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Kania D, Romaniszyn-Kania P, Bugdol M, Tuszy A, Ledwoń D, Pollak A, Mitas AW. Flow and Physiological Response Assessment during Exercise Using Metrorhythmic Stimuli. J Hum Kinet 2024; 94:243-254. [PMID: 39563761 PMCID: PMC11571474 DOI: 10.5114/jhk/187804] [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: 01/23/2024] [Accepted: 04/22/2024] [Indexed: 11/21/2024] Open
Abstract
Activity and physical effort positively affect a person's psychophysical state and emotional experience. Interest in the phenomenon of flow, the state of perceived arousal, stems from its relationship to an individual's intrinsic motivation. Flow is an area of research in many fields, including sports. Nowadays, solutions are being sought to support the traditional assessment of cognitive and affective states using analysis of physiological signals. Therefore, the present study analysed and estimated the physiological responses that may occur during the induction of a flow state between exercises stimulated by additional metrorhythmic stimuli. Thirty-six healthy subjects participated in the study. The effects of various metrorhythmic stimuli on the body's physiological response during the subjects' free gait were examined. The physiological response and flow intensity were evaluated when the rate of individual stimuli was changed, and the rate was enforced. Several statistically significant variables and correlations were determined for physiological indicators depending on the stage of the study conducted and the level of flow experienced. A positive, statistically significant correlation of flow and HRV frequency variables was obtained. The results also confirm previous literature reports on the relationship between flow response and frequency heart rate variability during physical activity.
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Affiliation(s)
- Damian Kania
- Institute of Physiotherapy and Health Sciences, The Jerzy Kukuczka Academy of Physical Education in Katowice, Katowice, Poland
| | | | - Monika Bugdol
- Faculty of Biomedical Engineering, Silesian University of Technology, Zabrze, Poland
| | - Aleksandra Tuszy
- Faculty of Biomedical Engineering, Silesian University of Technology, Zabrze, Poland
| | - Daniel Ledwoń
- Faculty of Biomedical Engineering, Silesian University of Technology, Zabrze, Poland
| | - Anita Pollak
- Institute of Psychology, University of Silesia in Katowice, Katowice, Poland
| | - Andrzej W Mitas
- Faculty of Biomedical Engineering, Silesian University of Technology, Zabrze, Poland
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2
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Yao Q, Gu H, Wang S, Li X. Spatial-Frequency Characteristics of EEG Associated With the Mental Stress in Human-Machine Systems. IEEE J Biomed Health Inform 2024; 28:5904-5916. [PMID: 38959145 DOI: 10.1109/jbhi.2024.3422384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/05/2024]
Abstract
Accurate assessment of user mental stress in human-machine system plays a crucial role in ensuring task performance and system safety. However, the underlying neural mechanisms of stress in human-machine tasks and assessment methods based on physiological indicators remain fundamental challenges. In this paper, we employ a virtual unmanned aerial vehicle (UAV) control experiment to explore the reorganization of functional brain network patterns under stress conditions. The results indicate enhanced functional connectivity in the frontal theta band and central beta band, as well as reduced functional connectivity in the left parieto-occipital alpha band, which is associated with increased mental stress. Evaluation of network metrics reveals that decreased global efficiency in the theta and beta bands is linked to elevated stress levels. Subsequently, inspired by the frequency-specific patterns in the stress brain network, a cross-band graph convolutional network (CBGCN) model is constructed for mental stress brain state recognition. The proposed method captures the spatial-frequency topological relationships of cross-band brain networks through multiple branches, with the aim of integrating complex dynamic patterns hidden in the brain network and learning discriminative cognitive features. Experimental results demonstrate that the neuro-inspired CBGCN model improves classification performance and enhances model interpretability. The study suggests that the proposed approach provides a potentially viable solution for recognizing stress states in human-machine system by using EEG signals.
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Lohani M, Cooper JM, McDonnell AS, Erickson GG, Simmons TG, Carriero AE, Crabtree KW, Strayer DL. Reliable but multi-dimensional cognitive demand in operating partially automated vehicles: implications for real-world automation research. Cogn Res Princ Implic 2024; 9:60. [PMID: 39256243 PMCID: PMC11387569 DOI: 10.1186/s41235-024-00591-5] [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: 12/27/2023] [Accepted: 08/23/2024] [Indexed: 09/12/2024] Open
Abstract
The reliability of cognitive demand measures in controlled laboratory settings is well-documented; however, limited research has directly established their stability under real-life and high-stakes conditions, such as operating automated technology on actual highways. Partially automated vehicles have advanced to become an everyday mode of transportation, and research on driving these advanced vehicles requires reliable tools for evaluating the cognitive demand on motorists to sustain optimal engagement in the driving process. This study examined the reliability of five cognitive demand measures, while participants operated partially automated vehicles on real roads across four occasions. Seventy-one participants (aged 18-64 years) drove on actual highways while their heart rate, heart rate variability, electroencephalogram (EEG) alpha power, and behavioral performance on the Detection Response Task were measured simultaneously. Findings revealed that EEG alpha power had excellent test-retest reliability, heart rate and its variability were good, and Detection Response Task reaction time and hit-rate had moderate reliabilities. Thus, the current study addresses concerns regarding the reliability of these measures in assessing cognitive demand in real-world automation research, as acceptable test-retest reliabilities were found across all measures for drivers across occasions. Despite the high reliability of each measure, low intercorrelations among measures were observed, and internal consistency was better when cognitive demand was estimated as a multi-factorial construct. This suggests that they tap into different aspects of cognitive demand while operating automation in real life. The findings highlight that a combination of psychophysiological and behavioral methods can reliably capture multi-faceted cognitive demand in real-world automation research.
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Affiliation(s)
- Monika Lohani
- Department of Psychology, University of Utah, 380 S 1530 E BEHS 1003, Salt Lake City, UT, 84112, USA.
| | | | - Amy S McDonnell
- Department of Psychology, University of Utah, 380 S 1530 E BEHS 1003, Salt Lake City, UT, 84112, USA
| | - Gus G Erickson
- Department of Psychology, University of Utah, 380 S 1530 E BEHS 1003, Salt Lake City, UT, 84112, USA
| | - Trent G Simmons
- Department of Psychology, University of Utah, 380 S 1530 E BEHS 1003, Salt Lake City, UT, 84112, USA
| | - Amanda E Carriero
- Department of Psychology, University of Utah, 380 S 1530 E BEHS 1003, Salt Lake City, UT, 84112, USA
| | - Kaedyn W Crabtree
- Department of Psychology, University of Utah, 380 S 1530 E BEHS 1003, Salt Lake City, UT, 84112, USA
| | - David L Strayer
- Department of Psychology, University of Utah, 380 S 1530 E BEHS 1003, Salt Lake City, UT, 84112, USA
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Joessel F, Pichon S, Bavelier D. A video-game-based method to induce states of high and low flow. Behav Res Methods 2024; 56:5128-5160. [PMID: 37864115 PMCID: PMC11289307 DOI: 10.3758/s13428-023-02251-w] [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: 09/18/2023] [Indexed: 10/22/2023]
Abstract
Flow has been defined as a state of full immersion that may emerge when the skills of a person match the challenge of an activity. It is a special case of being on task, as during flow, keeping focused on the task feels effortless. Most experimental investigations of the neural or physiological correlates of flow contrast conditions with different levels of challenge. Yet comparing different levels of challenge that are too distant may trigger states where the participant is off task, such as boredom or frustration. Thus, it remains unclear whether previously observed differences ascribed to flow may rather reflect differences in how much participants were on task-trying their best-across the contrasted conditions. To remedy this, we introduce a method to manipulate flow by contrasting two video game play conditions at personalized levels of difficulty calibrated such that participants similarly tried their best in both conditions. Across three experiments (> 90 participants), higher flow was robustly reported in our high-flow than in our low-flow condition (mean effect size d = 1.31). Cardiac, respiratory, and skin conductance measures confirmed the known difference between a period of rest and the two on-task conditions of high and low flow, but failed to distinguish between these latter two. In light of the conflicting findings regarding the physiological correlates of flow, we discuss the importance of ensuring a low-flow baseline condition that maintains participants on task, and propose that the present method provides a methodological advance toward that goal.
