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Zhang Y, Martinez-Cedillo AP, Mason HT, Vuong QC, Garcia-de-Soria MC, Mullineaux D, Knight MI, Geangu E. An automatic sustained attention prediction (ASAP) method for infants and toddlers using wearable device signals. Sci Rep 2025; 15:13298. [PMID: 40247023 PMCID: PMC12006380 DOI: 10.1038/s41598-025-96794-x] [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: 12/09/2024] [Accepted: 03/28/2025] [Indexed: 04/19/2025] Open
Abstract
Sustained attention (SA) is a critical cognitive ability that emerges in infancy and affects various aspects of development. Research on SA typically occurs in lab settings, which may not reflect infants' real-world experiences. Infant wearable technology can collect multimodal data in natural environments, including physiological signals for measuring SA. Here we introduce an automatic sustained attention prediction (ASAP) method that harnesses electrocardiogram (ECG) and accelerometer (Acc) signals. Data from 75 infants (6- to 36-months) were recorded during different activities, with some activities emulating those occurring in the natural environment (i.e., free play). Human coders annotated the ECG data for SA periods validated by fixation data. ASAP was trained on temporal and spectral features from the ECG and Acc signals to detect SA, performing consistently across age groups. To demonstrate ASAP's applicability, we investigated the relationship between SA and perceptual features-saliency and clutter-measured from egocentric free-play videos. Results showed that saliency in infants' and toddlers' views increased during attention periods and decreased with age for attention but not inattention. We observed no differences between ASAP attention detection and human-coded SA periods, demonstrating that ASAP effectively detects SA in infants during free play. Coupled with wearable sensors, ASAP provides unprecedented opportunities for studying infant development in real-world settings.
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Affiliation(s)
- Yisi Zhang
- Department of Psychological and Cognitive Sciences, Tsinghua University, Beijing, 100084, People's Republic of China
| | - A Priscilla Martinez-Cedillo
- Department of Psychology, University of York, York, YO10 5DD, England
- Department of Psychology, University of Essex, Wivenhoe Park, Colchester, Essex, CO4 3SQ, England
| | - Harry T Mason
- School of Physics, Engineering and Technology, University of York, York, YO10 5DD, England
- Bristol Medical School, University of Bristol, Oakfield House, Bristol, BS8 2BN, England
| | - Quoc C Vuong
- Bioscience Institute, Newcastle University, Newcastle Upon Tyne, NE1 7RU, England
- School of Psychology, Newcastle University, Newcastle Upon Tyne, NE1 7RU, England
| | - M Carmen Garcia-de-Soria
- Department of Psychology, University of York, York, YO10 5DD, England
- Department of Psychology, University of Aberdeen, Aberdeen, UK
| | - David Mullineaux
- Department of Mathematics, University of York, York, YO10 5DD, England
| | - Marina I Knight
- Department of Mathematics, University of York, York, YO10 5DD, England
| | - Elena Geangu
- Department of Psychology, University of York, York, YO10 5DD, England.
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Ke H, Vuong QC, Geangu E. Three- and six-year-old children are sensitive to natural body expressions of emotion: An event-related potential emotional priming study. J Exp Child Psychol 2022; 224:105497. [PMID: 35850023 DOI: 10.1016/j.jecp.2022.105497] [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: 04/14/2021] [Revised: 03/23/2022] [Accepted: 06/06/2022] [Indexed: 12/01/2022]
Abstract
Body movements provide a rich source of emotional information during social interactions. Although the ability to perceive biological motion cues related to those movements begins to develop during infancy, processing those cues to identify emotions likely continues to develop into childhood. Previous studies used posed or exaggerated body movements, which might not reflect the kind of body expressions children experience. The current study used an event-related potential (ERP) priming paradigm to investigate the development of emotion recognition from more naturalistic body movements. Point-light displays (PLDs) of male adult bodies expressing happy or angry emotional movements while narrating a story were used as prime stimuli, whereas audio recordings of the words "happy" and "angry" spoken with an emotionally neutral prosody were used as targets. We recorded the ERPs time-locked to the onset of the auditory target from 3- and 6-year-old children, and we compared amplitude and latency of the N300 and N400 responses between the two age groups in the different prime-target conditions. There was an overall effect of prime for the N300 amplitude, with more negative-going responses for happy PLDs compared with angry PLDs. There was also an interaction between prime and target for the N300 latency, suggesting that all children were sensitive to the emotional congruency between body movements and words. For the N400 component, there was only an interaction among age, prime, and target for latency, suggesting an age-dependent modulation of this component when prime and target did not match in emotional information. Overall, our results suggest that the emergence of more complex emotion processing of body expressions occurs around 6 years of age, but it is not fully developed at this point in ontogeny.
