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Hyde LW, Bezek JL, Michael C. The future of neuroscience in developmental psychopathology. Dev Psychopathol 2024:1-16. [PMID: 38444150 DOI: 10.1017/s0954579424000233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/07/2024]
Abstract
Developmental psychopathology started as an intersection of fields and is now a field itself. As we contemplate the future of this field, we consider the ways in which a newer, interdisciplinary field - human developmental neuroscience - can inform, and be informed by, developmental psychopathology. To do so, we outline principles of developmental psychopathology and how they are and/or can be implemented in developmental neuroscience. In turn, we highlight how the collaboration between these fields can lead to richer models and more impactful translation. In doing so, we describe the ways in which models from developmental psychopathology can enrich developmental neuroscience and future directions for developmental psychopathology.
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Affiliation(s)
- Luke W Hyde
- Department of Psychology, Survey Research Center at the Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - Jessica L Bezek
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA
| | - Cleanthis Michael
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA
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2
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Fagan J, Cabrera N, Kobulsky J. Longitudinal associations between early risk and adolescent delinquency: Mediators, moderators, and main effects. Dev Psychopathol 2023:1-15. [PMID: 38111971 PMCID: PMC11187707 DOI: 10.1017/s0954579423001517] [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] [Indexed: 12/20/2023]
Abstract
Although multiple domains of risk are theorized to predict adolescent delinquency, father-specific risk in the context of other risks is under-researched. Using the low-income Future of Families and Child Wellbeing cohort (48% Black, 27% Hispanic, 21% White, 51% boy, N = 4,255), the current study addressed three research questions. (1) are father-, mother-, child-, and family-level cumulative risk during early childhood associated with adolescent delinquent behavior?, (2) does child self-control in middle childhood mediate the associations between fathers' and mothers' cumulative risk and adolescent delinquent behavior, and do quality of parent's relationships with children and parental monitoring in middle childhood mediate the association between child cumulative risk and delinquent behavior?, (3) do parenting, quality of parent-child relationships in middle childhood, and child sex at birth moderate the associations among fathers', mothers', children's, and family risk and adolescent delinquent behavior? Results indicated father, child, and mother risk at ages 3-5 were significantly and positively associated with youth-reported delinquent behavior. Higher levels of family risk were associated with less delinquency when 9-year-olds felt closer to fathers than when they felt less close. Children's self-control at age 9 mediated the associations between father and child risk and delinquent behavior.
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Affiliation(s)
- Jay Fagan
- Temple University, School of Social Work, Philadelphia, PA, USA
| | - Natasha Cabrera
- Department of Human Development and Quantitative Methodology, University of Maryland, College Park, MD, USA
| | - Julia Kobulsky
- Temple University, School of Social Work, Philadelphia, PA, USA
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Chan L, Simmons C, Tillem S, Conley M, Brazil IA, Baskin-Sommers A. Classifying Conduct Disorder Using a Biopsychosocial Model and Machine Learning Method. BIOLOGICAL PSYCHIATRY. COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2023; 8:599-608. [PMID: 35217219 PMCID: PMC9393206 DOI: 10.1016/j.bpsc.2022.02.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Revised: 01/10/2022] [Accepted: 02/08/2022] [Indexed: 05/11/2023]
Abstract
BACKGROUND Conduct disorder (CD) is a common syndrome with far-reaching effects. Risk factors for the development of CD span social, psychological, and biological domains. Researchers note that predictive models of CD are limited if the focus is on a single risk factor or even a single domain. Machine learning methods are optimized for the extraction of trends across multidomain data but have yet to be implemented in predicting the development of CD. METHODS Social (e.g., family, income), psychological (e.g., psychiatric, neuropsychological), and biological (e.g., resting-state graph metrics) risk factors were measured using data from the baseline visit of the Adolescent Brain Cognitive Development Study when youth were 9 to 10 years old (N = 2368). Applying a feed-forward neural network machine learning method, risk factors were used to predict CD diagnoses 2 years later. RESULTS A model with factors that included social, psychological, and biological domains outperformed models representing factors within any single domain, predicting the presence of a CD diagnosis with 91.18% accuracy. Within each domain, certain factors stood out in terms of their relationship to CD (social: lower parental monitoring, more aggression in the household, lower income; psychological: greater attention-deficit/hyperactivity disorder and oppositional defiant disorder symptoms, worse crystallized cognition and card sorting performance; biological: disruptions in the topology of subcortical and frontoparietal networks). CONCLUSIONS The development of an accurate, sensitive, and specific predictive model of CD has the potential to aid in prevention and intervention efforts. Key risk factors for CD appear best characterized as reflecting unpredictable, impulsive, deprived, and emotional external and internal contexts.
