An Immersive Virtual Reality Game for Predicting Risk Taking through the Use of Implicit Measures

被引:11
作者
De-Juan-Ripoll, Carla [1 ]
Llanes-Jurado, Jose [1 ]
Giglioli, Irene Alice Chicchi [1 ]
Marin-Morales, Javier [1 ]
Alcaniz, Mariano [1 ]
机构
[1] Univ Politecn Valencia, Inst Invest & Innovac Bioingn i3B, Valencia 46022, Spain
来源
APPLIED SCIENCES-BASEL | 2021年 / 11卷 / 02期
关键词
virtual reality; risk taking; personality; sensation seeking; impulsivity; eye tracking; galvanic skin response; implicit measures; DECISION-MAKING; SENSATION-SEEKING; EYE-TRACKING; PERSONALITY; TASK; MODEL; CHOICE; NEUROSCIENCE; PERSPECTIVE; EXPERIENCE;
D O I
10.3390/app11020825
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Featured Application The tool presented in this article can be applied as an ecological measure for evaluating decision-making processes in risky situations. It can be used in different contexts from both Occupational Safety and Health practices and for research purposes. Risk taking (RT) measurement constitutes a challenge for researchers and practitioners and has been addressed from different perspectives. Personality traits and temperamental aspects such as sensation seeking and impulsivity influence the individual's approach to RT, prompting risk-seeking or risk-aversion behaviors. Virtual reality has emerged as a suitable tool for RT measurement, since it enables the exposure of a person to realistic risks, allowing embodied interactions, the application of stealth assessment techniques and physiological real-time measurement. In this article, we present the assessment on decision making in risk environments (AEMIN) tool, as an enhanced version of the spheres and shield maze task, a previous tool developed by the authors. The main aim of this article is to study whether it is possible is to discriminate participants with high versus low scores in the measures of personality, sensation seeking and impulsivity, through their behaviors and physiological responses during playing AEMIN. Applying machine learning methods to the dataset we explored: (a) if through these data it is possible to discriminate between the two populations in each variable; and (b) which parameters better discriminate between the two populations in each variable. The results support the use of AEMIN as an ecological assessment tool to measure RT, since it brings to light behaviors that allow to classify the subjects into high/low risk-related psychological constructs. Regarding physiological measures, galvanic skin response seems to be less salient in prediction models.
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页码:1 / 21
页数:21
相关论文
共 100 条
[21]   A motivational perspective on risky behaviors: The role of personality and affect regulatory processes [J].
Cooper, ML ;
Agocha, VB ;
Sheldon, MS .
JOURNAL OF PERSONALITY, 2000, 68 (06) :1059-1088
[22]  
Cordero A., 1999, INVENTARIO PERSONALI
[23]  
Costa PT., 1989, Psychological Assessment Resources
[24]   Measuring Sense of Presence and User Characteristics to Predict Effective Training in an Online Simulated Virtual Environment [J].
De Leo, Gianluca ;
Diggs, Leigh A. ;
Radici, Elena ;
Mastaglio, Thomas W. .
SIMULATION IN HEALTHCARE-JOURNAL OF THE SOCIETY FOR SIMULATION IN HEALTHCARE, 2014, 9 (01) :1-6
[25]   Sensation seeking, risk-taking, and the HEXACO model of personality [J].
de Vries, Reinout E. ;
de Vries, Anita ;
Feij, Jan A. .
PERSONALITY AND INDIVIDUAL DIFFERENCES, 2009, 47 (06) :536-540
[26]   Impulsivity as a determinant and consequence of drug use: a review of underlying processes [J].
de Wit, Harriet .
ADDICTION BIOLOGY, 2009, 14 (01) :22-31
[27]   The Spheres & Shield Maze Task: A Virtual Reality Serious Game for the Assessment of Risk Taking in Decision Making [J].
de-Juan-Ripoll, Carla ;
Soler-Dominguez, Jose L. ;
Chicchi Giglioli, Irene Alice ;
Contero, Manuel ;
Alcaniz, Mariano .
CYBERPSYCHOLOGY BEHAVIOR AND SOCIAL NETWORKING, 2020, 23 (11) :773-781
[28]   Virtual Reality as a New Approach for Risk Taking Assessment [J].
de-Juan-Ripoll, Carla ;
Soler-Dominguez, Jose L. ;
Guixeres, Jaime ;
Contero, Manuel ;
Alvarez Gutierrez, Noemi ;
Alcaniz, Mariano .
FRONTIERS IN PSYCHOLOGY, 2018, 9
[29]  
Doak J., 1992, CSE9218 U CAL BERK
[30]   Sensation seeking, impulsive decision-making, and risky sex: implications for risk-taking and design of interventions [J].
Donohew, L ;
Zimmerman, R ;
Cupp, PS ;
Novak, S ;
Colon, S ;
Abell, R .
PERSONALITY AND INDIVIDUAL DIFFERENCES, 2000, 28 (06) :1079-1091