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Affiliation(s)
- Han Ke
- Department of Psychology, Lancaster University, Lancaster LA1 4YF, UK.
| | - Quoc C Vuong
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Elena Geangu
- Department of Psychology, University of York, York YO10 5DD, UK
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Psychophysiological responses to mobile reading: evidence from frontal EEG signals under a distracting reading environment and different text genres. INFORMATION TECHNOLOGY & PEOPLE 2022. [DOI: 10.1108/itp-02-2021-0111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
PurposeReading represents a basic way by which humans understand the world and acquire knowledge; it is also central to learning and communicating. However, with the rapid development of mobile reading, an individual's cognition of objective facts may be affected by the reading environment and text genre, resulting in limited memorization and understanding of the reading material. Therefore, this study aimed to investigate the influence of the reading environment and text genre on individuals' cognitive activities from the perspective of motivational activation level using evidence from electroencephalography (EEG) signals.Design/methodology/approachThe study employed a mixed design experiment with two reading environments (quiet and distracting) between subjects, two text genres (entertaining and scientific) within subjects and two reading tasks (memory recall and comprehension) within subjects. There were 50 participants in the experiment, and the data obtained from 44 participants while they read the materials and completed the reading tasks were analyzed.FindingsThe results showed that readers are more positively motivated to read in a quiet reading environment than in a distracting reading environment when facing the memory recall tasks of entertaining genre passages and comprehension tasks of scientific genre passages. Entertaining genres are more likely to arouse readers' reading interest but hinder the memory recall of the content details. While scientific genres are not easy to understand, they are helpful for working memory.Originality/valueThis study not only applies a new technology to mobile reading research in the field of library science and addresses the limitations of self-report data, but also provides suggestions for the further improvement of mobile reading service providers. Additionally, the results may provide useful information for learners with different learning demands.
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Tan E, Hamlin JK. Infants' neural responses to helping and hindering scenarios. Dev Cogn Neurosci 2022; 54:101095. [PMID: 35276494 PMCID: PMC8908062 DOI: 10.1016/j.dcn.2022.101095] [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] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 01/13/2022] [Accepted: 03/05/2022] [Indexed: 11/21/2022] Open
Abstract
A growing literature suggests infants prefer prosocial others over antisocial others. Although recent studies have begun to explore the neural mechanisms underlying these responses (Cowell and Decety, 2015; Gredebäck et al., 2015), these studies were based on relatively small samples and focused on distinct aspects of sociomoral responding. The current preregistered study systematically examined infants' neural responses both to prosocial/antisocial interactions and to prosocial/antisocial characters, using larger samples and two distinct age groups. We found that 6- (but not 12-) month-olds showed higher relative right frontal alpha power (indexing approach motivation) when viewing helping versus hindering scenarios. Consistent with past EEG work, infants showed no group-level manual preferences for the helper. However, analyses of infants' neural responses toward images of the helper versus hinderer revealed that both 6- and 12-month-olds showed differential event-related potential (ERP) responses in the P400 and N290 components (indexing social perception) but not in the Nc component (indexing attentional allocation), suggestive that infants' neural responses to prosocial versus antisocial characters reflect social processing. Together, these findings provide a more comprehensive account of infants' responses to prosocial/antisocial interactions and characters, and support the hypothesis that both motivational and socially relevant processes are implicated in infants' sociomoral responding.