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Affiliation(s)
- Lena Chan
- Department of Psychology, Yale University, New Haven, Connecticut
| | - Cortney Simmons
- Department of Psychology, Yale University, New Haven, Connecticut
| | - Scott Tillem
- Department of Psychology, University of Michigan Ann Arbor, Ann Arbor, Michigan
| | - May Conley
- Department of Psychology, Yale University, New Haven, Connecticut
| | - Inti A Brazil
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands; Forensic Psychiatric Centre Pompestichting, Nijmegen, the Netherlands
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Pharmacotherapy of Disruptive Behaviors in Children with Intellectual Disabilities. Paediatr Drugs 2022; 24:465-482. [PMID: 35781194 DOI: 10.1007/s40272-022-00517-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/24/2022] [Indexed: 10/17/2022]
Abstract
Disruptive behaviors are a class of predominantly externalizing behaviors that include physical aggression, property destruction, temper outbursts, verbal aggression, and some forms of self-injurious behaviors. Externalizing behaviors are also major components of disruptive, impulse-control and conduct disorders, disruptive mood dysregulation disorder, trauma-related and stressor-related disorders, intermittent explosive disorder, personality disorders, and other neuropsychiatric and neurodevelopmental disorders. Disruptive behaviors and associated disorders are among the most frequent reasons for child behavioral health referrals and are the most common reason for referrals among children with intellectual disabilities. The focus of this paper is on the adjunctive role of integrated psychopharmacological treatment in the management of children with disruptive behaviors and co-occurring intellectual disabilities. The decision-making process for adding pharmacotherapy to a comprehensive treatment plan incorporates not only a working knowledge of basic behavioral neurobiology of disruptive behaviors but also an understanding of the strengths and weaknesses of various pharmacotherapies. Importantly, there is little evidence to support the use of psychopharmacologic agents in managing difficult behaviors in children with intellectual disabilities, but with that said, risperidone has the strongest evidence base for its use.
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Yazgan I, Hanson JL, Bates JE, Lansford JE, Pettit GS, Dodge KA. Cumulative early childhood adversity and later antisocial behavior: The mediating role of passive avoidance. Dev Psychopathol 2021; 33:340-350. [PMID: 32200772 DOI: 10.1017/s0954579419001809] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Twenty-six percent of children experience a traumatic event by the age of 4. Negative events during childhood have deleterious correlates later in life, including antisocial behavior. However, the mechanisms that play into this relation are unclear. We explored deficits in neurocognitive functioning, specifically problems in passive avoidance, a construct with elements of inhibitory control and learning as a potential acquired mediator for the pathway between cumulative early childhood adversity from birth to age 7 and later antisocial behavior through age 18, using prospective longitudinal data from 585 participants. Path analyses showed that cumulative early childhood adversity predicted impaired passive avoidance during adolescence and increased antisocial behavior during late adolescence. Furthermore, poor neurocognition, namely, passive avoidance, predicted later antisocial behavior and significantly mediated the relation between cumulative early childhood adversity and later antisocial behavior. This research has implications for understanding the development of later antisocial behavior and points to a potential target for neurocognitive intervention within the pathway from cumulative early childhood adversity to later antisocial behavior.
