Scott P. Johnson’s research while affiliated with University of California, Los Angeles and other places

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Publications (193)


FIGURE 1 | Total looking times (TLT, in sec) to the ID Face (red) and AD face (blue). Dots represent each child's mean TLT score and bars and crosses with error bars represent mean TLT scores and standard errors of the mean (SE) for each group.
FIGURE 2 | Total looking times (TLT, in sec) to the ID Face (red) and AD face (blue), as a function of sound (IDS, ADS) and age (3 m, left; 6 m right). Dots represent each child's mean TLT score and bars and crosses with error bars represent mean TLT scores and standard errors of the mean (SE) for each group.
Infants' Preference for ID Speech in Face and Voice Extends to a Non-Native Language
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November 2024

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56 Reads

Infancy

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Infants prefer infant-directed (ID) speech. Concerning talking faces, previous research showed that 3-and 5-month-olds prefer faces that produce native ID than native adult-directed (AD) speech, regardless of background speech being ID, AD or silent. Here, we explored whether infants also show a preference for non-native ID speech. We presented 3-and 6-month-old infants with pairs of talking faces, one producing non-native ID speech and the other non-native AD speech, either in silence (Experiment 1) or accompanied by non-native ID or AD background speech (Experiment 2). Results from Experiment 1 showed an overall preference for the silent ID talking faces across both age groups, suggesting a reliance on cross-linguistic, potentially universal cues for this preference. However, Experiment 2 showed that preference for ID faces was disrupted at 3 months when auditory speech was present (ID or AD). At 6 months, infants maintained a preference for ID talking faces, but only when accompanied by ID speech. These findings show that auditory non-native speech interferes with infants' processing of ID talking faces. They also suggest that by 6 months, infants start associating ID features from faces and voices irrespective of language familiarity, suggesting that infants' ID preference may be universal and amodal.

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Habituation objects. Habituation objects were 2D video depictions of simplified 3D Shepard-Metzler objects (Shepard and Metzler, 1971), arbitrarily referred to as the L-object (pictured on the left in a 0°/360° orientation), and its mirror image, the R-object (pictured on the right in a 0°/360° orientation).
Frames sampled from habituation and test videos. The objects represented in the habituation videos rotated back and forth through a 210° angle (30° to 240°). Half of the infants saw the habituation object pictured in the top row of images here (i.e., the L-object); the other half of the infants saw a habituation video displaying the rotating R-object (not shown). The objects represented in the test videos (pictured in the bottom two rows of images here) rotated back and forth through a previously unseen 90° angle (270° to 360°/0°).
Representation of the rotational angles covered by the habituation and test stimuli. A schematic of a bird’s-eye view of the rotational angles covered by the habituation and test stimuli. Also shown are the 30-degree gaps in which the stimulus objects are never seen by the infant. To recognize the habituation object when it is presented from a novel perspective during the test trials, infants must mentally rotate a representation of the object through one of these gaps.
Average looking times for test trials 1 and 2. Mean looking times in test trials 1 and 2, by sex and test stimulus type. Average looking times are in seconds. The data from test trial 1 reflect a significant interaction between sex and test stimulus type. There were no significant effects in test trial 2, and no significant effects in a combined analysis of the data averaged across both test trials. Error bars indicate standard errors of the mean.
Minding the gap: a sex difference in young infants’ mental rotation through thirty degrees of arc

September 2024

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81 Reads

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1 Citation

Mental rotation (MR) is an important feature of spatial cognition invoking mental imagery of an object’s appearance when viewed from a new orientation. Prior studies have revealed evidence of MR in infants, including a sex difference similar to that detected in older populations. Some of these studies used visual habituation methods whereby infants were familiarized with an object rotating through a 240° angle, followed by test trials showing either the habituation object or a mirror image object rotating through the previously unseen 120° angle. Significantly longer looking at either of these objects was taken to reflect infants’ ability to recognize the habituation object even when seen from a novel viewpoint, suggesting the capacity for MR. However, these infants’ responses could, in theory, be explained with reference to perceptual discrimination rather than MR, because the views of the habituation and test objects were very similar in some video frames. In the current study, we observed a diverse population of 5-month-olds (24 females, 24 males) for evidence of MR through 30° of arc. In this more challenging test, our stimuli left a 30° gap angle between critical video frames representing the habituation and test objects. Consistent with earlier reports, we found that relative to female infants, male infants looked significantly longer at the mirror image test stimulus immediately following habituation. These results add to an emerging consensus that some young infants are capable of MR, and that male and female infants on average behave differently in this type of MR task.