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Affiliation(s)
- Enda Tan
- University of British Columbia, 2136 West Mall, Vancouver, BC, Canada.
| | - J Kiley Hamlin
- University of British Columbia, 2136 West Mall, Vancouver, BC, Canada.
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Quadrelli E, Roberti E, Polver S, Bulf H, Turati C. Sensorimotor Activity and Network Connectivity to Dynamic and Static Emotional Faces in 7-Month-Old Infants. Brain Sci 2021; 11:brainsci11111396. [PMID: 34827394 PMCID: PMC8615901 DOI: 10.3390/brainsci11111396] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Revised: 10/20/2021] [Accepted: 10/22/2021] [Indexed: 11/16/2022] Open
Abstract
The present study investigated whether, as in adults, 7-month-old infants’ sensorimotor brain areas are recruited in response to the observation of emotional facial expressions. Activity of the sensorimotor cortex, as indexed by µ rhythm suppression, was recorded using electroencephalography (EEG) while infants observed neutral, angry, and happy facial expressions either in a static (N = 19) or dynamic (N = 19) condition. Graph theory analysis was used to investigate to which extent neural activity was functionally localized in specific cortical areas. Happy facial expressions elicited greater sensorimotor activation compared to angry faces in the dynamic experimental condition, while no difference was found between the three expressions in the static condition. Results also revealed that happy but not angry nor neutral expressions elicited a significant right-lateralized activation in the dynamic condition. Furthermore, dynamic emotional faces generated more efficient processing as they elicited higher global efficiency and lower networks’ diameter compared to static faces. Overall, current results suggest that, contrarily to neutral and angry faces, happy expressions elicit sensorimotor activity at 7 months and dynamic emotional faces are more efficiently processed by functional brain networks. Finally, current data provide evidence of the existence of a right-lateralized activity for the processing of happy facial expressions.
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Affiliation(s)
- Ermanno Quadrelli
- Department of Psychology, University of Milano-Bicocca, Edificio U6, Piazza dell’Ateneo Nuovo 1, 20126 Milano, Italy; (E.R.); (S.P.); (H.B.); (C.T.)
- NeuroMI, Milan Center for Neuroscience, 20126 Milano, Italy
- Correspondence: ; Tel.: +39-026-448-3775
| | - Elisa Roberti
- Department of Psychology, University of Milano-Bicocca, Edificio U6, Piazza dell’Ateneo Nuovo 1, 20126 Milano, Italy; (E.R.); (S.P.); (H.B.); (C.T.)
- NeuroMI, Milan Center for Neuroscience, 20126 Milano, Italy
| | - Silvia Polver
- Department of Psychology, University of Milano-Bicocca, Edificio U6, Piazza dell’Ateneo Nuovo 1, 20126 Milano, Italy; (E.R.); (S.P.); (H.B.); (C.T.)
| | - Hermann Bulf
- Department of Psychology, University of Milano-Bicocca, Edificio U6, Piazza dell’Ateneo Nuovo 1, 20126 Milano, Italy; (E.R.); (S.P.); (H.B.); (C.T.)
- NeuroMI, Milan Center for Neuroscience, 20126 Milano, Italy
| | - Chiara Turati
- Department of Psychology, University of Milano-Bicocca, Edificio U6, Piazza dell’Ateneo Nuovo 1, 20126 Milano, Italy; (E.R.); (S.P.); (H.B.); (C.T.)
