
- Mickaël Causse
- ISAE-SUPAERO, 10 avenue Edouard Belin, Toulouse, France.
| | - Damien Mouratille
- ISAE-SUPAERO, 10 avenue Edouard Belin, Toulouse, France; CLLE, Université de Toulouse, CNRS, Toulouse, France; ENAC, Université de Toulouse, France
| | | | | | - Nadine Matton
- CLLE, Université de Toulouse, CNRS, Toulouse, France; ENAC, Université de Toulouse, France
| | - Antonio Hidalgo-Muñoz
- CLLE, Université de Toulouse, CNRS, Toulouse, France; ENAC, Université de Toulouse, France; Instituto de Neurosciencias de Castilla y León (INCYL), University of Salamanca, Salamanca, Spain
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33
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Jiang H, Zheng Y. Effort Expenditure Increases Risk-Taking for Improbable Rewards. PERSONALITY AND SOCIAL PSYCHOLOGY BULLETIN 2024:1461672231218746. [PMID: 38178589 DOI: 10.1177/01461672231218746] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2024]
Abstract
Previous studies have found that exerting effort can lead people to engage in risk-taking behaviors. While effort can be either cognitive or physical, risk-taking can take place in either a risky context with known outcome probabilities or an ambiguous context with unknown outcome probabilities. The goal of the current research is to investigate how effort type and decision context influence risk-taking after effort exertion. Across three experiments, we find evidence that investing effort increases risk-taking at a short timescale. Importantly, this effect is particularly noticeable when the chance of winning is low, rather than when it is uncertain. Furthermore, the increase in risk-taking happens regardless of whether the effort is cognitive or physical. These findings suggest the existence of a cost-invariant but decision context-variant mechanism for the risk-taking after-effect of effort expenditure, which helps to bring the negative emotions caused by effort exertion back to a state of emotional homeostasis.
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Affiliation(s)
- Huiping Jiang
- Guangzhou University, China
- Dalian Medical University, China
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34
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Nys BL, Wong W, Schaeken W. Some scales require cognitive effort: A systematic review on the role of working memory in scalar implicature derivation. Cognition 2024; 242:105623. [PMID: 37857056 DOI: 10.1016/j.cognition.2023.105623] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 09/08/2023] [Accepted: 09/12/2023] [Indexed: 10/21/2023]
Abstract
If some inferences require cognitive effort, could that mean, that all of them do? The scalar term "some" has long fascinated academics from various backgrounds, as it can be interpreted either purely semantically, as "some and possibly all", or pragmatically, as "some and not all". The pragmatic reading implies the generation of what is called a scalar implicature. While scientific investigation of such implicatures has given rise to many potential explanations of the "pragmatic enrichment" phenomenon behind them, the debate between the two dominant frameworks-the literal-first and the default accounts-has not convincingly been settled. With the birth of a new interdisciplinary field, appropriately dubbed experimental pragmatics, the last 20 years have led to a substantial amount of new empirical data on scalar implicatures. In this ongoing investigation, the loading and measuring of Working Memory has become an important experimentation tool, as it allows to test the contrasting hypotheses with regard to the cognitive effort of implicature generation, which are made by the two main theoretical accounts. The current systematic review evaluates the relevant literature until March 08, 2022 in an attempt to shed light on the role of Working Memory in implicature derivation. A comprehensive search, and two-step review procedure yielded a sample of 18 studies, containing data of 23 relevant experiments. Findings were bundled in a narrative synthesis and combined through two separate meta-analyses. Our results support the literal-first account, by showing that the derivation of scalar implicatures is a cognitively effortful process that is sensitive to changes in the available Working Memory resources. However, as the reported effects are relatively weak and capricious, we argue that the development of more sophisticated paradigms and eventually, stronger theories within the field, will be crucial in order to both fully understand the current results and set-up fruitful future research.
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Affiliation(s)
- Bojan Luc Nys
- Faculty of Arts, KU Leuven, Belgium; Faculty of Psychology and Educational Sciences, KU Leuven, Belgium.
