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Fu X, Franchak JM, MacNeill LA, Gunther KE, Borjon JI, Yurkovic-Harding J, Harding S, Bradshaw J, Pérez-Edgar KE. Implementing mobile eye tracking in psychological research: A practical guide. Behav Res Methods 2024; 56:8269-8288. [PMID: 39147949 PMCID: PMC11525247 DOI: 10.3758/s13428-024-02473-6] [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: 06/20/2024] [Indexed: 08/17/2024]
Abstract
Eye tracking provides direct, temporally and spatially sensitive measures of eye gaze. It can capture visual attention patterns from infancy through adulthood. However, commonly used screen-based eye tracking (SET) paradigms are limited in their depiction of how individuals process information as they interact with the environment in "real life". Mobile eye tracking (MET) records participant-perspective gaze in the context of active behavior. Recent technological developments in MET hardware enable researchers to capture egocentric vision as early as infancy and across the lifespan. However, challenges remain in MET data collection, processing, and analysis. The present paper aims to provide an introduction and practical guide to starting researchers in the field to facilitate the use of MET in psychological research with a wide range of age groups. First, we provide a general introduction to MET. Next, we briefly review MET studies in adults and children that provide new insights into attention and its roles in cognitive and socioemotional functioning. We then discuss technical issues relating to MET data collection and provide guidelines for data quality inspection, gaze annotations, data visualization, and statistical analyses. Lastly, we conclude by discussing the future directions of MET implementation. Open-source programs for MET data quality inspection, data visualization, and analysis are shared publicly.
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Affiliation(s)
- Xiaoxue Fu
- Department of Psychology, University of South Carolina, Columbia, SC, USA.
| | - John M Franchak
- Department of Psychology, University of California Riverside, Riverside, CA, USA
| | - Leigha A MacNeill
- Department of Medical Social Sciences, Northwestern University, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Institute for Innovations in Developmental Sciences, Northwestern University, Evanston, IL, USA
| | - Kelley E Gunther
- Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA
| | - Jeremy I Borjon
- Department of Psychology, University of Houston, Houston, TX, USA
- Texas Institute for Measurement, Evaluation, and Statistics, University of Houston, Houston, TX, USA
- Texas Center for Learning Disorders, University of Houston, Houston, TX, USA
| | | | - Samuel Harding
- Department of Psychology, University of South Carolina, Columbia, SC, USA
| | - Jessica Bradshaw
- Department of Psychology, University of South Carolina, Columbia, SC, USA
| | - Koraly E Pérez-Edgar
- Department of Psychology, The Pennsylvania State University, University Park, PA, USA
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Vallorani A, Brown KM, Fu X, Gunther KE, MacNeill LA, Ermanni B, Hallquist MN, Pérez-Edgar K. Relations between social attention, expressed positive affect and behavioral inhibition during play. Dev Psychol 2022; 58:2036-2048. [PMID: 35758993 PMCID: PMC9613620 DOI: 10.1037/dev0001412] [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] [Indexed: 11/08/2022]
Abstract
Flexible social attention, including visually attending to social interaction partners, coupled with positive affect may facilitate adaptive social functioning. However, most research assessing social attention relies on static computer-based paradigms, overlooking the dynamics of social interactions and limiting understanding of individual differences in the deployment of naturalistic attention. The current study used mobile eye-tracking to examine relations between social attention, expressed affect, and behavioral inhibition during naturalistic play in young children. Children (N = 28, Mage = 6.12, 46.4% girls, 92.9% White) participated in a 5-min free play with a novel age- and sex-matched peer while mobile eye-tracking data were collected. Interactions were coded for social attention and expressed affect and modeled second-by-second, generating 4,399 observations. Children spent more time dwelling on toys than on peers or anywhere else in the room. Further analyses demonstrated children were almost twice as likely to gaze at their peer when simultaneously self-expressing positive affect. Additionally, children were more than twice as likely and more than three times as likely to self-express positive affect when dwelling on peer or in the presence of peer-expressed positive affect, respectively. Behavioral inhibition was not significantly related to social attention. However, children higher in behavioral inhibition were less likely to self-express positive affect in the presence of peer-expressed positive affect. The current results provide a snapshot of relations between social attention, expressed affect and individual differences during play and provide guidance for future work assessing the roles of social attention and positive affect in facilitating positive social interactions. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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Li H, Luo W, He H. Association of Parental Screen Addiction with Young Children's Screen Addiction: A Chain-Mediating Model. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:12788. [PMID: 36232109 PMCID: PMC9566204 DOI: 10.3390/ijerph191912788] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 09/21/2022] [Accepted: 09/21/2022] [Indexed: 05/21/2023]
Abstract
Preschool children are immersed in screen media, yet little study has been conducted on screen addiction among them. This study aimed to investigate the relationship between parental screen addiction and young children's screen addiction and to verify factors that mediate this relationship. A total of 477 parents of kindergarteners (3-6 years old) were recruited via six kindergartens in Henan province, China. They completed the Problematic Media Use Measure Short Form of Children, the Self-Rating Anxiety Scale, the Child-Parent Relationship Scale, and the Parental Screen Addiction Scale. The results showed that the relationships between each pair of parental screen addiction, parental anxiety, and children's screen addiction were significantly positive, but the parent-child relationship was negatively correlated with the other variables. Parental screen addiction can directly and indirectly affect children's screen addiction through parental anxiety and the parent-child relationship. The findings contribute to the development of family protection mechanisms against screen addiction in children.