- NeuroMI, Milan Center for Neuroscience, 20126 Milano, Italy
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Anaya B, Ostlund B, LoBue V, Buss K, Pérez-Edgar K. Psychometric properties of infant electroencephalography: Developmental stability, reliability, and construct validity of frontal alpha asymmetry and delta-beta coupling. Dev Psychobiol 2021; 63:e22178. [PMID: 34423429 DOI: 10.1002/dev.22178] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Revised: 07/26/2021] [Accepted: 07/27/2021] [Indexed: 11/10/2022]
Abstract
Resting-state electroencephalography (EEG) provides developmental neuroscientists a noninvasive view into the neural underpinnings of cognition and emotion. Recently, the psychometric properties of two widely used neural measures in early childhood-frontal alpha asymmetry and delta-beta coupling-have come under scrutiny. Despite their growing use, additional work examining how the psychometric properties of these neural signatures may change across infancy is needed. The current study examined the developmental stability, split-half reliability, and construct validity of infant frontal alpha asymmetry and delta-beta coupling. Infants provided resting-state EEG data at 8, 12, and 18 months of age (N = 213). Frontal alpha asymmetry and delta-beta coupling showed significant developmental change from 8 to 18 months. Reliability for alpha asymmetry, and alpha, delta, and beta power, individually, was generally good. In contrast, the reliability of delta-beta coupling scores was poor. Associations between frontal alpha asymmetry and approach tendencies generally emerged, whereas stronger (over-coupled) delta-beta coupling scores were associated with profiles of dysregulation and low inhibition. However, the individual associations varied across time and specific measures of interest. We discuss these findings with a developmental lens, highlighting the importance of repeated measures to better understand links between neural signatures and typical and atypical development.
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Affiliation(s)
- Berenice Anaya
- Department of Psychology, Pennsylvania State University, University Park, Pennsylvania, USA
| | - Brendan Ostlund
- Department of Psychology, Pennsylvania State University, University Park, Pennsylvania, USA
| | - Vanessa LoBue
- Department of Psychology, Rutgers University, Newark, New Jersey, USA
| | - Kristin Buss
- Department of Psychology, Pennsylvania State University, University Park, Pennsylvania, USA
| | - Koraly Pérez-Edgar
- Department of Psychology, Pennsylvania State University, University Park, Pennsylvania, USA
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Smith ES, Elliott D, Killick R, Crawford TJ, Kidby S, Reid VM. Infants Oscillatory Frequencies change during Free-Play. Infant Behav Dev 2021; 64:101612. [PMID: 34332261 DOI: 10.1016/j.infbeh.2021.101612] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2020] [Revised: 07/06/2021] [Accepted: 07/16/2021] [Indexed: 10/20/2022]
Abstract
Social interactions are known to be an essential component of infant development. For this reason, exploring functional neural activity while infants are engaged in social interactions will enable a better understanding of the infant social brain. This in turn, will enable the beginning of disentangling the neural basis of social and non-social interactions as well as the influence that maternal engagement has on infant brain function. Maternal sensitivity serves as a model for socio-emotional development during infancy, which poses the question: do interactions between parents and their offspring present altered electrophysiological responses in comparison to the general population if said parents are at risk of mental health disorders? The current research aimed to observe the oscillatory activity of 6-month-old infants during spontaneous free-play interactions with their mother. A 5-minute unconstrained free-play session was recorded between infant-mother dyads with EEG recordings taken from the 6-month-old infants (n = 64). During the recording, social and non-social behaviours were coded and EEG assessed with these epochs. Results showed an increase in oscillatory activity both when an infant played independently or interacted with their mother and oscillatory power was greatest in the alpha and theta bands. In the present 6-month-old cohort, no hemispheric power differences were observed as oscillatory power in the corresponding neural regions (i.e. left and right temporal regions) appeared to mirror each other. Instead, temporal estimates were larger and different from all other regions, whilst the frontal and parietal regions bihemispherically displayed similar estimates, which were larger than those observed centrally, but smaller than those displayed in the temporal locations. The interactions observed between the behavioural events and frequency bands demonstrated a significant reduction in power comparative to the power observed in the gamma band during the baseline event. The present research sought to explore the obstacle of artificial play paradigms for neuroscience research, whereby researchers question how much these paradigms relate to reality. The present manuscript will discuss the strengths and limitations of taking an unconstrained free-play approach.