| | - Wai Wong
- Faculty of Psychology and Educational Sciences, KU Leuven, Belgium; Faculty of Engineering Technology, KU Leuven, Belgium
| | - Walter Schaeken
- Faculty of Psychology and Educational Sciences, KU Leuven, Belgium
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35
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Bustamante LA, Oshinowo T, Lee JR, Tong E, Burton AR, Shenhav A, Cohen JD, Daw ND. Effort Foraging Task reveals positive correlation between individual differences in the cost of cognitive and physical effort in humans. Proc Natl Acad Sci U S A 2023; 120:e2221510120. [PMID: 38064507 PMCID: PMC10723129 DOI: 10.1073/pnas.2221510120] [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: 01/14/2023] [Accepted: 10/26/2023] [Indexed: 12/17/2023] Open
Abstract
Effort-based decisions, in which people weigh potential future rewards against effort costs required to achieve those rewards involve both cognitive and physical effort, though the mechanistic relationship between them is not yet understood. Here, we use an individual differences approach to isolate and measure the computational processes underlying effort-based decisions and test the association between cognitive and physical domains. Patch foraging is an ecologically valid reward rate maximization problem with well-developed theoretical tools. We developed the Effort Foraging Task, which embedded cognitive or physical effort into patch foraging, to quantify the cost of both cognitive and physical effort indirectly, by their effects on foraging choices. Participants chose between harvesting a depleting patch, or traveling to a new patch that was costly in time and effort. Participants' exit thresholds (reflecting the reward they expected to receive by harvesting when they chose to travel to a new patch) were sensitive to cognitive and physical effort demands, allowing us to quantify the perceived effort cost in monetary terms. The indirect sequential choice style revealed effort-seeking behavior in a minority of participants (preferring high over low effort) that has apparently been missed by many previous approaches. Individual differences in cognitive and physical effort costs were positively correlated, suggesting that these are perceived and processed in common. We used canonical correlation analysis to probe the relationship of task measures to self-reported affect and motivation, and found correlations of cognitive effort with anxiety, cognitive function, behavioral activation, and self-efficacy, but no similar correlations with physical effort.
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Affiliation(s)
- Laura A. Bustamante
- Princeton Neuroscience Institute, Princeton University, Princeton, NJ08544
- Department of Psychological and Brain Sciences, Washington University in Saint Louis, Saint Louis, MO63130
| | - Temitope Oshinowo
- Princeton Neuroscience Institute, Princeton University, Princeton, NJ08544
| | - Jeremy R. Lee
- Princeton Neuroscience Institute, Princeton University, Princeton, NJ08544
| | - Elizabeth Tong
- Princeton Neuroscience Institute, Princeton University, Princeton, NJ08544
| | - Allison R. Burton
- Princeton Neuroscience Institute, Princeton University, Princeton, NJ08544
| | - Amitai Shenhav
- Department of Cognitive, Linguistic, and Psychological Sciences, Brown University, Providence, RI02912
- Carney Institute for Brain Science, Brown University, Providence, RI02906
| | - Jonathan D. Cohen
- Princeton Neuroscience Institute, Princeton University, Princeton, NJ08544
| | - Nathaniel D. Daw
- Princeton Neuroscience Institute, Princeton University, Princeton, NJ08544
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36
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Master SL, Li S, Curtis CE. Trying harder: how cognitive effort sculpts neural representations during working memory. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.12.07.570686. [PMID: 38106094 PMCID: PMC10723420 DOI: 10.1101/2023.12.07.570686] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2023]
Abstract
The neural mechanisms by which motivational factors influence cognition remain unknown. Using fMRI, we tested how cognitive effort impacts working memory (WM). Participants were precued whether WM difficulty would be hard or easy. Hard trials demanded more effort as a later decision required finer mnemonic precision. Behaviorally, pupil size was larger and response times were slower on hard trials suggesting our manipulation of effort succeeded. Neurally, we observed robust persistent activity in prefrontal cortex, especially during hard trials. We found strong decoding of location in visual cortex, where accuracy was higher on hard trials. Connecting these across-region effects, we found that the amplitude of delay period activity in frontal cortex predicted decoded accuracy in visual cortex on a trial-wise basis. We conclude that the gain of persistent activity in frontal cortex may be the source of effort-related feedback signals that improve the quality of WM representations stored in visual cortex.
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Affiliation(s)
| | - Shanshan Li
- Department of Psychology, New York University
- Program in Psychology, New York University Abu Dhabi
| | - Clayton E. Curtis
- Department of Psychology, New York University
- Center for Neural Science, New York University
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37
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Fahey MP, Yee DM, Leng X, Tarlow M, Shenhav A. Motivational context determines the impact of aversive outcomes on mental effort allocation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.10.27.564461. [PMID: 37961466 PMCID: PMC10634922 DOI: 10.1101/2023.10.27.564461] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
It is well known that people will exert effort on a task if sufficiently motivated, but how they distribute these efforts across different strategies (e.g., efficiency vs. caution) remains uncertain. Past work has shown that people invest effort differently for potential positive outcomes (rewards) versus potential negative outcomes (penalties). However, this research failed to account for differences in the context in which negative outcomes motivate someone - either as punishment or reinforcement. It is therefore unclear whether effort profiles differ as a function of outcome valence, motivational context, or both. Using computational modeling and our novel Multi-Incentive Control Task, we show that the influence of aversive outcomes on one's effort profile is entirely determined by their motivational context. Participants (N:91) favored increased caution in response to larger penalties for incorrect responses, and favored increased efficiency in response to larger reinforcement for correct responses, whether positively or negatively incentivized.