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Affiliation(s)
- Idil Yazgan
- Center for Child and Family Policy, Duke University, Durham, NC, USA
| | - Jamie L Hanson
- Department of Psychology, University of California, San Francisco, San Francisco, CA, USA
| | - John E Bates
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Jennifer E Lansford
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN, USA
| | - Gregory S Pettit
- Department of Human Development and Family Studies / College of Human Sciences, Auburn University, Auburn, AL, USA
| | - Kenneth A Dodge
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN, USA
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Jiménez L, Hidalgo V, Baena S, León A, Lorence B. Effectiveness of Structural⁻Strategic Family Therapy in the Treatment of Adolescents with Mental Health Problems and Their Families. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16071255. [PMID: 30965678 PMCID: PMC6479931 DOI: 10.3390/ijerph16071255] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Revised: 04/01/2019] [Accepted: 04/04/2019] [Indexed: 11/16/2022]
Abstract
Mental health problems during adolescence constitute a major public health concern today for both families and stakeholders. Accordingly, different family-based interventions have emerged as an effective treatment for adolescents with certain disorders. Specifically, there is evidence of the effectiveness of concrete approaches of systemic family therapy on the symptoms of adolescents and family functioning in general. However, few studies have examined the effectiveness of other relevant approaches, such as structural and strategic family therapy, incorporating parent⁻child or parental dyadic measurement. The purpose of this study was to test the effectiveness of a structural⁻strategic family therapy with adolescents involved in mental health services and their families. For this purpose, 41 parents and adolescents who participated in this treatment were interviewed at pre-test and post-test, providing information on adolescent behavior problems, parental sense of competence, parental practices, parenting alliance, and family functioning. Regardless of participants' gender, adolescents exhibited fewer internalizing and externalizing problems after the treatment. Parents reported higher family cohesion, higher satisfaction and perceived efficacy as a parent, and healthier parental practices (less authoritarian and permissive practices, as well as more authoritative ones). An interaction effect between parenting alliance and gender was found, with more favorable results for the mothers. In conclusion, this paper provides evidence of the usefulness of structural⁻strategic family therapy for improving family, dyadic, and individual facets in families with adolescents exhibiting mental health problems.
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Key Words
- Mental health problems during adolescence constitute a major public health concern today for both families and stakeholders. Accordingly, different family-based interventions have emerged as an effective treatment for adolescents with certain disorders. Specifically, there is evidence of the effectiveness of concrete approaches of systemic family therapy on the symptoms of adolescents and family functioning in general. However, few studies have examined the effectiveness of other relevant approaches, such as structural and strategic family therapy, incorporating parent–child or parental dyadic measurement. The purpose of this study was to test the effectiveness of a structural–strategic family therapy with adolescents involved in mental health services and their families. For this purpose, 41 parents and adolescents who participated in this treatment were interviewed at pre-test and post-test, providing information on adolescent behavior problems, parental sense of competence, parental practices, parenting alliance, and family functioning. Regardless of participants’ gender, adolescents exhibited fewer internalizing and externalizing problems after the treatment. Parents reported higher family cohesion, higher satisfaction and perceived efficacy as a parent, and healthier parental practices (less authoritarian and permissive practices, as well as more authoritative ones). An interaction effect between parenting alliance and gender was found, with more favorable results for the mothers. In conclusion, this paper provides evidence of the usefulness of structural–strategic family therapy for improving family, dyadic, and individual facets in families with adolescents exhibiting mental health problems.
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Affiliation(s)
- Lucía Jiménez
- Faculty of Psychology, University of Seville, Camilo José Cela s/n, 41018 Seville, Spain.
| | - Victoria Hidalgo
- Faculty of Psychology, University of Seville, Camilo José Cela s/n, 41018 Seville, Spain.
| | - Sofía Baena
- Faculty of Psychology, University of Seville, Camilo José Cela s/n, 41018 Seville, Spain.
| | - Antonio León
- Child and Adolescent Mental Health Unit, Virgen Macarena Hospital, C/ Dr. Fedriani, 3, 41009 Seville, Spain.
| | - Bárbara Lorence
- Faculty of Psychology, University of Seville, Camilo José Cela s/n, 41018 Seville, Spain.