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Affiliation(s)
- Freya Joessel
- Faculté de Psychologie et Sciences de L'Education, (FPSE), Université de Genève, Boulevard du Pont d'Arve, 40, 1205, Geneva, Switzerland
- Campus Biotech, Chemin des Mines, 9, 1202, Geneva, Switzerland
| | - Swann Pichon
- Faculté de Psychologie et Sciences de L'Education, (FPSE), Université de Genève, Boulevard du Pont d'Arve, 40, 1205, Geneva, Switzerland
- Campus Biotech, Chemin des Mines, 9, 1202, Geneva, Switzerland
- Geneva School of Health Sciences, HES-SO University of Applied Sciences and Arts Western Switzerland, Geneva, Switzerland
| | - Daphne Bavelier
- Faculté de Psychologie et Sciences de L'Education, (FPSE), Université de Genève, Boulevard du Pont d'Arve, 40, 1205, Geneva, Switzerland.
- Campus Biotech, Chemin des Mines, 9, 1202, Geneva, Switzerland.
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de Sampaio Barros MF, Stefano Filho CA, de Menezes LT, Araújo-Moreira FM, Trevelin LC, Pimentel Maia R, Radel R, Castellano G. Psycho-physio-neurological correlates of qualitative attention, emotion and flow experiences in a close-to-real-life extreme sports situation: low- and high-altitude slackline walking. PeerJ 2024; 12:e17743. [PMID: 39076780 PMCID: PMC11285370 DOI: 10.7717/peerj.17743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Accepted: 06/24/2024] [Indexed: 07/31/2024] Open
Abstract
It has been indicated that extreme sport activities result in a highly rewarding experience, despite also providing fear, stress and anxiety. Studies have related this experience to the concept of flow, a positive feeling that individuals undergo when they are completely immersed in an activity. However, little is known about the exact nature of these experiences, and, there are still no empirical results to characterize the brain dynamics during extreme sport practice. This work aimed at investigating changes in psychological responses while recording physiological (heart rate-HR, and breathing rate-BR) and neural (electroencephalographic-EEG) data of eight volunteers, during outdoors slackline walking in a mountainous environment at two different altitude conditions (1 m-low-walk- and 45 m-high-walk-from the ground). Low-walk showed a higher score on flow scale, while high-walk displayed a higher score in the negative affect aspects, which together point to some level of flow restriction during high-walk. The order of task performance was shown to be relevant for the physiological and neural variables. The brain behavior during flow, mainly considering attention networks, displayed the stimulus-driven ventral attention network-VAN, regionally prevailing (mainly at the frontal lobe), over the goal-directed dorsal attention network-DAN. Therefore, we suggest an interpretation of flow experiences as an opened attention to more changing details in the surroundings, i.e., configured as a 'task-constantly-opened-to-subtle-information experience', rather than a 'task-focused experience'.
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Affiliation(s)
- Marcelo Felipe de Sampaio Barros
- Programa de Pós-graduação em Biotecnologia, Universidade Federal de São Carlos (UFSCar), São Carlos, São Paulo, Brazil
- Laboratoire LAMHESS, Université de Nice Sophia Antipolis, Nice, Côte d’Azur, France
| | - Carlos Alberto Stefano Filho
- Neurophysics Group, Gleb Wataghin Institute of Physics, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), Campinas, São Paulo, Brazil
| | - Lucas Toffoli de Menezes
- Neurophysics Group, Gleb Wataghin Institute of Physics, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), Campinas, São Paulo, Brazil
| | - Fernando Manuel Araújo-Moreira
- Programa de Pós-graduação em Biotecnologia, Universidade Federal de São Carlos (UFSCar), São Carlos, São Paulo, Brazil
- Programa de pós-graduação em Engenharia Nuclear, Instituto Militar de Engenharia/IME, Rio de Janeiro, Rio de Janeiro, Brazil
| | - Luis Carlos Trevelin
- Programa de Pós-graduação em Biotecnologia, Universidade Federal de São Carlos (UFSCar), São Carlos, São Paulo, Brazil
- Departamento de Computação, Universidade Federal de São Carlos (UFSCar), São Carlos, São Paulo, Brazil
| | - Rafael Pimentel Maia
- Department of Statistics, Institute of Mathematics, Statistics and Scientific Computing, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
| | - Rémi Radel
- Laboratoire LAMHESS, Université de Nice Sophia Antipolis, Nice, Côte d’Azur, France
| | - Gabriela Castellano
- Neurophysics Group, Gleb Wataghin Institute of Physics, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
- Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), Campinas, São Paulo, Brazil
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Prajod P, Lavit Nicora M, Mondellini M, Falerni MM, Vertechy R, Malosio M, André E. Flow in human-robot collaboration-multimodal analysis and perceived challenge detection in industrial scenarios. Front Robot AI 2024; 11:1393795. [PMID: 38873120 PMCID: PMC11169730 DOI: 10.3389/frobt.2024.1393795] [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: 03/05/2024] [Accepted: 04/29/2024] [Indexed: 06/15/2024] Open
Abstract
Introduction: Flow state, the optimal experience resulting from the equilibrium between perceived challenge and skill level, has been extensively studied in various domains. However, its occurrence in industrial settings has remained relatively unexplored. Notably, the literature predominantly focuses on Flow within mentally demanding tasks, which differ significantly from industrial tasks. Consequently, our understanding of emotional and physiological responses to varying challenge levels, specifically in the context of industry-like tasks, remains limited. Methods: To bridge this gap, we investigate how facial emotion estimation (valence, arousal) and Heart Rate Variability (HRV) features vary with the perceived challenge levels during industrial assembly tasks. Our study involves an assembly scenario that simulates an industrial human-robot collaboration task with three distinct challenge levels. As part of our study, we collected video, electrocardiogram (ECG), and NASA-TLX questionnaire data from 37 participants. Results: Our results demonstrate a significant difference in mean arousal and heart rate between the low-challenge (Boredom) condition and the other conditions. We also found a noticeable trend-level difference in mean heart rate between the adaptive (Flow) and high-challenge (Anxiety) conditions. Similar differences were also observed in a few other temporal HRV features like Mean NN and Triangular index. Considering the characteristics of typical industrial assembly tasks, we aim to facilitate Flow by detecting and balancing the perceived challenge levels. Leveraging our analysis results, we developed an HRV-based machine learning model for discerning perceived challenge levels, distinguishing between low and higher-challenge conditions. Discussion: This work deepens our understanding of emotional and physiological responses to perceived challenge levels in industrial contexts and provides valuable insights for the design of adaptive work environments.
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Affiliation(s)
- Pooja Prajod
- Human-Centered Artificial Intelligence, University of Augsburg, Augsburg, Germany
| | - Matteo Lavit Nicora
- Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing, National Research Council of Italy, Lecco, Italy
- Industrial Engineering Department, University of Bologna, Bologna, Italy
| | - Marta Mondellini
- Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing, National Research Council of Italy, Lecco, Italy
- Psychology Department, Catholic University of the Sacred Heart, Milan, Italy
| | - Matteo Meregalli Falerni
- Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing, National Research Council of Italy, Lecco, Italy
| | - Rocco Vertechy
- Industrial Engineering Department, University of Bologna, Bologna, Italy
| | - Matteo Malosio
- Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing, National Research Council of Italy, Lecco, Italy
| | - Elisabeth André
- Human-Centered Artificial Intelligence, University of Augsburg, Augsburg, Germany
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7
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Long K, Zhang X, Wang N, Lei H. Heart Rate Variability during Online Video Game Playing in Habitual Gamers: Effects of Internet Addiction Scale, Ranking Score and Gaming Performance. Brain Sci 2023; 14:29. [PMID: 38248244 PMCID: PMC10813724 DOI: 10.3390/brainsci14010029] [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: 12/06/2023] [Revised: 12/14/2023] [Accepted: 12/23/2023] [Indexed: 01/23/2024] Open
Abstract
Previous studies have demonstrated that individuals with internet gaming disorder (IGD) display abnormal autonomic activities at rest and during gameplay. Here, we examined whether and how in-game autonomic activity is modulated by human characteristics and behavioral performance of the player. We measured heart rate variability (HRV) in 42 male university student habitual gamers (HGs) when they played a round of League of Legends game online. Short-term HRV indices measured in early, middle and late phases of the game were compared between the players at high risk of developing IGD and those at low risk, as assessed by the revised Chen Internet addiction scale (CIAS-R). Multiple linear regression (MLR) was used to identify significant predictors of HRV measured over the whole gameplay period (WG), among CIAS-R, ranking score, hours of weekly playing and selected in-game performance parameters. The high-risk players showed a significantly higher low-frequency power/high-frequency power ratio (LF/HF) relative to the low-risk players, regardless of game phase. MLR analysis revealed that LF/HF measured in WG was predicted by, and only by, CIAS-R. The HRV indicators of sympathetic activity were found to be predicted only by the number of slain in WG (NSlain), and the indicators of parasympathetic activity were predicted by both CIAS-R and NSlain. Collectively, the results demonstrated that risk of developing IGD is associated with dysregulated autonomic balance during gameplay, and in-game autonomic activities are modulated by complex interactions among personal attributes and in-game behavioral performance of the player, as well as situational factors embedded in game mechanics.