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Affiliation(s)
- Mahalia Prater Fahey
- Cognitive, Linguistic, and Psychological Sciences, Brown University Carney Institute for Brain Science, Brown University
| | - Debbie M Yee
- Cognitive, Linguistic, and Psychological Sciences, Brown University Carney Institute for Brain Science, Brown University
| | - Xiamin Leng
- Cognitive, Linguistic, and Psychological Sciences, Brown University Carney Institute for Brain Science, Brown University
| | - Maisy Tarlow
- Cognitive, Linguistic, and Psychological Sciences, Brown University Carney Institute for Brain Science, Brown University
| | - Amitai Shenhav
- Cognitive, Linguistic, and Psychological Sciences, Brown University Carney Institute for Brain Science, Brown University
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38
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Hoy CW, de Hemptinne C, Wang SS, Harmer CJ, Apps MAJ, Husain M, Starr PA, Little S. Beta and theta oscillations track effort and previous reward in human basal ganglia and prefrontal cortex during decision making. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.12.05.570285. [PMID: 38106063 PMCID: PMC10723308 DOI: 10.1101/2023.12.05.570285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2023]
Abstract
Choosing whether to exert effort to obtain rewards is fundamental to human motivated behavior. However, the neural dynamics underlying the evaluation of reward and effort in humans is poorly understood. Here, we investigate this with chronic intracranial recordings from prefrontal cortex (PFC) and basal ganglia (BG; subthalamic nuclei and globus pallidus) in people with Parkinson's disease performing a decision-making task with offers that varied in levels of reward and physical effort required. This revealed dissociable neural signatures of reward and effort, with BG beta (12-20 Hz) oscillations tracking subjective effort on a single trial basis and PFC theta (4-7 Hz) signaling previous trial reward. Stimulation of PFC increased overall acceptance of offers in addition to increasing the impact of reward on choices. This work uncovers oscillatory mechanisms that guide fundamental decisions to exert effort for reward across BG and PFC, as well as supporting a causal role of PFC for such choices.
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Affiliation(s)
- Colin W. Hoy
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Coralie de Hemptinne
- Norman Fixel Institute for Neurological Diseases, University of Florida, Gainesville, FL, USA
- Department of Neurology, University of Florida, Gainesville, FL, USA
| | - Sarah S. Wang
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | | | - Mathew A. J. Apps
- Department of Experimental Psychology, University of Oxford, Oxford, UK
- Institute for Mental Health, School of Psychology, University of Birmingham, Birmingham, UK
| | - Masud Husain
- Department of Experimental Psychology, University of Oxford, Oxford, UK
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
| | - Philip A. Starr
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA, USA
| | - Simon Little
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
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de Bruin ABH. Dealing with Desirable Difficulties: Supporting Students to Accept, Reduce, or Silence Effort. MEDICAL SCIENCE EDUCATOR 2023; 33:5-9. [PMID: 38347868 PMCID: PMC10858853 DOI: 10.1007/s40670-023-01911-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 09/28/2023] [Indexed: 02/15/2024]
Abstract
In this writing, I summarize the insights from my keynote lecture at the annual 2023 IAMSE Meeting in Cancún, Mexico, titled "Effort is the new smart. Supporting students in the self-regulated use of desirable difficulties." I explain how self-regulated learning is challenging for many students in higher education and even more so under learning conditions that create desirable difficulties: conditions that foster long-term learning and transfer of knowledge and skills, but that are generally more effortful to engage in. I describe how the intricate relation between perceived effort and perceived learning determines students' use of desirable difficulties. Finally, I outline promising interventional approaches academic teachers can employ to support students to seek out and engage in desirable difficulties.
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Affiliation(s)
- Anique B. H. de Bruin
- Department of Educational Development and Research, School of Health Professions Education, Maastricht University, Universiteitssingel 60, Postbus 616, 6200 MD Maastricht, The Netherlands
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40
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Clairis N, Lopez-Persem A. Debates on the dorsomedial prefrontal/dorsal anterior cingulate cortex: insights for future research. Brain 2023; 146:4826-4844. [PMID: 37530487 PMCID: PMC10690029 DOI: 10.1093/brain/awad263] [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: 02/24/2023] [Revised: 07/19/2023] [Accepted: 07/22/2023] [Indexed: 08/03/2023] Open
Abstract
The dorsomedial prefrontal cortex/dorsal anterior cingulate cortex (dmPFC/dACC) is a brain area subject to many theories and debates over its function(s). Even its precise anatomical borders are subject to much controversy. In the past decades, the dmPFC/dACC has been associated with more than 15 different cognitive processes, which sometimes appear quite unrelated (e.g. body perception, cognitive conflict). As a result, understanding what the dmPFC/dACC does has become a real challenge for many neuroscientists. Several theories of this brain area's function(s) have been developed, leading to successive and competitive publications bearing different models, which sometimes contradict each other. During the last two decades, the lively scientific exchanges around the dmPFC/dACC have promoted fruitful research in cognitive neuroscience. In this review, we provide an overview of the anatomy of the dmPFC/dACC, summarize the state of the art of functions that have been associated with this brain area and present the main theories aiming at explaining the dmPFC/dACC function(s). We explore the commonalities and the arguments between the different theories. Finally, we explain what can be learned from these debates for future investigations of the dmPFC/dACC and other brain regions' functions.
