Predicting How Well Adolescents Get Along with Peers and Teachers: A Machine Learning Approach.

How well adolescents get along with others such as peers and teachers is an important aspect of adolescent development. Current research on adolescent relationship with peers and teachers is limited by classical methods that lack explicit test of predictive performance and cannot efficiently discover complex associations with potential non-linearity and higher-order interactions among a large set of predictors. Here, a transparently reported machine learning approach is utilized to overcome these limitations in concurrently predicting how well adolescents perceive themselves to get along with peers and teachers. The predictors were 99 items from four instruments examining internalizing and externalizing psychopathology, sensation-seeking, peer pressure, and parent-child conflict. The sample consisted of 3232 adolescents (M = 14.0 years, SD = 1.0 year, 49% female). Nonlinear machine learning classifiers predicted with high performance adolescent relationship with peers and teachers unlike classical methods. Using model explainability analyses at the item level, results identified influential predictors related to somatic complaints and attention problems that interacted in nonlinear ways with internalizing behaviors. In many cases, these intrapersonal predictors outcompeted in predictive power many interpersonal predictors. Overall, the results suggest the need to cast a much wider net of variables for understanding and predicting adolescent relationships, and highlight the power of a data-driven machine learning approach with implications on a predictive science of adolescence research.

Profiles of Antisocial Behavior in School-Based and At-Risk Adolescents in Singapore: A Latent Class Analysis.

This study used latent class analysis to examine whether multiple subgroups can be identified based on rule-breaking and aggressive behavior in school-based and at-risk adolescent samples. These groups were tested for differences in behavioral, emotional, personality and interpersonal correlates. Rule breaking and aggressive behavior co-occurred across all classes. School-based adolescents were classified as having minimal, minor or moderate antisocial problems. At-risk adolescents were classified as having mild, medium or severe antisocial problems. Generally, at-risk adolescents had higher levels of antisocial behavior, and greater severity of antisocial behavior was associated with more problems in various domains. Results differed however, for the school-based and at-risk samples with respect to emotional problems, sensation-seeking and peer conformity pressure. There is a need to jointly consider both non-aggressive rule-breaking behavior and aggressive behavior in prevention and intervention work, as it is insufficient to address isolated symptoms and problems in children and adolescents.

Omega-3 (ω-3) and social skills interventions for reactive aggression and childhood externalizing behavior problems: a randomized, stratified, double-blind, placebo-controlled, factorial trial.

BACKGROUND: While studies suggest that nutritional supplementation may reduce aggressive behavior in children, few have examined their effects on specific forms of aggression. This study tests the primary hypothesis that omega-3 (ω-3), both alone and in conjunction with social skills training, will have particular post-treatment efficacy for reducing childhood reactive aggression relative to baseline. METHODS: In this randomized, double-blind, stratified, placebo-controlled, factorial trial, a clinical sample of 282 children with externalizing behavior aged 7-16 years was randomized into ω-3 only, social skills only, ω-3 + social skills, and placebo control groups. Treatment duration was 6 months. The primary outcome measure was reactive aggression collected at 0, 3, 6, 9, and 12 months, with antisocial behavior as a secondary outcome. RESULTS: Children in the ω-3-only group showed a short-term reduction (at 3 and 6 months) in self-report reactive aggression, and also a short-term reduction in overall antisocial behavior. Sensitivity analyses and a robustness check replicated significant interaction effects. Effect sizes (d) were small, ranging from 0.17 to 0.31. CONCLUSIONS: Findings provide some initial support for the efficacy of ω-3 in reducing reactive aggression over and above standard care (medication and parent training), but yield only preliminary and limited support for the efficacy of ω-3 in reducing overall externalizing behavior in children. Future studies could test further whether ω-3 shows promise in reducing more reactive, impulsive forms of aggression.

Student perceptions of self-efficacy and teacher support for learning in fostering youth competencies: Roles of affective and cognitive engagement.

INTRODUCTION: This exploratory study extends research on student engagement by examining the relationships between its different facets, students' perception of teacher support for learning and self-efficacy, and adaptive youth competencies. Guided by Reschly and Christenson's (2012) student engagement framework, affective and cognitive engagement were posited to mediate the relationships between students' perceived beliefs, adaptive competencies and behavior engagement. METHOD: 3776 Singapore Grade 7 and 8 students completed a self report survey questionnaire. RESULTS: Self-efficacy and teacher support demonstrated different indirect relationships with student competencies and via different engagement pathways. Cognitive engagement mediated the effects of teacher support and self-efficacy on the four student competencies, while affective engagement's mediated effects was only evident on academic buoyancy. CONCLUSION: This study holds important implications for educational and psychological research on student engagement, demonstrating that the construct, though theorized in a western context, has empirical utility and relevance in an East Asian context.