Example of a study trial. One of the facial stimuli depicts the emotion matching the semantic content of the sentence (in this case, anger), whereas the other face depicts the emotion matching the prosody in which the sentence is spoken (happiness).
The effect of age (in months) on toddlers’ looking preference for different emotion combinations (as measured by the proportion of looking to the visual facial stimuli matching the emotion implied by the semantic content) separated by the first versus second loop of audio.
Effects of conflicting emotional cues on toddlers’ emotion perception

June 2024

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29 Reads

The communication of emotion is dynamic and occurs across multiple channels, such as facial expression and tone of voice. When cues are in conflict, interpreting emotion can become challenging. Here, we examined the effects of incongruent emotional cues on toddlers’ interpretation of emotions. We presented 33 children (22–26 months, Mage = 23.8 months, 15 female) with side‐by‐side images of faces along with sentences spoken in a tone of voice that conflicted with semantic content. One of the two faces matched the emotional tone of the audio, whereas the other matched the semantic content. For both congruent and incongruent trials, toddlers showed no overall looking preference to either type of face stimuli. However, during the second exposure to the sentences of incongruent trials, older children tended to look longer to the face matching semantic content when listening to happy vs. angry content. Results inform our understanding of the early development of complex emotion understanding.


Constrained Multivariate Functional Principal Components Analysis for Novel Outcomes in Eye-Tracking Experiments

November 2023

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43 Reads

Statistics in Biosciences

Individuals with autism spectrum disorder (ASD) tend to experience greater difficulties with social communication and sensory information processing. Of particular interest in ASD biomarker research is the study of visual attention, effectively quantified in eye tracking (ET) experiments. Eye tracking offers a powerful, safe, and feasible platform for gaining insights into attentional processes by measuring moment-by-moment gaze patterns in response to stimuli. Even though recording is done with millisecond granularity, analyses commonly collapse data across trials into variables such as proportion time spent looking at a region of interest (ROI). In addition, looking times in different ROIs are typically analyzed separately. We propose a novel multivariate functional outcome that carries proportion looking time information from multiple regions of interest jointly as a function of trial type, along with a novel constrained multivariate functional principal components analysis procedure to capture the variation in this outcome. The method incorporates the natural constraint that the proportion looking times from the multiple regions of interest must sum up to one. Our approach is motivated by the Activity Monitoring task, a social-attentional assay within the ET battery of the Autism Biomarkers Consortium for Clinical Trials (ABC-CT). Application of our methods to the ABC-CT data yields new insights into dominant modes of variation of proportion looking times from multiple regions of interest for school-age children with ASD and their typically developing (TD) peers, as well as richer analysis of diagnostic group differences in social attention.


Boxplots overlaying violin plots comparing %Face outcomes in autism spectrum disorder (ASD) (purple) versus typically developing (TD) children (yellow) by condition.
Associations partialled for age between %Face in social conditions (joint attention + dyadic bid averaged) and Social Responsiveness Scale (SRS‐2) total (left, R = –0.504) and autistic mannerisms (right, R = –0.686) T scores in the ASD group. Confidence intervals (CI) are 95% CI for linear regression fit.
The Selective Social Attention task in children with autism spectrum disorder: Results from the Autism Biomarkers Consortium for Clinical Trials (ABC‐CT) feasibility study

September 2023

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79 Reads

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7 Citations

The Selective Social Attention (SSA) task is a brief eye‐tracking task involving experimental conditions varying along socio‐communicative axes. Traditionally the SSA has been used to probe socially‐specific attentional patterns in infants and toddlers who develop autism spectrum disorder (ASD). This current work extends these findings to preschool and school‐age children. Children 4‐ to 12‐years‐old with ASD (N = 23) and a typically‐developing comparison group (TD; N = 25) completed the SSA task as well as standardized clinical assessments. Linear mixed models examined group and condition effects on two outcome variables: percent of time spent looking at the scene relative to scene presentation time (%Valid), and percent of time looking at the face relative to time spent looking at the scene (%Face). Age and IQ were included as covariates. Outcome variables' relationships to clinical data were assessed via correlation analysis. The ASD group, compared to the TD group, looked less at the scene and focused less on the actress' face during the most socially‐engaging experimental conditions. Additionally, within the ASD group, %Face negatively correlated with SRS total T‐scores with a particularly strong negative correlation with the Autistic Mannerism subscale T‐score. These results highlight the extensibility of the SSA to older children with ASD, including replication of between‐group differences previously seen in infants and toddlers, as well as its ability to capture meaningful clinical variation within the autism spectrum across a wide developmental span inclusive of preschool and school‐aged children. The properties suggest that the SSA may have broad potential as a biomarker for ASD.