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Affiliation(s)
- Nicolas Clairis
- Laboratory of Behavioral Genetics (LGC)- Brain Mind Institute (BMI)- Sciences de la Vie (SV), École Polytechnique Fédérale de Lausanne (EPFL), 1015 Lausanne, Switzerland
| | - Alizée Lopez-Persem
- FrontLab, Institut du Cerveau - Paris Brain Institute - ICM, Inserm, CNRS, Sorbonne University, AP HP, Hôpital de la Pitié Salpêtrière, 75013 Paris, France
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41
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Blazevich AJ, Fletcher JR. More than energy cost: multiple benefits of the long Achilles tendon in human walking and running. Biol Rev Camb Philos Soc 2023; 98:2210-2225. [PMID: 37525526 DOI: 10.1111/brv.13002] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Revised: 07/12/2023] [Accepted: 07/17/2023] [Indexed: 08/02/2023]
Abstract
Elastic strain energy that is stored and released from long, distal tendons such as the Achilles during locomotion allows for muscle power amplification as well as for reduction of the locomotor energy cost: as distal tendons perform mechanical work during recoil, plantar flexor muscle fibres can work over smaller length ranges, at slower shortening speeds, and at lower activation levels. Scant evidence exists that long distal tendons evolved in humans (or were retained from our more distant Hominoidea ancestors) primarily to allow high muscle-tendon power outputs, and indeed we remain relatively powerless compared to many other species. Instead, the majority of evidence suggests that such tendons evolved to reduce total locomotor energy cost. However, numerous additional, often unrecognised, advantages of long tendons may speculatively be of greater evolutionary advantage, including the reduced limb inertia afforded by shorter and lighter muscles (reducing proximal muscle force requirement), reduced energy dissipation during the foot-ground collisions, capacity to store and reuse the muscle work done to dampen the vibrations triggered by foot-ground collisions, reduced muscle heat production (and thus core temperature), and attenuation of work-induced muscle damage. Cumulatively, these effects should reduce both neuromotor fatigue and sense of locomotor effort, allowing humans to choose to move at faster speeds for longer. As these benefits are greater at faster locomotor speeds, they are consistent with the hypothesis that running gaits used by our ancestors may have exerted substantial evolutionary pressure on Achilles tendon length. The long Achilles tendon may therefore be a singular adaptation that provided numerous physiological, biomechanical, and psychological benefits and thus influenced behaviour across multiple tasks, both including and additional to locomotion. While energy cost may be a variable of interest in locomotor studies, future research should consider the broader range of factors influencing our movement capacity, including our decision to move over given distances at specific speeds, in order to understand more fully the effects of Achilles tendon function as well as changes in this function in response to physical activity, inactivity, disuse and disease, on movement performance.
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Affiliation(s)
- Anthony J Blazevich
- Centre for Human Performance, School of Medical and Health Sciences, Edith Cowan University, 270 Joondalup Drive, Joondalup, Western Australia, Australia
| | - Jared R Fletcher
- Department of Health and Physical Education, Mount Royal University, 4825 Mount Royal Gate SW, Calgary, Alberta, Canada
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42
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Herman AB, Smith EH, Schevon CA, Yates MJ, McKhann GM, Botvinick M, Hayden BY, Sheth SA. Pretrial predictors of conflict response efficacy in the human prefrontal cortex. iScience 2023; 26:108047. [PMID: 37867949 PMCID: PMC10589857 DOI: 10.1016/j.isci.2023.108047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 07/14/2023] [Accepted: 09/21/2023] [Indexed: 10/24/2023] Open
Abstract
The ability to perform motor actions depends, in part, on the brain's initial state. We hypothesized that initial state dependence is a more general principle and applies to cognitive control. To test this idea, we examined human single units recorded from the dorsolateral prefrontal (dlPFC) cortex and dorsal anterior cingulate cortex (dACC) during a task that interleaves motor and perceptual conflict trials, the multisource interference task (MSIT). In both brain regions, variability in pre-trial firing rates predicted subsequent reaction time (RT) on conflict trials. In dlPFC, ensemble firing rate patterns suggested the existence of domain-specific initial states, while in dACC, firing patterns were more consistent with a domain-general initial state. The deployment of shared and independent factors that we observe for conflict resolution may allow for flexible and fast responses mediated by cognitive initial states. These results also support hypotheses that place dACC hierarchically earlier than dlPFC in proactive control.