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Abstract
Emotional and behavioral problems (EBP) during childhood and adolescence are a common concern for parents and mental health stakeholders. However, little has been documented about their prevalence in Kenyan children and adolescents. This study aimed to close this gap. The study included Child Behavior Checklist reports from 1022 Kenyan parents on their children (ages 6-18 years) and Youth Self-Reports from 533 adolescents (ages 12-18) living in Kenya's Central Province. EBP in Kenya are highly prevalent compared to multi-cultural standards for parent reports, with 27 and 17% scoring in the borderline and clinical range, respectively. Based on parent reports, younger children scored higher on EBP than older children, and higher on internalizing problems. Based on self-reports girls scored higher than boys, particularly on internalizing problems. The study provides evidence on elevated parent-reported EBP in Kenyan youths. Mental health providers should focus on interventions that reduce EBP in Kenyan youths.
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Affiliation(s)
- Dorcas N Magai
- KEMRI-Wellcome Trust Collaborative Research Programme, Kilifi, Kenya
- Department of Clinical, Neuro- and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Van der Boechorststraat 1, 1081 BT, Amsterdam, The Netherlands
| | - Jamil A Malik
- National Institute of Psychology, Quaid-i-Azam University, Islamabad, Pakistan
| | - Hans M Koot
- Department of Clinical, Neuro- and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Van der Boechorststraat 1, 1081 BT, Amsterdam, The Netherlands.
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Morgan PL, Li H, Cook M, Farkas G, Hillemeier MM, Lin YC. Which kindergarten children are at greatest risk for attention-deficit/hyperactivity and conduct disorder symptomatology as adolescents? SCHOOL PSYCHOLOGY QUARTERLY : THE OFFICIAL JOURNAL OF THE DIVISION OF SCHOOL PSYCHOLOGY, AMERICAN PSYCHOLOGICAL ASSOCIATION 2016; 31:58-75. [PMID: 26192391 PMCID: PMC4720575 DOI: 10.1037/spq0000123] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
We sought to identify which kindergarten children are simultaneously at risk of moderate or severe symptomatology in both attention-deficit/hyperactivity disorder (ADHD) and conduct disorder (CD) as adolescents. These risk factor estimates have not been previously available. We conducted multinomial logistic regression analyses of multiinformant ratings by the end of middle school of a population-based, longitudinal sample of children followed from kindergarten to eighth grade (N = 7,456). Kindergarten children from low SES households, those raised by mothers with depressive symptoms or experiencing emotional problems or substance abuse, or those who were punished by spanking were significantly more likely to later display severe levels of ADHD-CD symptomatology in eighth grade. Kindergarten children frequently engaging in ADHD-CD-type behaviors were more likely to later experience both moderate (covariate adjusted OR = 2.37) and severe (covariate adjusted OR = 3.63) ADHD-CD symptomatology. Low academic achievement uniquely increased the risk of both moderate and severe symptomatology (adjusted OR range = 1.7 to 2.24). The results should guide early screening and school-based intervention efforts for ADHD-CD. Reducing children's risk for adolescent ADHD-CD symptomatology may require remediating low behavioral and academic functioning by the end of kindergarten. When these 2 modifiable factors occur together they increase kindergarten children's odds of experiencing severe ADHD-CD symptomatology in eighth grade by a multiplicative factor of 8.1.
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Affiliation(s)
- Paul L Morgan
- Department of Education Policy Studies, The Pennsylvania State University
| | - Hui Li
- Department of Educational Psychology, Counseling, and Special Education, The Pennsylvania State University
| | - Michael Cook
- Department of Educational Psychology, Counseling, and Special Education, The Pennsylvania State University
| | - George Farkas
- School of Education, University of California, Irvine
| | | | - Yu-Chu Lin
- Department of Educational Psychology, Counseling, and Special Education, The Pennsylvania State University
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López-Romero L, Romero E, Andershed H. Conduct Problems in Childhood and Adolescence: Developmental Trajectories, Predictors and Outcomes in a Six-Year Follow Up. Child Psychiatry Hum Dev 2015; 46:762-73. [PMID: 25354563 DOI: 10.1007/s10578-014-0518-7] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Understanding youth conduct problems requires examination from a developmental perspective, analyzing distinctive pathways across childhood and adolescence, and identifying early predictors which will lead to specific adolescent outcomes. Bearing this in mind, developmental trajectories of conduct problems were identified from a person-oriented perspective, and using data collected from three waves over a six-year period, in a sample of Spanish children aged 6-11 at the onset of the study. Conduct problems showed five distinctive trajectories which were grouped into three major pathways in further analyses: Stable low, Stable high, and Decreasing. Associations with early personality and psychopathic traits, as well as with a wide range of adolescent behavioral and psychosocial outcomes were examined, revealing the Stable high group as exhibiting the highest risk profile. These results contribute to improving our knowledge about one of the most relevant problems in youth populations, and will help in refining interventions strategies by recognizing the developmental heterogeneity of the construct.