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Affiliation(s)
- Kehong Long
- State Key Laboratory of Magnetic Resonance and Atomic and Molecular Physics, Innovation Academy for Precision Measurement Science and Technology, Chinese Academy of Sciences, Wuhan 430071, China; (K.L.); (X.Z.); (N.W.)
- University of Chinese Academy of Sciences, Beijing 100190, China
| | - Xuzhe Zhang
- State Key Laboratory of Magnetic Resonance and Atomic and Molecular Physics, Innovation Academy for Precision Measurement Science and Technology, Chinese Academy of Sciences, Wuhan 430071, China; (K.L.); (X.Z.); (N.W.)
- University of Chinese Academy of Sciences, Beijing 100190, China
| | - Ningxin Wang
- State Key Laboratory of Magnetic Resonance and Atomic and Molecular Physics, Innovation Academy for Precision Measurement Science and Technology, Chinese Academy of Sciences, Wuhan 430071, China; (K.L.); (X.Z.); (N.W.)
- Wuhan National Laboratory for Optoelectronics, Huazhong University of Science and Technology, Wuhan 430074, China
| | - Hao Lei
- State Key Laboratory of Magnetic Resonance and Atomic and Molecular Physics, Innovation Academy for Precision Measurement Science and Technology, Chinese Academy of Sciences, Wuhan 430071, China; (K.L.); (X.Z.); (N.W.)
- University of Chinese Academy of Sciences, Beijing 100190, China
- Wuhan National Laboratory for Optoelectronics, Huazhong University of Science and Technology, Wuhan 430074, China
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Gibbs HJ, Czepiel A, Egermann H. Physiological synchrony and shared flow state in Javanese gamelan: positively associated while improvising, but not for traditional performance. Front Psychol 2023; 14:1214505. [PMID: 37663327 PMCID: PMC10469686 DOI: 10.3389/fpsyg.2023.1214505] [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: 04/29/2023] [Accepted: 08/02/2023] [Indexed: 09/05/2023] Open
Abstract
The experience of shared flow refers to the optimal balance between challenge and ability for a given task, resulting from interpersonal action in a group situation. The performance of Javanese gamelan is an ideal setting to investigate shared flow, due to the requirement that all performers on varying instrumental parts work harmoniously, allowing for shared flow and its native equivalent, ngeli. To minimise the disruption of flow, while still measuring it continuously, one way to assess a person's state is by measuring physiological responses of the sympathetic (i.e., fight-or-flight) system, namely heart rate and skin conductance. Flow has been related to physiological signatures, and shared actions in music-making have been related to synchronised physiology. However, to our knowledge, no study yet has directly investigated the links between shared physiology and shared flow. Therefore, this study aimed to assess the associations between flow states, physiological synchrony, and Javanese gamelan playing. Subsequently, we tested for differences between advanced and beginner groups playing traditional gamelan pieces and improvising. Firstly, a factor analysis revealed a two-factor solution of Awareness and Absorption for self-reported shared flow. Next, using inter-subject correlation to assess synchrony and circular shuffling to infer significance, we found a greater proportion of significance in traditional playing compared to improvised playing for the experienced group, and the opposite for the beginner group. Lastly, linear mixed models revealed largely positive associations between synchronised physiology and shared flow during improvised playing, and negative associations during traditional playing, regardless of experience levels. This study demonstrates methodological possibilities for the quantitative study of shared flow in music-making contexts, and potential differences in shared flow experience in improvised and traditional, or prescribed, playing.
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Affiliation(s)
- Hannah Jennet Gibbs
- York Music Psychology Group, Music, Science and Technology Research Cluster, School of Arts and Creative Technologies, University of York, York, United Kingdom
| | - Anna Czepiel
- Department of Music, Max Planck Institute for Empirical Aesthetics, Frankfurt, Germany
- Department of Neuropsychology and Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, Netherlands
| | - Hauke Egermann
- Institute for Music and Musicology, TU Dortmund University, Dortmund, Germany
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9
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Weintraub J, Nolan KP, Sachdev AR. The Cognitive Control Model of Work-related Flow. Front Psychol 2023; 14:1174152. [PMID: 37384184 PMCID: PMC10293628 DOI: 10.3389/fpsyg.2023.1174152] [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: 02/25/2023] [Accepted: 05/15/2023] [Indexed: 06/30/2023] Open
Abstract
Although several models of flow have been proposed that include environmental and trait-based antecedents of the state, elements of cognitive control that enable workers to experience flow and its subsequent outcomes at work have largely been overlooked. This research proposes and provides empirical support for the "Cognitive Control Model of Work-related Flow," which integrates antecedents of flow at work related to the ability to focus concentration of cognitive resources toward experiencing flow at work. Along with flow at work, the model includes the antecedents of grit, flow metacognition, and mindfulness at work and the outcomes of work performance, engagement, and burnout. Findings across three studies (a cross-sectional, a time-lagged, and a one-day experience sampling method study) utilizing MTurk participants provided support for the model, as grit, mindfulness, and flow metacognition predicted flow, and flow predicted subjective performance, engagement, and burnout. Theoretical implications and the potential for developing flow interventions at work are discussed.
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Sriranga AK, Lu Q, Birrell S. A Systematic Review of In-Vehicle Physiological Indices and Sensor Technology for Driver Mental Workload Monitoring. SENSORS (BASEL, SWITZERLAND) 2023; 23:2214. [PMID: 36850812 PMCID: PMC9963326 DOI: 10.3390/s23042214] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Revised: 02/06/2023] [Accepted: 02/13/2023] [Indexed: 06/18/2023]
Abstract
The concept of vehicle automation ceases to seem futuristic with the current advancement of the automotive industry. With the introduction of conditional automated vehicles, drivers are no longer expected to focus only on driving activities but are still required to stay alert to resume control. However, fluctuations in driving demands are known to alter the driver's mental workload (MWL), which might affect the driver's vehicle take-over capabilities. Driver mental workload can be specified as the driver's capacity for information processing for task performance. This paper summarizes the literature that relates to analysing driver mental workload through various in-vehicle physiological sensors focusing on cardiovascular and respiratory measures. The review highlights the type of study, hardware, method of analysis, test variable, and results of studies that have used physiological indices for MWL analysis in the automotive context.
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Lemmens JS, von Münchhausen CF. Let the beat flow: How game difficulty in virtual reality affects flow. Acta Psychol (Amst) 2023; 232:103812. [PMID: 36566612 DOI: 10.1016/j.actpsy.2022.103812] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2022] [Revised: 12/14/2022] [Accepted: 12/14/2022] [Indexed: 12/24/2022] Open
Abstract
Virtual Reality Games offer highly immersive experiences that allow users to effectively dissociate themselves from reality. VR gaming leads to a strong sense of presence and can facilitate the experience of flow among its players. The current study examines how the balance between a player's skill and the difficulty of a VR rhythm game can influence the sense of flow. An experiment was conducted among 201 university students who played the rhythm game Beat Saber in VR. Difficulty settings were adjusted to each individual player's skill, making the game either too easy, matched, or too hard. Results indicated that the match between skill and difficulty led to higher levels of flow. If the game was too hard, this caused a decrease in flow due to frustration, but too easy did not lead to the expected decrease in flow due to boredom. A stronger sense of flow while playing this VR game was also related to better performance, higher physiological arousal, and more enjoyment.
