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Brice F, Lam-Cassettari C, Gerstl B, Eapen V, Lin PI. Evaluating the Link between Visual Attention Bias and Emotion Dysregulation of Young Children. Psychiatr Q 2024:10.1007/s11126-024-10089-4. [PMID: 39192043 DOI: 10.1007/s11126-024-10089-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/09/2024] [Indexed: 08/29/2024]
Abstract
The ability to regulate emotions is vital to successful social interactions. This study explores whether visual attention bias is associated with emotion dysregulation (ED) in early childhood. Parental reports of child ED (Child Behaviour Checklist (CBCL) and Temper Tantrum Scale) were examined in relation to child visual attention bias whilst viewing emotional faces. Results indicated that the level of eye gaze fixation towards emotional images and faces was associated with ED when social function (measured with the Social Responsiveness Scale), gender, age, and attention problems (measured from the CBCL subscale), were adjusted. The modifying effect on visual attention bias was evaluated using interaction analysis in the generalized linear model. The level of visual attention bias, indicated by the proportion of eye gaze fixation time on areas of interest (AOIs) in images displaying unpleasant emotions (such as anger), was inversely associated with the level of externalising problem behaviours (p = .014). Additionally, the association of eye gaze fixation time for AOIs displaying negative emotional cues with the level of externalising problem behaviours varied by age (p = .04), with younger children (aged < 70 months) demonstrating a stronger association than older children (aged ≥ 70 months). Findings suggest that young children with greater ED symptoms look less at unpleasant emotional cues. However, this relationship is attenuated as children become older. Further research to identify objective biomarkers that incorporate eye-tracking tasks may support prediction of ED-related mental health issues in the early years.
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Affiliation(s)
- Febe Brice
- Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, New South Wales, Australia
| | - Christa Lam-Cassettari
- Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, New South Wales, Australia
- Academic Unit of Child and Adolescent Psychiatry, South Western Sydney Local Health District, Sydney, Australia
| | - Brigitte Gerstl
- Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, New South Wales, Australia
- Academic Unit of Child and Adolescent Psychiatry, South Western Sydney Local Health District, Sydney, Australia
| | - Valsamma Eapen
- Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, New South Wales, Australia
- Academic Unit of Child and Adolescent Psychiatry, South Western Sydney Local Health District, Sydney, Australia
| | - Ping-I Lin
- Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, New South Wales, Australia.
- Department of Mental Health, School of Medicine, Western Sydney University, Sydney, Australia.
- Department of Psychiatry and Behavioral Neuroscience, Saint Louis University, Saint Louis, USA.
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Menabò L, Caravita SC, Skrzypiec G, Slee P, Guarini A. Effects of victimization and perpetration in observing bullying scenes: an eye-tracker study{es}: Efectos de la victimización y la perpetración en la observación de escenas de acoso: un estudio con eye-tracker. Int J Clin Health Psychol 2024; 24:100451. [PMID: 38439799 PMCID: PMC10909785 DOI: 10.1016/j.ijchp.2024.100451] [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: 10/18/2023] [Revised: 02/16/2024] [Accepted: 02/19/2024] [Indexed: 03/06/2024] Open
Abstract
Introduction Previous research showed that bullying experiences are associated with different ways of interpreting and behaving in bullying dynamics. However, it remains uncertain whether these distinctions can already be present during the first step of information processing: the allocation of attention. Aims The study explored attentional patterns of Italian students with different bullying experiences in daily life while observing different roles represented through bullying vignettes. Methods Participants (72 students, Mage= 11.18) were categorized as victims, bully-victims, or not involved based on their scores on a self-report questionnaire. They observed 9 bullying vignettes on which different portraits were presented (bully, victim, pro-bully, defender, bystander) while the eye-tracker registered attentional indexes (fixation, visit and duration). Results Kruskal- Wallis and pairwise comparisons revealed a significant effect for the portraits of the bully and the pro-bully as bully-victims exhibited greater fixations and visits than victims, while students not involved showed no significant differences with the other groups. Conclusion Our research reveals that bully-victims focused more on threatening cues while victims diverged their gaze from them, confirming that the experience of bullying influences how they explore aggressive situations. Learning how involved students direct their attention helps us understand different responses, leading to powerful interventions.