Origins of object concepts in infancy: A perceptual account

July 2023

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13 Reads

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1 Citation

Sensory Individuals: Unimodal and Multimodal Perspectives provides an interdisciplinary, well-balanced, and comprehensive look at different aspects of unisensory and multisensory objects, using both nuanced philosophical analysis and informed empirical work. The research presented in this book represents the field's progression from treating neural sensory processes as primarily modality-specific towards its current state of the art, according to which perception, and its supporting neural processes, are multi-modal, modality-independent, meta-modal, and task-dependent. Even within such approaches sensory stimuli, properties, brain activations, and corresponding perceptual phenomenology can still be characterized in a modality-specific way. The book examines the basic building blocks of human perception, and whether they are best understood as sense modality-dependent units of different forms or multimodal perceptual objects. The book combines a variety of innovative and integrative angles to explore the topic and acts as a catalyst for an increasingly diverse field of research, which is in an exciting phase of growth and advancement. New questions are arising as quickly as they are being answered, and the collection Sensory Individuals provides an original and up-to-date addition to the field.


Hebbian, correlational learning provides a memory-less mechanism for Statistical Learning irrespective of implementational choices: Reply to Tovar and Westermann (2022)

October 2022

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17 Reads

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2 Citations

Cognition

Statistical learning relies on detecting the frequency of co-occurrences of items and has been proposed to be crucial for a variety of learning problems, notably to learn and memorize words from fluent speech. Endress and Johnson (2021) (hereafter EJ) recently showed that such results can be explained based on simple memory-less correlational learning mechanisms such as Hebbian Learning. Tovar and Westermann (2022) (hereafter TW) reproduced these results with a different Hebbian model. We show that the main differences between the models are whether temporal decay acts on both the connection weights and the activations (in TW) or only on the activations (in EJ), and whether interference affects weights (in TW) or activations (in EJ). Given that weights and activations are linked through the Hebbian learning rule, the networks behave similarly. However, in contrast to TW, we do not believe that neurophysiological data are relevant to adjudicate between abstract psychological models with little biological detail. Taken together, both models show that different memory-less correlational learning mechanisms provide a parsimonious account of Statistical Learning results. They are consistent with evidence that Statistical Learning might not allow learners to learn and retain words, and Statistical Learning might support predictive processing instead.



Fig. 3 a Estimated overall mean viewing profile, (t) . b Estimated group-level shifts from the overall mean, d (t) , d = 1, 2 . c Estimated mean viewing profiles, (t) + d (t) , d = 1, 2 , for the two diagnosis groups (ASD and TD)
Fig. 4 a, d The first two leading eigenfunctions, (d) k (t) , k = 1, 2 , d = 1, 2 , estimated from FPCA of the viewing profiles in the VE application. b, c Group-specific mean estimates plus and minus two times the amount of variation along the leading eigenfunction, (t) + d (t) ± 2 (d)
Fig. 9 a Significant negative correlations are detected between average consistency of the initial gaze being at the social object and the average logarithm of latency to social object in the entire data ( r = −0.758 , p value< 0.001 ) as well as the ASD ( r = −0.768 , p value< 0.001 ) and TD groups ( r = −0.678 , p value< 0.001 ) (b), (c) Significant negative correlations are also detected between the leading subject-level eigenscores (positive scores signaling higher consistency) in both ASD and TD groups (ASD: r = −0.706 , p value < 0.001 , TD: r = −0.678 , p value < 0.001)
A Functional Model for Studying Common Trends Across Trial Time in Eye Tracking Experiments

September 2022

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209 Reads

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1 Citation

Statistics in Biosciences

Eye tracking (ET) experiments commonly record the continuous trajectory of a subject’s gaze on a two-dimensional screen throughout repeated presentations of stimuli (referred to as trials). Even though the continuous path of gaze is recorded during each trial, commonly derived outcomes for analysis collapse the data into simple summaries, such as looking times in regions of interest, latency to looking at stimuli, number of stimuli viewed, number of fixations, or fixation length. In order to retain information in trial time, we utilize functional data analysis (FDA) for the first time in literature in the analysis of ET data. More specifically, novel functional outcomes for ET data, referred to as viewing profiles, are introduced that capture the common gazing trends across trial time which are lost in traditional data summaries. Mean and variation of the proposed functional outcomes across subjects are then modeled using functional principal component analysis. Applications to data from a visual exploration paradigm conducted by the Autism Biomarkers Consortium for Clinical Trials showcase the novel insights gained from the proposed FDA approach, including significant group differences between children diagnosed with autism and their typically developing peers in their consistency of looking at faces early on in trial time.


