Computational mechanisms underlying the dynamics of physical and cognitive fatigue

被引:18
作者
Matthews, Julian [1 ,8 ]
Pisauro, M. Andrea [2 ,3 ,4 ]
Jurgelis, Mindaugas [4 ,7 ,8 ]
Muller, Tanja [4 ,5 ]
Vassena, Eliana [6 ]
Chong, Trevor T. -J. [7 ,8 ,11 ]
Apps, Matthew A. J. [2 ,3 ,4 ,9 ,10 ]
机构
[1] RIKEN, Ctr Brain Sci, Wako, Saitama 3510106, Japan
[2] Univ Birmingham, Ctr Human Brain Hlth, Sch Psychol, Birmingham, England
[3] Univ Birmingham, Inst Mental Hlth, Sch Psychol, Birmingham, England
[4] Univ Oxford, Dept Expt Psychol, Oxford, England
[5] Univ Zurich, Zurich Ctr Neuroecon, Dept Econ, Zurich, Switzerland
[6] Radbound Univ, Behav Sci Inst, Nijmegen, Netherlands
[7] Monash Univ, Sch Psychol Sci, Clayton, Vic 3800, Australia
[8] Monash Univ, Turner Inst Brain & Mental Hlth, Melbourne, Vic 3800, Australia
[9] Univ Oxford, Christ Church, Oxford, England
[10] Univ Birmingham, Ctr Human Brain Hlth, Birmingham, England
[11] Monash Univ, Turner Inst Brain & Mental Hlth, Melbourne, Australia
基金
英国生物技术与生命科学研究理事会; 英国惠康基金; 澳大利亚研究理事会;
关键词
Fatigue; Cognitive effort; Physical effort; Motivation; Decision-making; MENTAL FATIGUE; INDIVIDUAL-DIFFERENCES; NEURAL MECHANISMS; DECISION-MAKING; MOTIVATION; COSTS; WORK; PERCEPTION; EXERCISE; REWARDS;
D O I
10.1016/j.cognition.2023.105603
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
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.
引用
收藏
页数:15
相关论文
共 83 条
  • [31] The goal gradient hypothesis and maze learning
    Hull, CL
    [J]. PSYCHOLOGICAL REVIEW, 1932, 39 : 25 - 43
  • [32] Computational psychiatry as a bridge from neuroscience to clinical applications
    Huys, Quentin J. M.
    Maia, Tiago V.
    Frank, Michael J.
    [J]. NATURE NEUROSCIENCE, 2016, 19 (03) : 404 - 413
  • [33] Are computational models of any use to psychiatry?
    Huys, Quentin J. M.
    Moutoussis, Michael
    Williams, Jonathan
    [J]. NEURAL NETWORKS, 2011, 24 (06) : 544 - 551
  • [34] Attribution of sensory prediction error to perception of muscle fatigue
    Ito, Sho
    Kimura, Toshitaka
    Gomi, Hiroaki
    [J]. SCIENTIFIC REPORTS, 2022, 12 (01)
  • [35] Effort Reinforces Learning
    Jarvis, Huw
    Stevenson, Isabelle
    Huynh, Amy Q.
    Babbage, Emily
    Coxon, James
    Chong, Trevor T. -J.
    [J]. JOURNAL OF NEUROSCIENCE, 2022, 42 (40) : 7648 - 7658
  • [36] Behavioral Modeling of Human Choices Reveals Dissociable Effects of Physical Effort and Temporal Delay on Reward Devaluation
    Klein-Fluegge, Miriam C.
    Kennerley, Steven W.
    Saraiva, Ana C.
    Penny, Will D.
    Bestmann, Sven
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2015, 11 (03)
  • [37] Mental labour
    Kool, Wouter
    Botvinick, Matthew
    [J]. NATURE HUMAN BEHAVIOUR, 2018, 2 (12): : 899 - 908
  • [38] A Labor/Leisure Tradeoff in Cognitive Control
    Kool, Wouter
    Botvinick, Matthew
    [J]. JOURNAL OF EXPERIMENTAL PSYCHOLOGY-GENERAL, 2014, 143 (01) : 131 - 141
  • [39] Decision Making and the Avoidance of Cognitive Demand
    Kool, Wouter
    McGuire, Joseph T.
    Rosen, Zev B.
    Botvinick, Matthew M.
    [J]. JOURNAL OF EXPERIMENTAL PSYCHOLOGY-GENERAL, 2010, 139 (04) : 665 - 682
  • [40] The fatigue conundrum
    Kuppuswamy, Annapoorna
    [J]. BRAIN, 2017, 140 : 2240 - 2245