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Affiliation(s)
- Eleanor S Smith
- Department of Psychology, Lancaster University, Bailrigg, UK; Department of Experimental Psychology, Downing Site, Downing Street, University of Cambridge, Cambridge, UK.
| | - David Elliott
- Department of Psychology, Lancaster University, Bailrigg, UK; School of Mathematics, University of Edinburgh, Edinburgh, UK
| | - Rebecca Killick
- Department of Mathematics and Statistics, Lancaster University, Bailrigg, UK
| | | | - Sayaka Kidby
- Department of Psychology, Lancaster University, Bailrigg, UK
| | - Vincent M Reid
- Department of Psychology, Lancaster University, Bailrigg, UK; School of Psychology, The University of Waikato, New Zealand
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McHarg G, Hughes C. Prosocial television and prosocial toddlers: A multi-method, longitudinal investigation. Infant Behav Dev 2021; 62:101526. [PMID: 33461079 DOI: 10.1016/j.infbeh.2021.101526] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2020] [Revised: 12/29/2020] [Accepted: 12/31/2020] [Indexed: 01/28/2023]
Abstract
How screen use might affect early childhood outcomes is an important question for parents, but existing research is patchy. In particular, screen time is often examined in relation to sleep and aggression, but much less is known about its links with prosocial behaviour. To address this gap, we conducted semi-structured observations and interviews / questionnaires with both mothers and fathers in a sample of 195 (predominantly affluent and educated) British families tracked across three time-points, when the first-born child was 14-, 24-, and 36-months old. We also applied an objective coding scheme to assess the relative frequency of prosocial behaviour in the programmes and films children were watching at age 24-months. While our results showed no overall associations between prosocial behaviour and either screen time or screen content, there were interaction effects. Specifically, children whose favourite programmes were slow-paced and rich in prosocial content were particularly likely to show developmental gains in sharing. We discuss these findings in terms of their implications for parents, researchers, and policy makers.
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Affiliation(s)
- Gabrielle McHarg
- Centre for Family Research, University of Cambridge, United Kingdom.
| | - Claire Hughes
- Centre for Family Research, University of Cambridge, United Kingdom
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Decety J, Steinbeis N, Cowell JM. The neurodevelopment of social preferences in early childhood. Curr Opin Neurobiol 2021; 68:23-28. [PMID: 33418273 DOI: 10.1016/j.conb.2020.12.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2020] [Revised: 12/04/2020] [Accepted: 12/11/2020] [Indexed: 11/24/2022]
Abstract
Human social preferences are the product of gene-culture coevolution, and rely on predispositions that emerge early in development. These social preferences encompasse distinct motivations, mechanisms, and behaviors, that facilitate social cohesion and cooperation. Developmental social neuroscience critically contributes in elucidating the proximate mechanisms involved in social decision-making and prosociality, and their gradual maturation in interaction with the social and cultural environment.
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Affiliation(s)
- Jean Decety
- Department of Psychology, and Department of Psychiatry, University of Chicago, United States.
| | - Nikolaus Steinbeis
- Clinical, Education and Health Psychology, University College London, United Kingdom
| | - Jason M Cowell
- Department of Psychology, University of Wisconsin-Green Bay, United States
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Nguyen T, Bánki A, Markova G, Hoehl S. Studying parent-child interaction with hyperscanning. PROGRESS IN BRAIN RESEARCH 2020; 254:1-24. [DOI: 10.1016/bs.pbr.2020.05.003] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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Chorna O, Emery L, Hamm E, Moore-Clingenpeel M, Shrivastava H, Miller A, Richard C, Maitre NL. Standardized music therapy with and without acclimatization, to improve EEG data acquisition in young children with and without disability. J Neurosci Methods 2019; 321:12-19. [DOI: 10.1016/j.jneumeth.2019.02.013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2018] [Revised: 02/17/2019] [Accepted: 02/17/2019] [Indexed: 11/15/2022]
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