Nonverbal emotion perception and vocabulary in late infancy

June 2022

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32 Reads

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2 Citations

Infant Behavior & Development

Language has been proposed as a potential mechanism for young children's developing understanding of emotion. However, much remains unknown about this relation at an individual difference level. The present study investigated 15- to 18-month-old infants' perception of emotions across multiple pairs of faces. Parents reported their child's productive vocabulary, and infants participated in a non-linguistic emotion perception task via an eye tracker. Infant vocabulary did not predict nonverbal emotion perception when accounting for infant age, gender, and general object perception ability (β = -0.15, p = .300). However, we observed a gender difference: Only girls' vocabulary scores related to nonverbal emotion perception when controlling for age and general object perception ability (β = 0.42, p = .024). Further, boys showed a stronger preference for the novel emotion face vs. girls (t(48) = 2.35, p = .023, d= 0.67). These data suggest that pathways of processing emotional information (e.g., using language vs visual information) may differ for girls and boys in late infancy.


Citations (87)


... Individuals with ASD often experience difficulties in understanding and responding to social cues, such as eye-gaze direction, facial expressions, body language, and tone of voice (Chawarska et al. 2012;Harms et al. 2010;Klin et al. 2002;Rutherford et al. 2002). Indeed, reduced attention to dynamic and speaking faces that afford eye contact represents one of the most consistently replicated biomarkers in ASD, observed during both pre-symptomatic and symptomatic stages of the disorder (Chawarska et al. 2012(Chawarska et al. , 2013Macari et al. 2021;Shic et al. 2023Shic et al. , 2014Shic et al. , 2022Shic et al. , 2020Vernetti et al. 2023). While extensive research has explored these social differences and their functional significance, the underlying neural mechanisms remain elusive. ...

Reference:

Disrupted Resting‐State Functional Connectivity in the Social Visual Pathway in Children With Autism Spectrum Disorder
The Selective Social Attention task in children with autism spectrum disorder: Results from the Autism Biomarkers Consortium for Clinical Trials (ABC‐CT) feasibility study

... Early childhood, particularly the preschool years, is considered a crucial period for laying the foundation of these essential skills. Scholars agree that during this developmental window, children begin forming cognitive and metacognitive abilities that are foundational for lifelong learning [1][2][3][4]. Emphasized the role of social interaction and scaffolding in the development of higher-order mental functions, while Piaget [2] identified preschool age as a stage where children transition from sensorimotor to operational thinking. Zelazo [4] and Whitebread [3] further highlighted the significance of metacognitive skills such as reflection and self-regulation during early learning. ...

The Oxford Handbook of Developmental Psychology, Vol. 1: Body and Mind
  • Citing Article
  • March 2013

... Regularity extraction, i.e., the learning processes underlying MMN elicitation include many facets. One of the facets is statistical learning, which is a diverse topic on its own that is covered by theories from cognitive psychology on various cognitive abilities in which the statistics of (co-)occurrences of events matter such as language acquisition (Saffran et al., 1996;Thiessen, 2017;Frost et al., 2019;Conway, 2020;Endress and Johnson, 2023). The Markovian view on the MMN we discuss in the present paper naturally is a simplification and it disregards many aspects of statistical learning. ...

Hebbian, correlational learning provides a memory-less mechanism for Statistical Learning irrespective of implementational choices: Reply to Tovar and Westermann (2022)
  • Citing Article
  • October 2022

Cognition

... and (iii) How can the context explain the emotional causes of anxiety in elderly women? Much research related to the field of psycholinguistics -expressions or emotions has been carried out, including (Michelle et al., 2011), (Torres et al., 2015), (Katharina & Maria von Salisch, 2017), (Marissa & Scott P Johnson, 2022), (Ilmi & Ade, 2022) These studies examine the psycholinguistic expression of feelings or emotions with their research subjects on children. (Madeleine et al., 2023) in her research suggested that language is a potential mechanism for developing children's emotional understanding. ...