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Affiliation(s)
- Laura López-Romero
- Departamento de Psicología Clínica y Psicobiología, Facultad de Psicología, Campus Vida, 15782, Santiago de Compostela, Spain,
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Rowley SJ, Camacho TC. Increasing Diversity in Cognitive Developmental Research: Issues and Solutions. JOURNAL OF COGNITION AND DEVELOPMENT 2015. [DOI: 10.1080/15248372.2014.976224] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Validation of the symptoms and functioning severity scale in residential group care. ADMINISTRATION AND POLICY IN MENTAL HEALTH AND MENTAL HEALTH SERVICES RESEARCH 2014; 42:356-62. [PMID: 25037614 DOI: 10.1007/s10488-014-0575-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
Tests that measure the emotional and behavioral problems of children and youth are typically not normed and standardized on youth diagnosed with disruptive behavior, particularly those youth in residential care. Yet professional standards mandate that before instruments are used with a specific population the psychometric properties need to be studied and re-established: specifically, psychometric properties, including validity, need to be evaluated (AERA, APA, and NCME, The standards for educational and psychological testing. AERA, Washington, DC, 1999). The purpose of the present study was to assess the validity characteristics of the Symptoms and Functioning Severity Scale (SFSS; Bickman et al., Manual of the Peabody Treatment Progress Battery, Vanderbilt University, Nashville, TN, 2010), a widely used test developed for use in outpatient clinics, with youth in a residential care program. The convergent validity of the SFSS was established with the large correlations (0.78-0.86) with the CBCL. Several binary classification analyses including specificity, area under the receiver operating characteristic curve, positive and negative likelihood ratios, and the Youden Index supported the validity of the SFSS. However, the sensitivity index was somewhat low indicating the test may produce a high level of false negatives. Limitations, future research and implications are discussed.
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Vivanti G, Prior M, Williams K, Dissanayake C. Predictors of outcomes in autism early intervention: why don't we know more? Front Pediatr 2014; 2:58. [PMID: 24999470 PMCID: PMC4064565 DOI: 10.3389/fped.2014.00058] [Citation(s) in RCA: 116] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2014] [Accepted: 05/24/2014] [Indexed: 11/21/2022] Open
Abstract
Response to early intervention programs in autism is variable. However, the factors associated with positive versus poor treatment outcomes remain unknown. Hence the issue of which intervention/s should be chosen for an individual child remains a common dilemma. We argue that lack of knowledge on "what works for whom and why" in autism reflects a number of issues in current approaches to outcomes research, and we provide recommendations to address these limitations. These include: a theory-driven selection of putative predictors; the inclusion of proximal measures that are directly relevant to the learning mechanisms demanded by the specific educational strategies; the consideration of family characteristics. Moreover, all data on associations between predictor and outcome variables should be reported in treatment studies.
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Affiliation(s)
- Giacomo Vivanti
- Olga Tennison Autism Research Centre, School of Psychological Science, La Trobe University , Melbourne, VIC , Australia ; Victorian Autism Specific Early Learning and Care Centre, La Trobe University , Melbourne, VIC , Australia
| | - Margot Prior
- Olga Tennison Autism Research Centre, School of Psychological Science, La Trobe University , Melbourne, VIC , Australia ; School of Psychological Sciences, University of Melbourne , Melbourne, VIC , Australia
| | - Katrina Williams
- Department of Pediatrics, University of Melbourne , Melbourne, VIC , Australia
| | - Cheryl Dissanayake
- Olga Tennison Autism Research Centre, School of Psychological Science, La Trobe University , Melbourne, VIC , Australia
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