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Affiliation(s)
- Jeroen S Lemmens
- Amsterdam School of Communication Research, University of Amsterdam, Netherlands.
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12
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Two-dimensional and three-dimensional multiple object tracking learning performance in adolescent female soccer players: The role of flow experience reflected by heart rate variability. Physiol Behav 2023; 258:114009. [PMID: 36326537 DOI: 10.1016/j.physbeh.2022.114009] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Revised: 10/21/2022] [Accepted: 10/26/2022] [Indexed: 11/06/2022]
Abstract
Three-dimensional multiple object tracking (3D-MOT) has been used in various fields to mimic real-life tracking, especially in perceptual-cognitive skills training for soccer. Yet, the learning efficiency in 3D-MOT tasks has not been compared with 2D-MOT. Further, whether the advantage can be reflected by heart rate variability (HRV) based on the neurovisceral integration model should also be examined. Therefore, we used both 2D- and 3D-MOT in a brief adaptive task procedure for adolescent female soccer players with HRV measurement. A faster tracking speed threshold of participants was found in the 3D- compared to 2D-MOT, as well as average tracking speed in the last training period of 3D-MOT. Moreover, lower low frequency (LF) components of HRV in the 3D-MOT indicated a flow experience, demonstrating the provision of more attentional resources. Therefore, we observed that adolescent female soccer players demonstrated higher learning efficiency in 3D-MOT tasks in virtual reality (VR) through a higher flow experience. This study examined the learning efficiency between the two MOT tasks in the soccer domain using evidence from HRV and highlighted the utility and applicability of 3D-MOT application.
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13
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Hintze S, Yee JR. Animals in flow - towards the scientific study of intrinsic reward in animals. Biol Rev Camb Philos Soc 2022; 98:792-806. [PMID: 36579815 DOI: 10.1111/brv.12930] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Revised: 12/17/2022] [Accepted: 12/20/2022] [Indexed: 12/30/2022]
Abstract
The concept of flow, a state of complete absorption in an intrinsically rewarding activity, has played a pivotal role in advancing notions of human well-being beyond minimising suffering towards promoting flourishing and thriving. While flow has played a fundamental role in human positive psychology, it has not yet been explored in non-human animals, leaving an enormous void in our understanding of intrinsic motivation in animals. As ethology and related fields keep progressing in uncovering complex cognitive and affective capacities of non-human animals, we propose the time is ripe to translate the concept of flow to animals. We start by embedding flow in the topic of intrinsic motivation and describe its impact on positive human psychology and potentially positive animal welfare. We then disambiguate flow from related concepts discussed in the animal literature. Next, we derive experimental approaches in animals from the canonical characteristics of flow in humans and provide guidelines for both inducing and assessing flow by focusing on two characteristics that do not necessarily depend on self-report, namely resistance to distraction and time distortion. Not all aspects of the human flow experience are (yet) translatable, but those that are may improve quality of life in captive non-human animals.
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Affiliation(s)
- Sara Hintze
- Institute of Livestock Sciences, Department of Sustainable Agricultural Systems, University of Natural Resources and Life Sciences, Gregor-Mendel-Strasse 38, 1180, Vienna, Austria
| | - Jason R Yee
- Institute of Animal Welfare Science, Department for Farm Animals and Veterinary Public Health, University of Veterinary Medicine Vienna, Veterinärplatz 1, 1210, Vienna, Austria
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14
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Snijdewint JA, Scheepers D. Group‐based flow: The influence of cardiovascular synchronization and identifiability. Psychophysiology 2022; 60:e14227. [PMID: 36458474 DOI: 10.1111/psyp.14227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2021] [Revised: 10/07/2022] [Accepted: 10/19/2022] [Indexed: 12/03/2022]
Abstract
Previous work has demonstrated the role of group-based flow in group performance and experience, but the physiological correlates of these relations are largely unknown. We examined the relation between cardiovascular synchronization, self-reported flow, and performance in a three-person online gaming task. We included measures of Heart Rate (HR), Pre-Ejection Period (PEP), and Cardiac Output (CO) as indices of task engagement and challenge (vs. threat) motivation. Group members were identifiable (i.e., visible) or anonymous during the game. Results indicated that PEP (as a marker of task engagement) and within-group synchronization in PEP, predicted flow, and that synchronization in PEP mediated the relation between group performance and experienced flow. The anonymity vs. identifiability of group members did not play a role in these effects. Results are discussed in terms of implications for flow theory, group dynamics, and physiological synchrony.
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Affiliation(s)
- Joyce A. Snijdewint
- Social, Economic, and Organizational Psychology Leiden University Leiden the Netherlands
| | - Daan Scheepers
- Social, Economic, and Organizational Psychology Leiden University Leiden the Netherlands
- Organizational Behavior Group Utrecht University Utrecht the Netherlands
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15
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Scheepers D, Keller J. On the physiology of flow: Bridging flow theory with the biopsychosocial model of challenge and threat. Int J Psychophysiol 2022; 182:119-128. [DOI: 10.1016/j.ijpsycho.2022.10.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 10/04/2022] [Accepted: 10/17/2022] [Indexed: 11/06/2022]
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16
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Peifer C, Wolters G, Harmat L, Heutte J, Tan J, Freire T, Tavares D, Fonte C, Andersen FO, van den Hout J, Šimleša M, Pola L, Ceja L, Triberti S. A Scoping Review of Flow Research. Front Psychol 2022; 13:815665. [PMID: 35465560 PMCID: PMC9022035 DOI: 10.3389/fpsyg.2022.815665] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Accepted: 01/17/2022] [Indexed: 11/17/2022] Open
Abstract
Flow is a gratifying state of deep involvement and absorption that individuals report when facing a challenging activity and they perceive adequate abilities to cope with it (EFRN, 2014). The flow concept was introduced by Csikszentmihalyi in 1975, and interest in flow research is growing. However, to our best knowledge, no scoping review exists that takes a systematic look at studies on flow which were published between the years 2000 and 2016. Overall, 252 studies have been included in this review. Our review (1) provides a framework to cluster flow research, (2) gives a systematic overview about existing studies and their findings, and (3) provides an overview about implications for future research. The provided framework consists of three levels of flow research. In the first "Individual" level are the categories for personality, motivation, physiology, emotion, cognition, and behavior. The second "Contextual" level contains the categories for contextual and interindividual factors and the third "Cultural" level contains cultural factors that relate to flow. Using our framework, we systematically present the findings for each category. While flow research has made progress in understanding flow, in the future, more experimental and longitudinal studies are needed to gain deeper insights into the causal structure of flow and its antecedents and consequences.