Nonverbal emotion perception and vocabulary in late infancy
  • Citing Article
  • June 2022

Infant Behavior & Development

... Integrated approaches to better understand the heterogeneity of autism have been initiated by large collaborations that include clinical trials, such as the Autism Innovative Medicines Study-2-Trials (AIMS-2-Trials) (80)(81)(82), as well as the Province of Ontario Neurodevelopmental Disorders (POND) Network (83). Additionally, recent work in the Autism Biomarker Consortium for Clinical Trials (ABC-CT) has been developing neurobehavioral markers, including EEG/ERP, in the hope that they can be used to monitor ASD in clinical trials (84)(85)(86). This wealth of data may guide the planning for optimal biomarker choices in the phase 2m setting, with mechanistic markers that reflect the function of the neurobiological system(s) targeted by the treatment and other neurobehavioral outcomes that serve as more general indices of ASD symptomatology. ...

Attention Allocation During Exploration of Visual Arrays in ASD: Results from the ABC-CT Feasibility Study

Journal of Autism and Developmental Disorders

... Individuals with ASD often experience difficulties in understanding and responding to social cues, such as eye-gaze direction, facial expressions, body language, and tone of voice (Chawarska et al. 2012;Harms et al. 2010;Klin et al. 2002;Rutherford et al. 2002). Indeed, reduced attention to dynamic and speaking faces that afford eye contact represents one of the most consistently replicated biomarkers in ASD, observed during both pre-symptomatic and symptomatic stages of the disorder (Chawarska et al. 2012(Chawarska et al. , 2013Macari et al. 2021;Shic et al. 2023Shic et al. , 2014Shic et al. , 2022Shic et al. , 2020Vernetti et al. 2023). While extensive research has explored these social differences and their functional significance, the underlying neural mechanisms remain elusive. ...

The Autism Biomarkers Consortium for Clinical Trials: evaluation of a battery of candidate eye-tracking biomarkers for use in autism clinical trials

Molecular Autism

... (Etkin & Wager, 2007;Freitas-Ferrari et al., 2010;Hattingh et al., 2013;Stein & Stein, 2008) , 1977;Dittrich et al., 1996;Peng et al., 2017Peng et al., , 2020Peng, Lu, & Johnson, 2021;Pollick et al., 2001;Thurman & Lu, 2014Troje, 2002;Tsang, 2018Abstract: Social anxiety disorder (SAD) is associated with abnormal features in both emotion processing and social intention inference. However, there is a lack of research and clinical predictive models for the common mechanisms of emotion processing and social intention inference underlying social anxiety. ...

Infant perception of causal motion produced by humans and inanimate objects
  • Citing Article
  • August 2021

Infant Behavior and Development

... By five months of age, they distinguish voices by gender, even before they categorize faces by gender (S. P. Johnson et al., 2021). By ten months of age, children can detect correlations between the gender of a person and a set of neutral objects women and men tend to be associated with, a capacity that sets the stage for learning gender stereotypes (Levy & Haaf, 1994). ...

Reference:

Gender
Infants' identification of gender in biological motion displays

Infancy

... Three of the 53 tested participants were accompanied by their father therefore parent's gender was not included in the analyses as a covariate. While infants previously showed differential ERP (on the N290 component, Righi et al., 2014) and behavioural (Johnson et al., 2021) responses to female vs male faces, potential effects of face gender or familiarity on the Nc can be neglected in the current paradigm, because it studies differences between the expressions and gaze/head directions within the same face instead of between faces. Of note, since the study took place during the day, the parent coming to the lab can be assumed to be the primary caregiver at that time. ...

Development of infants’ representation of female and male faces
  • Citing Article
  • July 2021

Vision Research

... Hence, the proposal that algebraic rules are essentially repetition detection is doubtful and requires more evidence (Santolin et al., 2016). 2. Rule learning versus statistical learning: Both humans and nonhuman animals are sensitive to statistical patterns in cross-species studies based on perceptual and cognitive mechanisms, such as sequence learning and visual processing (Bulf et al., 2021;J. N. Chen et al., 2015;Santolin et al., 2016;Santolin & Saffran, 2018;Teinonen et al., 2009). ...

Rule learning transfer across linguistic and visual modalities in 7‐month‐old infants
  • Citing Article
  • March 2021

Infancy