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Affiliation(s)
- Alexander B. Herman
- Department of Psychiatry, University of Minnesota, Minneapolis, MN 55455, USA
| | - Elliot H. Smith
- Department of Neurosurgery, University of Utah, Salt Lake City, UT 84132, USA
- Department of Neurology, Columbia University, NYC, NY 10027, USA
| | | | - Mark J. Yates
- Department of Neurological surgery, Columbia University, NYC, NY 10027, USA
| | - Guy M. McKhann
- Department of Neurological surgery, Columbia University, NYC, NY 10027, USA
| | | | - Benjamin Y. Hayden
- Department of Neuroscience, Center for Magnetic Resonance Research, and Center for Neural Engineering, University of Minnesota, Minneapolis, MN 55455, USA
- McNair Medical Institute, Baylor College of Medicine, Houston, TX 77030, USA
| | - Sameer A. Sheth
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX 77030, USA
- McNair Medical Institute, Baylor College of Medicine, Houston, TX 77030, USA
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43
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Gheza D, Kool W, Pourtois G. Need for cognition moderates the relief of avoiding cognitive effort. PLoS One 2023; 18:e0287954. [PMID: 37972115 PMCID: PMC10653461 DOI: 10.1371/journal.pone.0287954] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 10/31/2023] [Indexed: 11/19/2023] Open
Abstract
When making decisions, humans aim to maximize rewards while minimizing costs. The exertion of mental or physical effort has been proposed to be one those costs, translating into avoidance of behaviors carrying effort demands. This motivational framework also predicts that people should experience positive affect when anticipating demand that is subsequently avoided (i.e., a "relief effect"), but evidence for this prediction is scarce. Here, we follow up on a previous study [1] that provided some initial evidence that people more positively evaluated outcomes if it meant they could avoid performing an additional demanding task. However, the results from this study did not provide conclusive evidence that this effect was driven by effort avoidance. Here, we report two experiments that are able to do this. Participants performed a gambling task, and if they did not receive reward they would have to perform an orthogonal effort task. Prior to the gamble, a cue indicated whether this effort task would be easy or hard. We probed hedonic responses to the reward-related feedback, as well as after the subsequent effort task feedback. Participants reported lower hedonic responses for no-reward outcomes when high vs. low effort was anticipated (and later exerted). They also reported higher hedonic responses for reward outcomes when high vs. low effort was anticipated (and avoided). Importantly, this relief effect was smaller in participants with high need for cognition. These results suggest that avoidance of high effort tasks is rewarding, but that the size off this effect depends on the individual disposition to engage with and expend cognitive effort. They also raise the important question of whether this disposition alters the cost of effort per se, or rather offset this cost during cost-benefit analyses.
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Affiliation(s)
- Davide Gheza
- Cognitive and Affective Psychophysiology Laboratory, Department of Experimental Clinical & Health Psychology, Ghent University, Ghent, Belgium
- Department of Psychological and Brain Sciences, Washington University in St Louis, St. Louis, MO, United States of America
| | - Wouter Kool
- Department of Psychological and Brain Sciences, Washington University in St Louis, St. Louis, MO, United States of America
| | - Gilles Pourtois
- Cognitive and Affective Psychophysiology Laboratory, Department of Experimental Clinical & Health Psychology, Ghent University, Ghent, Belgium
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44
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Goschke T, Job V. The Willpower Paradox: Possible and Impossible Conceptions of Self-Control. PERSPECTIVES ON PSYCHOLOGICAL SCIENCE 2023; 18:1339-1367. [PMID: 36791675 PMCID: PMC10623621 DOI: 10.1177/17456916221146158] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
Abstract
Self-control denotes the ability to override current desires to render behavior consistent with long-term goals. A key assumption is that self-control is required when short-term desires are transiently stronger (more preferred) than long-term goals and people would yield to temptation without exerting self-control. We argue that this widely shared conception of self-control raises a fundamental yet rarely discussed conceptual paradox: How is it possible that a person most strongly desires to perform a behavior (e.g., eat chocolate) and at the same time desires to recruit self-control to prevent themselves from doing it? A detailed analysis reveals that three common assumptions about self-control cannot be true simultaneously. To avoid the paradox, any coherent theory of self-control must abandon either the assumption (a) that recruitment of self-control is an intentional process, or (b) that humans are unitary agents, or (c) that self-control consists in overriding the currently strongest desire. We propose a taxonomy of different kinds of self-control processes that helps organize current theories according to which of these assumptions they abandon. We conclude by outlining unresolved questions and future research perspectives raised by different conceptions of self-control and discuss implications for the question of whether self-control can be considered rational.