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Affiliation(s)
| | | | - Huihua He
- Shanghai Institute of Early Childhood Education, Shanghai Normal University, Shanghai 200234, China
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Aktar E, Nimphy CA, van Bockstaele B, Pérez‐Edgar K. The social learning of threat and safety in the family: Parent-to-child transmission of social fears via verbal information. Dev Psychobiol 2022; 64:e22257. [PMID: 35312048 PMCID: PMC8944018 DOI: 10.1002/dev.22257] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Revised: 06/22/2021] [Accepted: 01/21/2022] [Indexed: 11/18/2022]
Abstract
Parental verbal threat (vs. safety) information regarding the social world may impact a child's fear responses, evident in subjective, behavioral, cognitive, and physiological indices of fear. In this study, primary caregivers provided standardized verbal threat or safety information to their child (N = 68, M = 5.27 years; 34 girls) regarding two strangers in the lab. Following this manipulation, children reported fear beliefs for each stranger. Physiological and behavioral reactions were recorded as children engaged with the two strangers (who were blind to their characterization) in a social interaction task. Child attention to the strangers was measured in a visual search task. Parents also reported their own, and their child's, social anxiety symptoms. Children reported more fear for the stranger paired with threat information, but no significant differences were found in observed child fear, attention, or heart rate. Higher social anxiety symptoms on the side of the parents and the children exacerbated the effect of parental verbal threat on observed fear. Our findings reveal a causal influence of parental verbal threat information only for child-reported fear and highlight the need to further refine the conditions under which acquired fear beliefs persist and generalize to behavior/physiology or get overruled by nonaversive real-life encounters.
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Affiliation(s)
- Evin Aktar
- Department of Clinical PsychologyLeiden UniversityLeidenThe Netherlands
- Leiden Institute for Brain and Cognition (LIBC)Leiden UniversityLeidenThe Netherlands
| | - Cosima A. Nimphy
- Department of Clinical PsychologyLeiden UniversityLeidenThe Netherlands
| | - Bram van Bockstaele
- Department of Child Development and EducationUniversity of AmsterdamAmsterdamThe Netherlands
| | - Koraly Pérez‐Edgar
- Department of PsychologyChild Study CenterThe Pennsylvania State UniversityState CollegePennsylvaniaUSA
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Gunther KE, Brown KM, Fu X, MacNeill LA, Jones M, Ermanni B, Pérez-Edgar K. Mobile Eye Tracking Captures Changes in Attention Over Time During a Naturalistic Threat Paradigm in Behaviorally Inhibited Children. AFFECTIVE SCIENCE 2021; 2:495-505. [PMID: 35243351 PMCID: PMC8887870 DOI: 10.1007/s42761-021-00077-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2020] [Accepted: 08/30/2021] [Indexed: 01/25/2023]
Abstract
Attentional biases to and away from threat are considered hallmarks of temperamental Behavioral Inhibition (BI), which is a documented risk factor for social anxiety disorder. However, most research on affective attentional biases has traditionally been constrained to computer screens, where stimuli often lack ecological validity. Moreover, prior research predominantly focuses on momentary presentations of stimuli, rather than examining how attention may change over the course of prolonged exposure to salient people and objects. Here, in a sample of children oversampled for BI, we used mobile eye-tracking to examine attention to an experimenter wearing a "scary" or novel gorilla mask, as well as attention to the experimenter after mask removal as a recovery from exposure. Conditional growth curve modeling was used to examine how level of BI related to attentional trajectories over the course of the exposure. We found a main effect of BI in the initial exposure to the mask, with a positive association between level of BI and proportion of gaze allocated to the stranger's masked face over time. Additionally, there was a main effect of BI on proportion of gaze allocated to the stranger's face plus their mask during the recovery period when the mask was removed.