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Affiliation(s)
- Corinna Peifer
- Department of Psychology, University of Lübeck, Lübeck, Germany
| | - Gina Wolters
- Faculty of Psychology, Ruhr-Universität Bochum, Bochum, Germany
| | - László Harmat
- Department of Psychology, Linnaeus University, Växjö, Sweden
| | - Jean Heutte
- ULR 4354 - CIREL - Centre Interuniversitaire de Recherche en Education de Lille, Université de Lille, Lille, France
| | - Jasmine Tan
- Department of Psychology, Goldsmiths University of London, London, United Kingdom
| | - Teresa Freire
- School of Psychology, University of Minho, Braga, Portugal
| | | | - Carla Fonte
- Faculty of Human and Social Sciences, University Fernando Pessoa, Porto, Portugal
| | | | - Jef van den Hout
- Industrial Engineering and Innovation Sciences, Eindhoven University of Technology, Eindhoven, Netherlands
| | - Milija Šimleša
- Institute of Psychology Henri Pieron, Université Paris 5 René Descartes, Paris, France
| | - Linda Pola
- Department of Cultural Heritage and Environment, University of Milan, Milan, Italy
| | - Lucia Ceja
- IESE Business School, University of Navarra, Barcelona, Spain
| | - Stefano Triberti
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
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17
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Stoll SEM, Mack L, Scheib JPP, Pruessner J, Randerath J. Selective effects of psychosocial stress on plan based movement selection. Sci Rep 2022; 12:5401. [PMID: 35354889 PMCID: PMC8967871 DOI: 10.1038/s41598-022-09360-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Accepted: 03/22/2022] [Indexed: 11/09/2022] Open
Abstract
Efficient movement selection is crucial in everyday activities. Whether this function is governed by our stress system is so far unknown. In the current study, data from thirty-six young male adults were analyzed. They performed rule- and plan-based movement selection tasks before (session 1) and after (session 2) a psychosocial stressor, or after a control condition without additional social stressor. Results showed that the rule-based efficiency advantage which was observed prior to the psychosocial stressor was significantly reduced afterwards in the whole sample, as well as in the stress group. Regression analyses revealed that this effect was due to a modulation of the plan-based approach. Especially variations-both increase and decrease-in the parasympathetic activity (reflected by the heart rate variability measure RMSSD) appeared to be disadvantageous for plan-based movement selection improvement. In contrast, performance in the rule-based movement selection tasks appeared to be rather invariant to external influences. The current results suggest that autonomic nervous system activity might modulate motor-cognitive performance. This modulatory capability might be selective for plan-based approaches, hence the applied strategy to movement selection could be decisive when it comes to the vulnerability of motor-cognitive processes towards psychosocial stress.
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Affiliation(s)
- Sarah E M Stoll
- Department of Psychology, University of Konstanz, 78464, Constance, Germany.,Lurija Institute for Rehabilitation and Health Sciences at the University of Konstanz, Schmieder Foundation for Sciences and Research, 78476, Allensbach, Germany
| | - Leonie Mack
- Department of Psychology, University of Konstanz, 78464, Constance, Germany
| | - Jean P P Scheib
- Department of Psychology, University of Konstanz, 78464, Constance, Germany.,Lurija Institute for Rehabilitation and Health Sciences at the University of Konstanz, Schmieder Foundation for Sciences and Research, 78476, Allensbach, Germany
| | - Jens Pruessner
- Department of Psychology, University of Konstanz, 78464, Constance, Germany
| | - Jennifer Randerath
- Department of Psychology, University of Konstanz, 78464, Constance, Germany. .,Lurija Institute for Rehabilitation and Health Sciences at the University of Konstanz, Schmieder Foundation for Sciences and Research, 78476, Allensbach, Germany.
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18
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Kerautret L, Dabic S, Navarro J. Detecting driver stress and hazard anticipation using real-time cardiac measurement: A simulator study. Brain Behav 2022; 12:e2424. [PMID: 35092145 PMCID: PMC8865166 DOI: 10.1002/brb3.2424] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Revised: 09/24/2021] [Accepted: 10/23/2021] [Indexed: 11/29/2022] Open
Abstract
OBJECTIVES In the context of growing interest in real-time driver stress detection systems, we question the value of using heart rate change over short time periods to detect driver stress and hazard anticipation. METHODS To this end, we explored changes in heart rate and speed as well as perceived stress in 27 drivers in a driving simulator. Driver stress was triggered by using hazardous road events, while hazard anticipation was manipulated using three levels of hazard predictability: unpredictable (U), predictable (P), and predictable and familiar (PF). RESULTS The main results indicate that using heart rate change (1) is a good indicator for detecting driver stress in real time, (2) provides a cardiac signature of hazard anticipation, and (3) was affected by perceived stress groups. Further investigation is needed to validate the lack of relationship between increased anticipation/predictability and strengthened cardiac signature. CONCLUSIONS These results support the use of heart rate change as an indicator of real-time driver stress and hazard anticipation.
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Affiliation(s)
- Laora Kerautret
- Laboratoire d'Etude des Mecanismes Cognitifs (EA 3082)University Lyon 2BronFrance
| | | | - Jordan Navarro
- Laboratoire d'Etude des Mecanismes Cognitifs (EA 3082)University Lyon 2BronFrance
- Institut Universitaire de FranceParisFrance
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19
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Validation of Vehicle Driving Simulator from Perspective of Velocity and Trajectory Based Driving Behavior under Curve Conditions. ENERGIES 2021. [DOI: 10.3390/en14248429] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
With their advantages of high experimental safety, convenient setting of scenes, and easy extraction of control parameters, driving simulators play an increasingly important role in scientific research, such as in road traffic environment safety evaluation and driving behavior characteristics research. Meanwhile, the demand for the validation of driving simulators is increasing as its applications are promoted. In order to validate a driving simulator in a complex environment, curve road conditions with different radii are considered as experimental evaluation scenarios. To attain this, this paper analyzes the reliability and accuracy of the experimental vehicle speed of a driving simulator. Then, qualitative and quantitative analysis of the lateral deviation of the vehicle trajectory is carried out, applying the cosine similarity method. Furthermore, a data-driven method was adopted which takes the longitudinal displacement, lateral displacement, vehicle speed and steering wheel angle of the vehicle as inputs and the lateral offset as the output. Thus, a curve trajectory planning model, a more comprehensive and human-like operation, is established. Based on directional long short-term memory (Bi–LSTM) and a recurrent neural network (RNN), a multiple Bi–LSTM (Mul–Bi–LSTM) is proposed. The prediction performance of LSTM, MLP model and Mul–Bi–LSTM are compared in detail on the validation set and testing set. The results show that the Mul–Bi–LSTM model can generate a trajectory which is very similar to the driver’s curve driving and have a preferable generalization performance. Therefore, this method can solve problems which cannot be realized in real complex scenes in the simulator validation. Selecting the trajectory as the validation parameter can more comprehensively and intuitively reflect the simulator’s curve driving state. Using a speed model and trajectory model instead of a real car experiment can improve the efficiency of simulator validation and lay a foundation for the standardization of simulator validation.
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20
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Lai YH, Chi HM, Huang PH, Hsiao TC. Classification of the risk of internet gaming disorder by flow short scale and cardiovascular response. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2021; 2021:1761-1764. [PMID: 34891628 DOI: 10.1109/embc46164.2021.9629642] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
The American Psychiatric Association has identified Internet gaming disorder (IGD) as a potential psychiatric disorder. Questionnaires are the main method to classify high-risk IGD (HIGD) and low-risk IGD (LIGD). However, the results obtained using questionnaires might be affected due to several factors. Flow can measure a person's state of concentration and cardiovascular signals can reflect the autonomic responses of a person. We propose to observe the cardiovascular responses and flow scores from the flow short scale of the HIGD and LIGD groups to assist questionnaires in IGD risk assessment. The preliminary study recruited 18 gamers from colleges. Games with the easy and hard levels were set to arouse desire for playing. The result showed that the flow scores of five HIGD participants were significantly lower compared with that of 13 LIGD participants. The stroke volume (SV) of the LIGD group during baseline (67.06 ± 11.61) was significantly greater that of (p < 0.05) while playing the easy game (64.08 ± 10.37) and playing the hard game (63.70 ± 9.89). For the LIGD group, the cardiac output (CO) during baseline (5.28 ± 0.97) was significantly greater (p < 0.01) than that of recovery (5.03 ± 0.83), and while playing the easy game (5.34 ± 0.98) it was significantly more than that during recovery (p < 0.05). For the HIGD group, a significant difference in the heart rate, SV, and CO was not observed. The changes in cardiovascular responses of the LIGD group are greater than that of the HIGD group. Gamers with LIGD might have a higher susceptibility to the negative effect of playing video games, but gamers with HIGD might not. The finding of this study might help psychologists to estimate the IGD risk.Clinical Relevance- This study investigated the differences in the score of flow short scale, self-assessment manikin, challenge/skill, emotional questionnaire, and the changes in the cardiovascular responses between the HIGD and LIGD groups.