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45
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Matthews J, Pisauro MA, Jurgelis M, Müller T, Vassena E, Chong TTJ, Apps MAJ. Computational mechanisms underlying the dynamics of physical and cognitive fatigue. Cognition 2023; 240:105603. [PMID: 37647742 DOI: 10.1016/j.cognition.2023.105603] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 08/18/2023] [Accepted: 08/19/2023] [Indexed: 09/01/2023]
Abstract
The willingness to exert effort for reward is essential but comes at the cost of fatigue. Theories suggest fatigue increases after both physical and cognitive exertion, subsequently reducing the motivation to exert effort. Yet a mechanistic understanding of how this happens on a moment-to-moment basis, and whether mechanisms are common to both mental and physical effort, is lacking. In two studies, participants reported momentary (trial-by-trial) ratings of fatigue during an effort-based decision-making task requiring either physical (grip-force) or cognitive (mental arithmetic) effort. Using a novel computational model, we show that fatigue fluctuates from trial-to-trial as a function of exerted effort and predicts subsequent choices. This mechanism was shared across the domains. Selective to the cognitive domain, committing errors also induced momentary increases in feelings of fatigue. These findings provide insight into the computations underlying the influence of effortful exertion on fatigue and motivation, in both physical and cognitive domains.
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Affiliation(s)
- Julian Matthews
- RIKEN Center for Brain Science, Wako-shi, Saitama 351-0106, Japan; Turner Institute for Brain and Mental Health, Monash University, Victoria 3800, Australia
| | - M Andrea Pisauro
- Centre for Human Brain Health, School of Psychology, University of Birmingham, United Kingdom; Institute for Mental Health, School of Psychology, University of Birmingham, United Kingdom; Department of Experimental Psychology, University of Oxford, United Kingdom
| | - Mindaugas Jurgelis
- Department of Experimental Psychology, University of Oxford, United Kingdom; School of Psychological Sciences, Monash University, Victoria 3800, Australia; Turner Institute for Brain and Mental Health, Monash University, Victoria 3800, Australia
| | - Tanja Müller
- Department of Experimental Psychology, University of Oxford, United Kingdom; Zurich Center for Neuroeconomics, Department of Economics, University of Zürich, Switzerland
| | - Eliana Vassena
- Behavioural Science Institute, Radbound University, Netherlands
| | - Trevor T-J Chong
- School of Psychological Sciences, Monash University, Victoria 3800, Australia; Turner Institute for Brain and Mental Health, Monash University, Victoria 3800, Australia.
| | - Matthew A J Apps
- Centre for Human Brain Health, School of Psychology, University of Birmingham, United Kingdom; Institute for Mental Health, School of Psychology, University of Birmingham, United Kingdom; Department of Experimental Psychology, University of Oxford, United Kingdom; Christ Church, University of Oxford, United Kingdom.
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Teichroeb JA, Smeltzer EA, Mathur V, Anderson KA, Fowler EJ, Adams FV, Vasey EN, Tamara Kumpan L, Stead SM, Arseneau-Robar TJM. How can we apply decision-making theories to wild animal behavior? Predictions arising from dual process theory and Bayesian decision theory. Am J Primatol 2023:e23565. [PMID: 37839050 DOI: 10.1002/ajp.23565] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Revised: 09/19/2023] [Accepted: 10/03/2023] [Indexed: 10/17/2023]
Abstract
Our understanding of decision-making processes and cognitive biases is ever increasing, thanks to an accumulation of testable models and a large body of research over the last several decades. The vast majority of this work has been done in humans and laboratory animals because these study subjects and situations allow for tightly controlled experiments. However, it raises questions about how this knowledge can be applied to wild animals in their complex environments. Here, we review two prominent decision-making theories, dual process theory and Bayesian decision theory, to assess the similarities in these approaches and consider how they may apply to wild animals living in heterogenous environments within complicated social groupings. In particular, we wanted to assess when wild animals are likely to respond to a situation with a quick heuristic decision and when they are likely to spend more time and energy on the decision-making process. Based on the literature and evidence from our multi-destination routing experiments on primates, we find that individuals are likely to make quick, heuristic decisions when they encounter routine situations, or signals/cues that accurately predict a certain outcome, or easy problems that experience or evolutionary history has prepared them for. Conversely, effortful decision-making is likely in novel or surprising situations, when signals and cues have unpredictable or uncertain relationships to an outcome, and when problems are computationally complex. Though if problems are overly complex, satisficing via heuristics is likely, to avoid costly mental effort. We present hypotheses for how animals with different socio-ecologies may have to distribute their cognitive effort. Finally, we examine the conservation implications and potential cognitive overload for animals experiencing increasingly novel situations caused by current human-induced rapid environmental change.