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Affiliation(s)
- Laura Menabò
- Department of Psychology “Renzo Canestrari”, University of Bologna, Viale Carlo Berti Pichat, 5, 40127, Bologna, Italy
| | - Simona C.S. Caravita
- Faculty of Arts and Education Norwegian Centre for Learning Environment and Behavioral Research in Education, University of Stavanger, Kjell Arholms gate 41, 4021 Stavanger, Norway
| | - Grace Skrzypiec
- Department of Education, Flinders University, 182 Victoria Square, 5000 Adelaide, Australia
| | - Phillip Slee
- Department of Education, Flinders University, 182 Victoria Square, 5000 Adelaide, Australia
| | - Annalisa Guarini
- Department of Psychology “Renzo Canestrari”, University of Bologna, Viale Carlo Berti Pichat, 5, 40127, Bologna, Italy
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Wang W, Kofler L, Lindgren C, Lobel M, Murphy A, Tong Q, Pickering K. AI for Psychometrics: Validating Machine Learning Models in Measuring Emotional Intelligence with Eye-Tracking Techniques. J Intell 2023; 11:170. [PMID: 37754899 PMCID: PMC10532593 DOI: 10.3390/jintelligence11090170] [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: 06/06/2023] [Revised: 08/15/2023] [Accepted: 08/18/2023] [Indexed: 09/28/2023] Open
Abstract
AI, or artificial intelligence, is a technology of creating algorithms and computer systems that mimic human cognitive abilities to perform tasks. Many industries are undergoing revolutions due to the advances and applications of AI technology. The current study explored a burgeoning field-Psychometric AI, which integrates AI methodologies and psychological measurement to not only improve measurement accuracy, efficiency, and effectiveness but also help reduce human bias and increase objectivity in measurement. Specifically, by leveraging unobtrusive eye-tracking sensing techniques and performing 1470 runs with seven different machine-learning classifiers, the current study systematically examined the efficacy of various (ML) models in measuring different facets and measures of the emotional intelligence (EI) construct. Our results revealed an average accuracy ranging from 50-90%, largely depending on the percentile to dichotomize the EI scores. More importantly, our study found that AI algorithms were powerful enough to achieve high accuracy with as little as 5 or 2 s of eye-tracking data. The research also explored the effects of EI facets/measures on ML measurement accuracy and identified many eye-tracking features most predictive of EI scores. Both theoretical and practical implications are discussed.
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Affiliation(s)
- Wei Wang
- The Graduate Center, City University of New York, New York, NY 10016, USA
| | - Liat Kofler
- The Graduate Center, City University of New York, New York, NY 10016, USA
- Brooklyn College, City University of New York, Brooklyn, NY 11210, USA
| | - Chapman Lindgren
- The Graduate Center, City University of New York, New York, NY 10016, USA
- Baruch College, City University of New York, New York, NY 10010, USA
| | - Max Lobel
- The Graduate Center, City University of New York, New York, NY 10016, USA
| | - Amanda Murphy
- The Graduate Center, City University of New York, New York, NY 10016, USA
- Brooklyn College, City University of New York, Brooklyn, NY 11210, USA
| | - Qiwen Tong
- The Graduate Center, City University of New York, New York, NY 10016, USA
- Baruch College, City University of New York, New York, NY 10010, USA
| | - Kemar Pickering
- The Graduate Center, City University of New York, New York, NY 10016, USA
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Fang X, Zhang K, Chen J, Chen M, Wang Y, Zhong J. The Effects of Covert Narcissism on Chinese College Students Cyberbullying: The Mediation of Hostile Attribution Bias and the Moderation of Self-Control. Psychol Res Behav Manag 2023; 16:2353-2366. [PMID: 37396405 PMCID: PMC10314775 DOI: 10.2147/prbm.s416902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Accepted: 06/22/2023] [Indexed: 07/04/2023] Open
Abstract
Purpose The prevalence of cyberbullying has increased along with the growth of social media, which has brought about many adverse effects on individual development. The current study aimed to explore the connection between covert narcissism and cyberbullying and to test the roles of hostile attribution bias and self-control in the relationship between covert narcissism and cyberbullying. Materials and Methods A total of 672 Chinese college students filled up questionnaires measuring covert narcissism, cyberbullying, hostile attribution bias, and self-control. Results The results indicated that covert narcissism positively and significantly predicted cyberbullying. Hostile attribution bias partially mediated the relationship between covert narcissism and cyberbullying. Additionally, self-control moderated the relationship between covert narcissism and cyberbullying. Specifically, the positive predictive effect of covert narcissism on cyberbullying gradually weakened as self-control improved. Conclusion This study explored the underlying mechanism of cyberbullying and found that covert narcissism could affect cyberbullying through hostile attribution bias. Self-control moderated the relationship between covert narcissism and cyberbullying. The results have significant implications for the intervention and prevention of cyberbullying and additional evidence for the relationship between covert narcissism and cyberbullying.
