Neural oscillations predict flow experience

被引:0
作者
Lin, Bingxin [1 ]
Guo, Baoshun [2 ]
Zhuang, Lingyun [1 ]
Zhang, Dan [1 ]
Wang, Fei [1 ,3 ]
机构
[1] Tsinghua Univ, Dept Psychol & Cognit Sci, Beijing 100084, Peoples R China
[2] Tsinghua Univ, Sch Marxism, Beijing 100084, Peoples R China
[3] Tsinghua Univ, Posit Psychol Res Ctr, Beijing 100084, Peoples R China
关键词
Flow experience; Video game; Oscillatory representation; Machine learning; Quantitative prediction; THETA OSCILLATIONS; ALTERED STATES; FRONTAL THETA; EEG-ALPHA; SYNCHRONIZATION; CONSCIOUSNESS; SYSTEM;
D O I
10.1007/s11571-024-10205-x
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Flow experience, characterized by immersion in the activity at hand, provides a motivational boost and promotes positive behaviors. However, the oscillatory representations of flow experience are still poorly understood. In this study, the difficulty of the video game was adjusted to manipulate the individual's personalized flow or non-flow state, and EEG data was recorded throughout. Our results show that, compared to non-flow tasks, flow tasks exhibit higher theta power, moderate alpha power, and lower beta power, providing evidence for a focused yet effortless brain pattern during flow. Additionally, we employed Lasso regression to predict individual subjective flow scores based on neural data, achieving a correlation coefficient of 0.571 (p < 0.01) between the EEG-predicted scores and the actual self-reported scores. Our findings offer new insights into the oscillatory representation of flow and emphasize that flow, as a measure of individual experience quality, can be objectively and quantitatively predicted through neural oscillations.
引用
收藏
页数:10
相关论文
共 60 条
[21]   Exploring the Neural Correlates of Flow Experience with Multifaceted Tasks and a Single-Channel Prefrontal EEG Recording [J].
Hang, Yuqi ;
Unenbat, Buyanzaya ;
Tang, Shiyun ;
Wang, Fei ;
Lin, Bingxin ;
Zhang, Dan .
SENSORS, 2024, 24 (06)
[22]   Physiological correlates of the flow experience during computer game playing [J].
Harmat, Laszlo ;
de Manzano, Orjan ;
Theorell, Tores ;
Hogman, Lennart ;
Fischer, Hakan ;
Ullen, Fredrik .
INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2015, 97 (01) :1-7
[23]   Frontal midline theta oscillations during working memory maintenance and episodic encoding and retrieval [J].
Hsieh, Liang-Tien ;
Ranganath, Charan .
NEUROIMAGE, 2014, 85 :721-729
[24]   Network Neuroscience Reveals Distinct Neuromarkers of Flow During Media Use [J].
Huskey, Richard ;
Wilcox, Shelby ;
Weber, Rene .
JOURNAL OF COMMUNICATION, 2018, 68 (05) :872-895
[25]   Does intrinsic reward motivate cognitive control? a naturalistic-fMRI study based on the synchronization theory of flow [J].
Huskey, Richard ;
Craighead, Britney ;
Miller, Michael B. ;
Weber, Rene .
COGNITIVE AFFECTIVE & BEHAVIORAL NEUROSCIENCE, 2018, 18 (05) :902-924
[26]   Frontal theta activity in humans increases with memory load in a working memory task [J].
Jensen, O ;
Tesche, CD .
EUROPEAN JOURNAL OF NEUROSCIENCE, 2002, 15 (08) :1395-1399
[27]   The neurophysics of consciousness [J].
John, ER .
BRAIN RESEARCH REVIEWS, 2002, 39 (01) :1-28
[28]   Manipulating and decoding subjective gaming experience during active gameplay: a multivariate, whole-brain analysis [J].
Ju, Uijong ;
Wallraven, Christian .
NEUROIMAGE, 2019, 188 :1-13
[29]   EEG Correlates of the Flow State: A Combination of Increased Frontal Theta and Moderate Frontocentral Alpha Rhythm in the Mental Arithmetic Task [J].
Katahira, Kenji ;
Yamazaki, Yoichi ;
Yamaoka, Chiaki ;
Ozaki, Hiroaki ;
Nakagawa, Sayaka ;
Nagata, Noriko .
FRONTIERS IN PSYCHOLOGY, 2018, 9
[30]   Flow and regulatory compatibility: An experimental approach to the flow model of intrinsic motivation [J].
Keller, Johannes ;
Bless, Herbert .
PERSONALITY AND SOCIAL PSYCHOLOGY BULLETIN, 2008, 34 (02) :196-209