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21
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Knierim MT, Berger C, Reali P. Open-source concealed EEG data collection for Brain-computer-interfaces - neural observation through OpenBCI amplifiers with around-the-ear cEEGrid electrodes. BRAIN-COMPUTER INTERFACES 2021. [DOI: 10.1080/2326263x.2021.1972633] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Michael Thomas Knierim
- Institute of Information Systems and Marketing (IISM, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
| | - Christoph Berger
- Institute of Information Systems and Marketing (IISM, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
| | - Pierluigi Reali
- Department of Electronics, Information, and Bioengineering, Politecnico Di Milano, Milan, Italy
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22
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Herrando C, Constantinides E. Emotional Contagion: A Brief Overview and Future Directions. Front Psychol 2021; 12:712606. [PMID: 34335425 PMCID: PMC8322226 DOI: 10.3389/fpsyg.2021.712606] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Accepted: 06/21/2021] [Indexed: 12/30/2022] Open
Abstract
Social interactions can trigger emotional contagion between individuals resulting in behavioral synchrony. Emotional contagion can be a very effective and attractive strategy in communication and advertising, and understanding the mechanisms underlying emotional contagion can help marketers to improve their commercial approaches or develop better ones. The purpose of this study is to review and classify the various methodologies and theoretical approaches on emotional contagion, identify the best practices in this domain, and identify ways of gaging and measuring emotional contagion. The study is based on a mini literature review. We identify different mechanisms and approaches to emotional contagion described in the literature. Emotional contagion can be triggered by facial expressions, indirect human interactions, and/or by observing other people's behavior in direct and indirect interactions. Furthermore, emotional contagion can be triggered physiologically or neurologically by synchronizing with the emotional state of others during human interactions. Regarding the assessment and measurement of emotional contagion, we argue that methods based on neuroscience tools are much more accurate and effective than methods based on traditional research approaches. The study identifies guidelines for research on commercial communication through emotional contagion that can be especially interesting for academia and marketing practitioners. The findings are important for field marketers interested in developing new individualized approaches in their commercial strategies and marketing in general. In addition, the study can become the basis of research that further refines and compares the efficacy of the various techniques and tools involved.
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Affiliation(s)
- Carolina Herrando
- Faculty of Behavioral, Management and Social Sciences (BMS), Department High-Tech Business and Entrepreneurship (HBE/ETM), University of Twente, Enschede, Netherlands
| | - Efthymios Constantinides
- Faculty of Behavioral, Management and Social Sciences (BMS), Department High-Tech Business and Entrepreneurship (HBE/ETM), University of Twente, Enschede, Netherlands
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23
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van der Linden D, Tops M, Bakker AB. Go with the flow: A neuroscientific view on being fully engaged. Eur J Neurosci 2021; 53:947-963. [PMID: 33084102 PMCID: PMC7983950 DOI: 10.1111/ejn.15014] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2020] [Revised: 10/12/2020] [Accepted: 10/13/2020] [Indexed: 01/08/2023]
Abstract
Flow is a state of full task absorption, accompanied with a strong drive and low levels of self-referential thinking. Flow is likely when there is a match between a person's skills and the task challenge. Despite its relevance for human performance and the vast body of research on flow, there is currently still relatively little insight in its underlying neurocognitive mechanisms. In this paper, we discuss a set of large brain networks that may be involved in establishing the core dimensions of flow. We propose that dopaminergic and noradrenergic systems mediate the intrinsic motivation and activate mood states that are typical for flow. The interaction between three large-scale attentional networks, namely the Default Mode Network, Central Executive Network and the Salience Network is proposed to play a role in the strong task engagement, low self-referential thinking, feedback and feelings of control in flow. The proposed relationships between flow and the brain networks may support the generation of new hypotheses and can guide future research in this field.
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Affiliation(s)
- Dimitri van der Linden
- Department of Psychology, Education, and Child StudiesErasmus University RotterdamRotterdamThe Netherlands
| | - Mattie Tops
- Developmental and Educational Psychology UnitLeiden UniversityLeidenThe Netherlands
| | - Arnold B. Bakker
- Department of Psychology, Education, and Child StudiesErasmus University RotterdamRotterdamThe Netherlands
- University of JohannesburgSouth Africa
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24
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Horwitz EB, Harmat L, Osika W, Theorell T. The Interplay Between Chamber Musicians During Two Public Performances of the Same Piece: A Novel Methodology Using the Concept of "Flow". Front Psychol 2021; 11:618227. [PMID: 33488486 PMCID: PMC7815933 DOI: 10.3389/fpsyg.2020.618227] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 11/30/2020] [Indexed: 11/13/2022] Open
Abstract
The purpose of the study is to explore a new research methodology that will improve our understanding of “flow” through indicators of physiological and qualitative state. We examine indicators of “flow” experienced by musicians of a youth string quartet, two women (25, 29) and two men (23, 24). Electrocardiogram (ECG) equipment was used to record heart rate variability (HRV) data throughout the four movements in one and the same quartet performed during two concerts. Individual physiological indicators of flow were supplemented by assessments of group “state flow” (means from standardized questionnaires) and a group interview in which the musicians provided qualitative data. A matrix was constructed for the characterization of different kinds of demands in the written music in each one of the four movements for each one of the musicians. HRV derived from ECG data showed non-significant trends for group state flow across the eight musical episodes. Individual-level analysis showed that compared to the other players the first violin player had the highest mean heart rate and the lowest increase in high frequency (HF) power in HRV during this particular movement, particularly during the second concert. The qualitative data illustrated how an interplay of synchronized social interactions between this player and their colleagues during the musical performance was associated with a feeling of group state flow and served to support the first violinist. The case illustrates that the proposed mixed methodology drawing on physiological and qualitative data, has the potential to provide meaningful information about experiences of a flow state, both at individual and group levels. Applications in future research are possible.
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Affiliation(s)
- Eva Bojner Horwitz
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.,Department of Music, Pedagogy and Society, Royal College of Music, Stockholm, Sweden.,Department of Neurobiology, Care Sciences and Society, Center for Social Sustainability, Karolinska Institutet, Stockholm, Sweden
| | - László Harmat
- Department of Psychology, Faculty of Health and Life Sciences, Linnaeus University, Växjö, Sweden
| | - Walter Osika
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.,Department of Neurobiology, Care Sciences and Society, Center for Social Sustainability, Karolinska Institutet, Stockholm, Sweden.,Northern Stockholm Psychiatry, Stockholm, Sweden
| | - Töres Theorell
- Department of Music, Pedagogy and Society, Royal College of Music, Stockholm, Sweden.,Stress Research Institute, Stockholm, Sweden
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25
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Khoshnoud S, Alvarez Igarzábal F, Wittmann M. Peripheral-physiological and neural correlates of the flow experience while playing video games: a comprehensive review. PeerJ 2020; 8:e10520. [PMID: 33384898 PMCID: PMC7751419 DOI: 10.7717/peerj.10520] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Accepted: 11/17/2020] [Indexed: 12/30/2022] Open
Abstract
The flow state is defined by intense involvement in an activity with high degrees of concentration and focused attention accompanied by a sense of pleasure. Video games are effective tools for inducing flow, and keeping players in this state is considered to be one of the central goals of game design. Many studies have focused on the underlying physiological and neural mechanisms of flow. Results are inconsistent when describing a unified mechanism underlying this mental state. This paper provides a comprehensive review of the physiological and neural correlates of flow and explains the relationship between the reported physiological and neural markers of the flow experience. Despite the heterogeneous results, it seems possible to establish associations between reported markers and the cognitive and experiential aspects of flow, particularly regarding arousal, attention control, reward processing, automaticity, and self-referential processing.