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Affiliation(s)
- Xiaohong Fang
- School of Education, Huaibei Normal University, Huaibei, People’s Republic of China
| | - Kai Zhang
- School of Education, Huaibei Normal University, Huaibei, People’s Republic of China
| | - Jie Chen
- School of Education, Huaibei Normal University, Huaibei, People’s Republic of China
| | - Meitao Chen
- School of Education, Huaibei Normal University, Huaibei, People’s Republic of China
| | - Yanyan Wang
- School of Education, Huaibei Normal University, Huaibei, People’s Republic of China
| | - Jianping Zhong
- School of Humanities and Education, Foshan University, Foshan, People’s Republic of China
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Zhao Z, Yu X, Ren Z, Zhang L, Li X. The remediating effect of Attention Bias Modification on aggression in young offenders with antisocial tendency: A randomized controlled trial. J Behav Ther Exp Psychiatry 2022; 75:101711. [PMID: 34923371 DOI: 10.1016/j.jbtep.2021.101711] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 10/31/2021] [Accepted: 11/20/2021] [Indexed: 11/25/2022]
Abstract
BACKGROUND AND OBJECTIVES An attention bias toward hostile stimuli is associated with an increased risk of aggressive behavior. Thus, reducing hostile attention bias may help to reduce aggression in young offenders. We evaluated the remediating effects of Attention Bias Modification (ABM) on hostile attention bias and aggressive behavior in Chinese male young offenders with antisocial tendencies. METHODS Institutionalized male young offenders (ages 16-18) were recruited and randomly assigned to ABM (n = 28), placebo (n = 28), or waiting list (n = 28). The ABM group received four weeks of training using visual search of emotional faces; the placebo group underwent similar training using visual search of neutral objects. Before and after treatment, aggressive behavior, attention bias toward positive stimuli and hostile stimuli were assessed. RESULTS Linear mixed models and hierarchical multiple regression analyses showed that the intervention effect of ABM was moderated by participants' initial attention bias. Young offenders with a high level of initial hostile attention bias, or with a low level of initial positive attention bias, benefitted most from ABM. LIMITATIONS The small sample size impedes investigation of the mechanism of the intervention's effects. Further research can determine whether the current results can be extrapolated to the population of female young offenders. CONCLUSION The results of the present study suggest that ABM is helpful for young offenders who show the greatest bias toward hostile stimuli and away from positive stimuli. These findings highlight the importance of matching the intervention and the participant. TRIAL REGISTRATION osf.io/vj5rk.
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Affiliation(s)
- Ziyi Zhao
- Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Key Laboratory of Human Development and Mental Health of Hubei Province, School of Psychology, Central China Normal University, Wuhan, China.
| | - Xianglian Yu
- Department of Education, Jianghan University, Wuhan, China.
| | - Zhihong Ren
- Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Key Laboratory of Human Development and Mental Health of Hubei Province, School of Psychology, Central China Normal University, Wuhan, China.
| | - Lin Zhang
- Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Key Laboratory of Human Development and Mental Health of Hubei Province, School of Psychology, Central China Normal University, Wuhan, China.
| | - Xu Li
- Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Key Laboratory of Human Development and Mental Health of Hubei Province, School of Psychology, Central China Normal University, Wuhan, China.