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Affiliation(s)
- Julie A Teichroeb
- Department of Anthropology, University of Toronto Scarborough, Toronto, Ontario, Canada
- Department of Anthropology, University of Toronto, Toronto, Ontario, Canada
| | - Eve A Smeltzer
- Department of Anthropology, University of Toronto Scarborough, Toronto, Ontario, Canada
- Department of Anthropology, University of Toronto, Toronto, Ontario, Canada
| | - Virendra Mathur
- Department of Anthropology, University of Toronto Scarborough, Toronto, Ontario, Canada
- Department of Anthropology, University of Toronto, Toronto, Ontario, Canada
| | - Karyn A Anderson
- Department of Anthropology, University of Toronto Scarborough, Toronto, Ontario, Canada
- Department of Anthropology, University of Toronto, Toronto, Ontario, Canada
| | - Erica J Fowler
- Department of Anthropology, University of Toronto Scarborough, Toronto, Ontario, Canada
- Department of Anthropology, University of Toronto, Toronto, Ontario, Canada
| | - Frances V Adams
- Department of Anthropology, University of Toronto Scarborough, Toronto, Ontario, Canada
- Department of Anthropology, University of Toronto, Toronto, Ontario, Canada
| | - Eric N Vasey
- Department of Anthropology, University of Toronto Scarborough, Toronto, Ontario, Canada
- Department of Anthropology, University of Toronto, Toronto, Ontario, Canada
| | - Ludmila Tamara Kumpan
- Department of Anthropology, University of Toronto Scarborough, Toronto, Ontario, Canada
- Department of Anthropology, University of Toronto, Toronto, Ontario, Canada
| | - Samantha M Stead
- Department of Anthropology, University of Toronto Scarborough, Toronto, Ontario, Canada
- Department of Anthropology, University of Toronto, Toronto, Ontario, Canada
| | - T Jean M Arseneau-Robar
- Department of Anthropology, University of Toronto Scarborough, Toronto, Ontario, Canada
- Department of Biology, Concordia University, Montréal, Quebec, Canada
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Zhang Y, Rong Y, Wei P. Mothers exhibit higher neural activity in gaining rewards for their children than for themselves. Soc Cogn Affect Neurosci 2023; 18:nsad048. [PMID: 37702293 PMCID: PMC10558201 DOI: 10.1093/scan/nsad048] [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: 02/17/2023] [Revised: 07/05/2023] [Accepted: 09/08/2023] [Indexed: 09/14/2023] Open
Abstract
Are people willing to exert greater effort to obtain rewards for their children than they are for themselves? Although previous studies have demonstrated that social distance influences neural responses to altruistic reward processing, the distinction between winning rewards for oneself and winning them for one's child is unclear. In the present study, a group of 31 mothers performed a monetary incentive delay task in which cue-induced reward anticipations of winning a reward for themselves, their children and donation to a charity program were manipulated trial-wise, followed by performance-contingent feedback. Behaviorally, the anticipation of winning a reward for their children accelerated participants' responses. Importantly, the electroencephalogram results revealed that across the reward anticipation and consumption phases, the child condition elicited comparable or higher brain responses of participants than the self condition did. The source localization results showed that participants' reward anticipations for their children were associated with more activation in the social brain regions, compared to winning a reward for themselves or a charity donation. Overall, these findings advance our understanding of the neural mechanisms of altruistic reward processing and suggest that the priority of winning a reward for one's child may transcend the limits of the self-advantage effect in reward processing.