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Affiliation(s)
- Shiva Khoshnoud
- Institute for Frontier Areas of Psychology and Mental Health, Freiburg, Germany
| | | | - Marc Wittmann
- Institute for Frontier Areas of Psychology and Mental Health, Freiburg, Germany
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26
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Balancing skill against difficulty - behavior, heart rate and heart rate variability of shelter dogs during two different introductions of an interactive game. Appl Anim Behav Sci 2020. [DOI: 10.1016/j.applanim.2020.105141] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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27
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Jaque SV, Thomson P, Zaragoza J, Werner F, Podeszwa J, Jacobs K. Creative Flow and Physiologic States in Dancers During Performance. Front Psychol 2020; 11:1000. [PMID: 32528376 PMCID: PMC7266962 DOI: 10.3389/fpsyg.2020.01000] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2020] [Accepted: 04/22/2020] [Indexed: 11/18/2022] Open
Abstract
Pre-professional and professional dancers (n = 60) participated in this ambulatory psychophysiology study that investigated performance flow and heart rate and autonomic nervous system (ANS) function during three time periods: baseline rest, performance, and post-performance rest. To gather these results, the psychophysiology laboratory traveled to the concert hall to collect data on dancers. The self-report Flow State Scale (FSS) measured global flow, challenge–skill balance, sense of control, and autotelic experiences; it addresses important features of the creative experience of performing artists. These data were collected immediately following the performance. The flow measures were compared with physiologic responses to performance [heart rate, pre-ejection period (PEP), root mean square differences of successive R-R (heartbeat) intervals (RMSSD), cardiac autonomic balance, and cardiac autonomic regulation]. The regression analyses indicated that greater sympathetic nervous system (SNS) activation with performance (PEP change from base to performance) explained 8.8% of the variance in sense of control, whereas less cardiac autonomic regulation explained 13.8% of the variance in autotelic experiences. The sample was then divided into high and low flow groupings and four autonomic groups. During performance, the high autotelic group and high sense of control group had a higher distribution of dancers with co-inhibition of both ANS branches than had the low autotelic and sense of control groups who employed more co-activation of both ANS branches (chi-square analyses). These novel findings add to the growing information about the interaction of both branches of the ANS during creative performance flow states.
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Affiliation(s)
- S. Victoria Jaque
- Department of Kinesiology, California State University, Northridge, Los Angeles, CA, United States
| | - Paula Thomson
- Department of Kinesiology, California State University, Northridge, Los Angeles, CA, United States
- Department of Theater, York University, Toronto, ON, Canada
- *Correspondence: Paula Thomson,
| | - Jessica Zaragoza
- Department of Kinesiology, California State University, Northridge, Los Angeles, CA, United States
| | - Frances Werner
- Department of Kinesiology, California State University, Northridge, Los Angeles, CA, United States
| | - Jeff Podeszwa
- Department of Intercollegiate Athletics, The University of Akron, Akron, OH, United States
| | - Kristin Jacobs
- Cardiac Rehabilitation and Wellness, UC San Diego Health, San Diego, CA, United States
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28
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Sinnett S, Jäger J, Singer SM, Antonini Philippe R. Flow States and Associated Changes in Spatial and Temporal Processing. Front Psychol 2020; 11:381. [PMID: 32226403 PMCID: PMC7080955 DOI: 10.3389/fpsyg.2020.00381] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2019] [Accepted: 02/18/2020] [Indexed: 11/13/2022] Open
Abstract
Improved perception during high performance is a commonly reported phenomenon. However, it is difficult to determine whether these reported changes experienced during flow states reflect veridical changes in perceptual processing, or if instead are related to some form of memory or response bias. Flow is a state in which an individual experiences high focus and involvement in a specific task, and typically experiences a lack of distractibility, a disordered sense of time, great enjoyment, and increased levels of performance. The present pre-registered study investigated 27 athletes and musicians using a temporal order judgement (TOJ) task before and after a sports or music performance over three sessions. Participants' flow experiences were surveyed in order to measure how modulations of flow over successive performances potentially modulates spatiotemporal perception and processing. Hierarchical linear modeling showed a positive moderation of subjectively experienced flow and performance on post-measures of a TOJ task. Specifically, the higher the subjective flow experience of the sport or music performance was rated, the better the participant performed in the post-performance TOJ task compared to the pre-performance TOJ task. The findings of the present study provide a more comprehensive explanation of human perception during flow at high level performances and suggest important insights regarding the possibility of modulated temporal processing and spatial attention.
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Affiliation(s)
- Scott Sinnett
- Department of Psychology, University of Hawaii at Manoa, Honolulu, HI, United States
| | - Joshua Jäger
- Institute of Psychology, University of Bern, Bern, Switzerland
| | | | - Roberta Antonini Philippe
- Laboratoire PHASE, Institut des Sciences du Sport, Faculté des Sciences Sociales et Politiques, Université de Lausanne, Lausanne, Switzerland
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29
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Montull L, Vázquez P, Rocas L, Hristovski R, Balagué N. Flow as an Embodied State. Informed Awareness of Slackline Walking. Front Psychol 2020; 10:2993. [PMID: 31998205 PMCID: PMC6968164 DOI: 10.3389/fpsyg.2019.02993] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Accepted: 12/17/2019] [Indexed: 12/25/2022] Open
Abstract
Flow during exercise has been theorized and studied solely through subjective-retrospective methods as a “scull bound” construct. Recent advances of the radical embodied perspectives on conscious mind and cognition pose challenges to such understanding, particularly because flow during exercise is associated with properties of performer’s movement behavior. In this paper we use the concept of informed awareness to reconceptualize flow experience as a property of the performer-environment coupling, and study it during a slackline walking task. To empirically check the possible relatedness of the behavior-experience complementary pair, two measures were considered. The experiential realm was quantified by the flow short scale and the behavioral realm by the Hurst (H) exponent obtained through accelerometry time series of the legs and the center of body mass (CoM). In order to obtain a coarse-grained insight about the degree of co-varying within the perception-action flow of performers, we conducted correlational and multiple regression analyses. Measures of behavioral variables (H exponents of the dominant, subdominant leg and the CoM, were treated as explanatory, and the flow scale and its subscale (fluency of movements and absorption) scores asresponse variables containing summarized information about perceptual experiences of performers. In order to check for possible mediating or confounding effects of training parameters on the action-perception variables’ covariance, we included two additional variables which measured the degree of engagement of participants with the task. Results revealed that the temporal structure of fluctuations of the dominant leg, as measured by the Hurst exponent, was a strong mediator of effects of training variables and the subdominant leg fluctuations, on the flow scale and the subscale scores. The magnitude of Hurst exponents of both legs was informative about the degree of stability within the performer-environment system. The degree of critical slowing down, as measured by Hurst exponents, consistently co-varied with the flow scale and subscales. The experience of flow during the slackline walking task was dominantly saturated by the perceived fluency of movements and less so by the absorption experience. The stable co-variance of perception-action variables signified the embodied nature of the flow experience.
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Affiliation(s)
- Lluc Montull
- Complex Systems in Sport Research Group, Institut Nacional d'Educació Física de Catalunya (INEFC), Universitat de Barcelona, Barcelona, Spain
| | - Pablo Vázquez
- Complex Systems in Sport Research Group, Institut Nacional d'Educació Física de Catalunya (INEFC), Universitat de Barcelona, Barcelona, Spain
| | - Lluís Rocas
- Complex Systems in Sport Research Group, Institut Nacional d'Educació Física de Catalunya (INEFC), Universitat de Barcelona, Barcelona, Spain
| | - Robert Hristovski
- Complex Systems in Sport Research Group, Faculty of Physical Education, Sport and Health, Ss. Cyril and Methodius University in Skopje, Skopje, Macedonia
| | - Natàlia Balagué
- Complex Systems in Sport Research Group, Institut Nacional d'Educació Física de Catalunya (INEFC), Universitat de Barcelona, Barcelona, Spain
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Peifer C, Zipp G. All at once? The effects of multitasking behavior on flow and subjective performance. EUROPEAN JOURNAL OF WORK AND ORGANIZATIONAL PSYCHOLOGY 2019. [DOI: 10.1080/1359432x.2019.1647168] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Corinna Peifer
- Unit Applied Psychology in Work, Health, and Development, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
| | - Gina Zipp
- Unit Applied Psychology in Work, Health, and Development, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
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Lohani M, Payne BR, Strayer DL. A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving. Front Hum Neurosci 2019; 13:57. [PMID: 30941023 PMCID: PMC6434408 DOI: 10.3389/fnhum.2019.00057] [Citation(s) in RCA: 99] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2018] [Accepted: 02/01/2019] [Indexed: 11/13/2022] Open
Abstract
As driving functions become increasingly automated, motorists run the risk of becoming cognitively removed from the driving process. Psychophysiological measures may provide added value not captured through behavioral or self-report measures alone. This paper provides a selective review of the psychophysiological measures that can be utilized to assess cognitive states in real-world driving environments. First, the importance of psychophysiological measures within the context of traffic safety is discussed. Next, the most commonly used physiology-based indices of cognitive states are considered as potential candidates relevant for driving research. These include: electroencephalography and event-related potentials, optical imaging, heart rate and heart rate variability, blood pressure, skin conductance, electromyography, thermal imaging, and pupillometry. For each of these measures, an overview is provided, followed by a discussion of the methods for measuring it in a driving context. Drawing from recent empirical driving and psychophysiology research, the relative strengths and limitations of each measure are discussed to highlight each measures' unique value. Challenges and recommendations for valid and reliable quantification from lab to (less predictable) real-world driving settings are considered. Finally, we discuss measures that may be better candidates for a near real-time assessment of motorists' cognitive states that can be utilized in applied settings outside the lab. This review synthesizes the literature on in-vehicle psychophysiological measures to advance the development of effective human-machine driving interfaces and driver support systems.