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Zhao Z, Yu X, Ren Z, Zhang L, Li X. Attentional variability and avoidance of hostile stimuli decrease aggression in Chinese male juvenile delinquents. Child Adolesc Psychiatry Ment Health 2021; 15:19. [PMID: 33849628 PMCID: PMC8045404 DOI: 10.1186/s13034-021-00368-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 03/16/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND As a prominent issue worldwide, juveniles' aggressive and violent crimes have attracted much interest in recent years. Based on the social information processing model, the present study aimed to evaluate the Chinese male juvenile delinquents' attention bias towards hostile stimuli from both static and dynamic perspectives. Additionally, the predictive effect of attention bias on aggressive behavior and the moderating effect of group (juvenile delinquents and the controls with no criminal history) were also investigated. METHODS The hostile attention bias and aggressive behavior of 76 juvenile delinquents (Mage = 17.5 years, SD = 0.59 years) and 67 controls (Mage = 18.3 years, SD = 0.73 years) were measured with the emotional dot-probe task, emotional Stroop task, and the Chinese version of the Buss & Perry aggression questionnaire, respectively. RESULTS The results showed that compared with controls, juvenile delinquents showed more attention biases towards hostile faces and words, and demonstrated higher levels of physical aggression and anger. Furthermore, the type of participants moderated the relationship between hostile attention bias and aggressive behavior. For juvenile delinquents, attention bias away from hostile stimuli and attention variability negatively predicted anger, while for controls, attention variability positively predicted self-directed aggression. CONCLUSION Attentional variability and avoidance of hostile stimuli are expected to reduce the aggressive level of Chinese male juvenile delinquents. The relationship between attention bias and aggression should be further considered and applied in the clinical practice.
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Affiliation(s)
- Ziyi Zhao
- grid.411407.70000 0004 1760 2614Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Key Laboratory of Human Development and Mental Health of Hubei Province, School of Psychology, Central China Normal University, No.152 Luoyu Road, Wuhan, Hubei 430079 People’s Republic of China
| | - Xianglian Yu
- grid.411407.70000 0004 1760 2614Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Key Laboratory of Human Development and Mental Health of Hubei Province, School of Psychology, Central China Normal University, No.152 Luoyu Road, Wuhan, Hubei 430079 People’s Republic of China ,grid.411854.d0000 0001 0709 0000Department of Education, Jianghan University, Wuhan, China
| | - Zhihong Ren
- Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Key Laboratory of Human Development and Mental Health of Hubei Province, School of Psychology, Central China Normal University, No.152 Luoyu Road, Wuhan, Hubei, 430079, People's Republic of China.
| | - Lin Zhang
- grid.411407.70000 0004 1760 2614Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Key Laboratory of Human Development and Mental Health of Hubei Province, School of Psychology, Central China Normal University, No.152 Luoyu Road, Wuhan, Hubei 430079 People’s Republic of China
| | - Xu Li
- grid.411407.70000 0004 1760 2614Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Key Laboratory of Human Development and Mental Health of Hubei Province, School of Psychology, Central China Normal University, No.152 Luoyu Road, Wuhan, Hubei 430079 People’s Republic of China
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Examining Reactive and Proactive Aggression through Narrative Text Processing. JOURNAL OF PSYCHOPATHOLOGY AND BEHAVIORAL ASSESSMENT 2020. [DOI: 10.1007/s10862-020-09845-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Johnson A, Nelson JM, Tomaso CC, James T, Espy KA, Nelson TD. Preschool executive control predicts social information processing in early elementary school. JOURNAL OF APPLIED DEVELOPMENTAL PSYCHOLOGY 2020. [DOI: 10.1016/j.appdev.2020.101195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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AlMoghrabi N, Huijding J, Mayer B, Franken IHA. Gaze-contingent Attention Bias Modification Training and its Effect on Attention, Interpretations, Mood, and Aggressive Behavior. COGNITIVE THERAPY AND RESEARCH 2019. [DOI: 10.1007/s10608-019-10010-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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