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Affiliation(s)
- Yan Zhang
- Beijing Key Laboratory of Learning and Cognition, School of Psychology, Capital Normal University, Beijing 100048, China
| | - Yachao Rong
- Beijing Key Laboratory of Learning and Cognition, School of Psychology, Capital Normal University, Beijing 100048, China
| | - Ping Wei
- Beijing Key Laboratory of Learning and Cognition, School of Psychology, Capital Normal University, Beijing 100048, China
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48
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Unsworth N, Miller AL. Pupillary correlates of preparatory control in the Stroop task. Atten Percept Psychophys 2023; 85:2277-2295. [PMID: 37407798 DOI: 10.3758/s13414-023-02751-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/13/2023] [Indexed: 07/07/2023]
Abstract
In three experiments, individual differences in preparatory control in the Stroop task were examined. Participants performed variants of the Stroop task while pupillary responses were examined during the preparatory interval. Variation in working memory capacity was also examined. High Stroop performers tended to demonstrate larger preparatory pupillary responses than low Stroop performers. In Experiment 2, when participants were given pre-cues indicating the congruency of the upcoming trial (MATCHING vs. CONFLICTING), high Stroop performers had larger preparatory pupillary responses for incongruent trials compared to congruent trials, whereas low Stroop performers demonstrated similar preparatory pupillary responses on both incongruent and congruent trials. These results suggest that variation in Stroop performance is partially due to individual differences in the ability to ramp up and regulate the intensity of attention allocated to preparatory control processes. Additionally, there was limited evidence that preparatory control processes partially account for the relation between working memory capacity and performance on the Stroop. Overall, these results provide evidence that individual differences in Stroop performance are partialy due to variation in preparatory control.
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Affiliation(s)
- Nash Unsworth
- Department of Psychology, University of Oregon, Eugene, OR, 97403, USA.
| | - Ashley L Miller
- Department of Psychology, University of California, Los Angeles, CA, USA
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49
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Lopez-Brau M, Jara-Ettinger J. People can use the placement of objects to infer communicative goals. Cognition 2023; 239:105524. [PMID: 37451099 DOI: 10.1016/j.cognition.2023.105524] [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: 09/08/2022] [Revised: 06/09/2023] [Accepted: 06/10/2023] [Indexed: 07/18/2023]
Abstract
Beyond words and gestures, people have a remarkable capacity to communicate indirectly through everyday objects: A hat on a chair can mean it is occupied, rope hanging across an entrance can mean we should not cross, and objects placed in a closed box can imply they are not ours to take. How do people generate and interpret the communicative meaning of objects? We hypothesized that this capacity is supported by social goal inference, where observers recover what social goal explains an object being placed in a particular location. To test this idea, we study a category of common ad-hoc communicative objects where a small cost is used to signal avoidance. Using computational modeling, we first show that goal inference from indirect physical evidence can give rise to the ability to use object placement to communicate. We then show that people from the U.S. and the Tsimane'-a farming-foraging group native to the Bolivian Amazon-can infer the communicative meaning of object placement in the absence of a pre-existing convention, and that people's inferences are quantitatively predicted by our model. Finally, we show evidence that people can store and retrieve this meaning for use in subsequent encounters, revealing a potential mechanism for how ad-hoc communicative objects become quickly conventionalized. Our model helps shed light on how humans use their ability to interpret other people's behavior to embed social meaning into the physical world.
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Affiliation(s)
- Michael Lopez-Brau
- Department of Psychology, Yale University, 2 Hillhouse Ave, New Haven, CT 06520, USA.
| | - Julian Jara-Ettinger
- Department of Psychology, Yale University, 2 Hillhouse Ave, New Haven, CT 06520, USA.
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50
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Verschooren S, Egner T. When the mind's eye prevails: The Internal Dominance over External Attention (IDEA) hypothesis. Psychon Bull Rev 2023; 30:1668-1688. [PMID: 36988893 DOI: 10.3758/s13423-023-02272-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/13/2023] [Indexed: 03/30/2023]
Abstract
Throughout the 20th century, the psychological literature has considered attention as being primarily directed at the outside world. More recent theories conceive attention as also operating on internal information, and mounting evidence suggests a single, shared attentional focus between external and internal information. Such sharing implies a cognitive architecture where attention needs to be continuously shifted between prioritizing either external or internal information, but the fundamental principles underlying this attentional balancing act are currently unknown. Here, we propose and evaluate one such principle in the shape of the Internal Dominance over External Attention (IDEA) hypothesis: Contrary to the traditional view of attention as being primarily externally oriented, IDEA asserts that attention is inherently biased toward internal information. We provide a theoretical account for why such an internal attention bias may have evolved and examine findings from a wide range of literatures speaking to the balancing of external versus internal attention, including research on working memory, attention switching, visual search, mind wandering, sustained attention, and meditation. We argue that major findings in these disparate research lines can be coherently understood under IDEA. Finally, we consider tentative neurocognitive mechanisms contributing to IDEA and examine the practical implications of more deliberate control over this bias in the context of psychopathology. It is hoped that this novel hypothesis motivates cross-talk between the reviewed research lines and future empirical studies directly examining the mechanisms that steer attention either inward or outward on a moment-by-moment basis.
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Affiliation(s)
- Sam Verschooren
- Center for Cognitive Neuroscience, Duke University, Durham, NC, 27708, USA.
- Department of Experimental Psychology, Ghent University, Ghent, Belgium.
| | - Tobias Egner
- Center for Cognitive Neuroscience, Duke University, Durham, NC, 27708, USA
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