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Affiliation(s)
- Monika Lohani
- Department of Educational Psychology, University of Utah, Salt Lake City, UT, United States
| | - Brennan R. Payne
- Department of Psychology, University of Utah, Salt Lake City, UT, United States
| | - David L. Strayer
- Department of Psychology, University of Utah, Salt Lake City, UT, United States
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Effects of bet size and multi-line play on immersion and respiratory sinus arrhythmia during electronic gaming machine use. Addict Behav 2019; 88:67-72. [PMID: 30149292 DOI: 10.1016/j.addbeh.2018.08.014] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Revised: 07/16/2018] [Accepted: 08/13/2018] [Indexed: 11/20/2022]
Abstract
Electronic Gaming Machines (EGMs) are regarded as a relatively harmful gambling product, and are associated with psychological immersion (the 'machine zone') and physiological arousal. Specifically, immersion is a phenomenon of attention manifesting as an intense focus on the game at the expense of peripheral stimuli and goals. Past research has indicated significant levels of immersion in response to modern multi-line EGMs when the overall bet is increased, which further scales with risk for problem gambling (Dixon et al., 2014). The present study sought to separate the effects of multi-line play and bet size, on measures of immersion and cardiac activity. Seventy-six male undergraduate students played an authentic EGM on each of 4 pre-defined play strategies while providing electrocardiogram data. The strategies varied the number of paylines and the bet multiplier. From the physiological data, we extracted Respiratory Sinus Arrhythmia (RSA), a marker of task attention derived from heart rate variability. We found that immersion ratings were significantly greater when both paylines and bet-size were high. Importantly, selectively increasing the paylines, but not bet multiplier, produced significant increases in immersion. RSA change indicated parasympathetic withdrawal, consistent with increases in attention during EGM use, but did not differentiate game settings. These results suggest that multi-line EGMs capture attention across a range of play-styles, and that immersion may be effectively amplified by multi-line play.
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Flow experience and the mobilization of attentional resources. COGNITIVE AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2018; 18:810-823. [DOI: 10.3758/s13415-018-0606-4] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
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Ko SM, Ji YG. How we can measure the non-driving-task engagement in automated driving: Comparing flow experience and workload. APPLIED ERGONOMICS 2018; 67:237-245. [PMID: 29122195 DOI: 10.1016/j.apergo.2017.10.009] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2017] [Revised: 10/01/2017] [Accepted: 10/16/2017] [Indexed: 06/07/2023]
Abstract
In automated driving, a driver can completely concentrate on non-driving-related tasks (NDRTs). This study investigated the flow experience of a driver who concentrated on NDRTs and tasks that induce mental workload under conditional automation. Participants performed NDRTs under different demand levels: a balanced demand-skill level (fit condition) to induce flow, low-demand level to induce boredom, and high-demand level to induce anxiety. In addition, they performed the additional N-Back task, which artificially induces mental workload. The results showed participants had the longest reaction time when they indicated the highest flow score, and had the longest gaze-on time, road-fixation time, hands-on time, and take-over time under the fit condition. Significant differences were not observed in the driver reaction times in the fit condition and the additional N-Back task, indicating that performing NDRTs that induce a high flow experience could influence driver reaction time similar to performing tasks with a high mental workload.
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Affiliation(s)
- Sang Min Ko
- Department of Industrial Engineering, Yonsei University, 50 Yonsei-Ro, Seodaemun-gu, Seoul 03722, South Korea.
| | - Yong Gu Ji
- Department of Industrial Engineering, Yonsei University, 50 Yonsei-Ro, Seodaemun-gu, Seoul 03722, South Korea.
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Colzato LS, Wolters G, Peifer C. Transcutaneous vagus nerve stimulation (tVNS) modulates flow experience. Exp Brain Res 2017; 236:253-257. [PMID: 29128975 DOI: 10.1007/s00221-017-5123-0] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2017] [Accepted: 11/06/2017] [Indexed: 01/13/2023]
Abstract
Flow has been defined as a pleasant psychological state that people experience when completely absorbed in an activity. Previous correlative evidence showed that the vagal tone (as indexed by heart rate variability) is a reliable marker of flow. So far, it has not yet been demonstrated that the vagus nerve plays a causal role in flow. To explore this we used transcutaneous vagus nerve stimulation (tVNS), a novel non-invasive brain stimulation technique that increases activation of the locus coeruleus (LC) and norepinephrine release. A sham/placebo-controlled, randomized cross-over within-subject design was employed to infer a causal relation between the stimulated vagus nerve and flow as measured using the Flow Short-Scale in 32 healthy young volunteers. In both sessions, while being stimulated, participants had to rate their flow experience after having performed a task for 30 min. Active tVNS, compared to sham stimulation, decreased flow (as indexed by absorption scores). The results can be explained by the network reset theory, which assumes that high-phasic LC activity promotes a global reset of attention over exploitation of the current focus of attention, allowing rapid behavioral adaptation and resulting in decreased absorption scores. Furthermore, our findings corroborate the hypothesis that the vagus nerve and noradrenergic system are causally involved in flow.
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Affiliation(s)
- Lorenza S Colzato
- Cognitive Psychology Unit and Leiden Institute for Brain and Cognition, Leiden University, Leiden, The Netherlands. .,Department of Cognitive Psychology, Institute of Cognitive Neuroscience, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany. .,Institute for Sports and Sport Science, University of Kassel, Kassel, Germany. .,Cognitive Psychology Unit, Leiden University Institute for Psychological Research, Wassenaarseweg 52, 2333 AK, Leiden, The Netherlands.
| | - Gina Wolters
- Unit Applied Psychology in Work, Health, and Development, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
| | - Corinna Peifer
- Unit Applied Psychology in Work, Health, and Development, Faculty of Psychology, Ruhr University Bochum, Bochum, Germany
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Harris DJ, Vine SJ, Wilson MR. Neurocognitive mechanisms of the flow state. PROGRESS IN BRAIN RESEARCH 2017; 234:221-243. [PMID: 29031465 DOI: 10.1016/bs.pbr.2017.06.012] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
While the experience of flow is often described in attentional terms-focused concentration or task absorption-specific cognitive mechanisms have received limited interest. We propose that an attentional explanation provides the best way to advance theoretical models and produce practical applications, as well as providing potential solutions to core issues such as how an objectively difficult task can be subjectively effortless. Recent research has begun to utilize brain-imaging techniques to investigate neurocognitive changes during flow, which enables attentional mechanisms to be understood in greater detail. Some tensions within flow research are discussed; including the dissociation between psychophysiological and experiential measures, and the equivocal neuroimaging findings supporting prominent accounts of hypofrontality. While flow has received only preliminary investigation from a neuroscientific perspective, findings already provide important insights into the crucial role played by higher-order attentional networks, and clear indications of reduced activity in brain regions linked to self-referential processing. The manner in which these processes may benefit sporting performance are discussed.
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Affiliation(s)
- David J Harris
- School of Sport and Health Sciences, University of Exeter, Exeter, United Kingdom.
| | - Samuel J Vine
- School of Sport and Health Sciences, University of Exeter, Exeter, United Kingdom
| | - Mark R Wilson
- School of Sport and Health Sciences, University of Exeter, Exeter, United Kingdom
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