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Affiliation(s)
- Kelley E. Gunther
- Department of Psychology, The Pennsylvania State University, University Park, PA USA
| | - Kayla M. Brown
- Department of Psychology, The Pennsylvania State University, University Park, PA USA
| | - Xiaoxue Fu
- Department of Psychology, The University of South Carolina, Columbia, SC USA
| | | | - Morgan Jones
- Department of Psychology, The Pennsylvania State University, University Park, PA USA
| | - Briana Ermanni
- Department of Psychology, Virginia Tech, Blacksburg, VA USA
| | - Koraly Pérez-Edgar
- Department of Psychology, The Pennsylvania State University, University Park, PA USA
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Gunther KE, Fu X, MacNeill L, Vallorani A, Ermanni B, Pérez-Edgar K. Profiles of Naturalistic Attentional Trajectories Associated with Internalizing Behaviors in School-Age Children: A Mobile Eye Tracking Study. Res Child Adolesc Psychopathol 2021; 50:637-648. [PMID: 34694527 DOI: 10.1007/s10802-021-00881-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/08/2021] [Indexed: 11/25/2022]
Abstract
The temperament profile Behavioral Inhibition (BI) is a strong predictor of internalizing behaviors in childhood. Patterns of attention towards or away from threat are a commonality of both BI and internalizing behaviors. Attention biases are traditionally measured with computer tasks presenting affective stimuli, which can lack ecological validity. Recent studies suggest that naturalistic visual attention need not mirror findings from computer tasks, and, more specifically, children high in BI may attend less to threats in naturalistic tasks. Here, we characterized latent trajectories of naturalistic visual attention over time to a female stranger, measured with mobile eye tracking, among kindergarteners oversampled for BI. Group-based trajectory modeling (GBTM) revealed two latent trajectories: 1) high initial orienting to the stranger, gradual decay, and recovery, and 2) low initial orienting and continued avoidance. Higher probability of membership to the "avoidant" group was linked to greater report of internalizing behaviors. We demonstrate the efficacy of mobile eye tracking in quantifying naturalistic patterns of visual attention to social novelty, as well as the importance of naturalistic measures of attention in characterizing socioemotional risk factors.
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Affiliation(s)
- Kelley E Gunther
- Department of Psychology, The Pennsylvania State University, State College, PA, USA
| | - Xiaoxue Fu
- Department of Psychology, The University of South Carolina, Columbia, SC, USA
| | - Leigha MacNeill
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Alicia Vallorani
- Department of Psychology, The Pennsylvania State University, State College, PA, USA
| | - Briana Ermanni
- Department of Psychology, Virginia Tech, Blacksburg, VA, USA
| | - Koraly Pérez-Edgar
- Department of Psychology, The Pennsylvania State University, State College, PA, USA
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Anaya B, Vallorani A, Pérez-Edgar K. Dyadic behavioral synchrony between behaviorally inhibited and non-inhibited peers is associated with concordance in EEG frontal Alpha asymmetry and Delta-Beta coupling. Biol Psychol 2021; 159:108018. [PMID: 33450325 DOI: 10.1016/j.biopsycho.2021.108018] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Revised: 01/06/2021] [Accepted: 01/08/2021] [Indexed: 12/28/2022]
Abstract
Behavioral synchrony during social interactions is foundational for the development of social relationships. Behavioral inhibition (BI), characterized by wariness to social novelty and increased anxiety, may influence how children engage in moment-to-moment behavioral synchrony. EEG-derived frontal Alpha asymmetry and Delta-Beta coupling reflect approach-avoidance behavior and emotion regulation, respectively. We examined the relation between intradyadic behavioral synchrony in energy levels and peer gaze, BI, and EEG measures (N = 136, 68 dyads, MeanAge = 10.90 years) during unstructured and structured interactions. Energy levels were negatively synchronized when both children exhibited right Alpha asymmetry. If either child exhibited left Alpha asymmetry, the dyad exhibited more positive synchrony. Peer gaze was less synchronized during the unstructured task with left Alpha asymmetry. Greater positive Delta-Beta coupling in BI children was associated with more peer gaze synchrony. Peer gaze was asynchronous when BI children exhibited negative Delta-Beta coupling and their partner exhibited positive coupling.
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