Neurocognitive characteristics of youth with noncomorbid and comorbid forms of conduct disorder and attention deficit hyperactivity disorder.

OBJECTIVE: Studies investigating neurocognitive deficits in youth with conduct disorder (CD) and attention deficit hyperactivity disorder (ADHD) are often confounded by the high rates of comorbidity between the two. METHOD: Neurocognitive functioning was examined in three diagnostic groups (ADHD only, CD only, comorbid ADHD and CD) matched by age, sex, IQ, and medication status (n=28-32 per group). RESULTS: No significant differences emerged between the diagnostic groups on measures of risk-taking or response inhibition. Children with CD performed better on a measure of spatial planning than those with comorbid ADHD and CD, and dimensional analyses in the full sample (n=265) revealed a small association between ADHD symptoms and poorer spatial planning. CONCLUSION: These results suggest that deficits in spatial planning may be more pronounced in individuals with ADHD, but that the neurocognitive functioning of youth with noncomorbid and comorbid CD and ADHD are largely similar.

Agreement Between Parent- and Self-Reports of Psychopathic Traits and Externalizing Behaviors in a Clinical Sample.

A number of studies have identified discrepancies in informant ratings of externalizing behaviors in youth, but it is unclear whether similar discrepancies exist between informants when rating psychopathic traits. In this study, we examined parent-child agreement on ratings of both psychopathic traits and externalizing behaviors, and examined the factors that influence agreement in both of these domains. A total of 282 children between 7 and 16 years (M = 10.60 years, SD = 1.91) from an outpatient child psychiatric clinic participated in this study. Our findings revealed low levels of parent-child agreement on these measures (ICC values ranging from .02 to .30 for psychopathic traits; ICC values ranging from .09 to .30 for externalizing behaviors). In addition, our findings did not support the moderating effects of child's age, gender, clinical diagnosis, informant, and parental conflict on the relationship between parent- and child-ratings of psychopathic traits and externalizing behaviors. Further research is needed to better understand how parents and child reports of child's externalizing behaviors and psychopathic traits are similar and/or different from one another and factors that influence these agreements.

Factor Structure and Invariance of the Reactive and Proactive Aggression Questionnaire in a Large Sample of Young Adolescents in Singapore.

The present study investigated the factor structure, gender invariance, and convergent validity of the scores associated with the Reactive-Proactive Aggression Questionnaire (RPQ) in a Singapore sample of 1027 school-going adolescents. Results demonstrated that the 2-factor reactive-proactive aggression model had a superior fit compared with the 1-factor general aggression model, providing evidence that while reactive and proactive aggression were correlated, they were nevertheless distinct and separable. Current findings also provided empirical support for the invariance of the 2-factor model of the RPQ across gender. Furthermore, convergent validity was examined; while both reactive and proactive aggression were shown to be positively and significantly related to delinquency and narcissism, it was proactive aggression rather than reactive aggression that showed relatively stronger associations with delinquency and narcissism. Collectively, these findings provided evidence that there are meaningful differences between reactive and proactive aggression, and contributed to the cross-cultural generalizability of the RPQ.

The role of delinquency, proactive aggression, psychopathy and behavioral school engagement in reported youth gang membership.

Given the robust positive association between gangs and crime, a better understanding of factors related to reported youth gang membership is critical and especially since youth in gangs are a universal concern. The present study investigated the role of delinquency, proactive aggression, psychopathy and behavioral school engagement in reported youth gang membership using a large sample of 1027 Singapore adolescents. Results from logistic regression showed that delinquency, proactive aggression, and behavioral school engagement were statistically significant risk factors for reported youth gang membership, and that psychopathy was not related to reported gang membership. Implications for prevention and intervention work with respect to youth gang membership were discussed. In particular, strengthening students' engagement with school and meaningful school-related activities and developing supportive teacher-student relationships are particularly important in working with young people with respect to prevention work. Additionally, the present study's theoretical and empirical contributions were also discussed.

An outcome evaluation of the implementation of the Outward Bound Singapore five-day "intercept" program.

The present study evaluated an Outward Bound Singapore five-day "intercept" program for 136 adolescent participants, aimed at addressing frequent deliberate truancy and absenteeism from school and within-school extracurricular activities using a quasi-experimental design with a matched no-treatment comparison group. Findings suggested that there is some preliminary evidence that such a program could yield positive outcomes in terms of adolescents being more behaviorally engaged in school as demonstrated by improved attendance of both academic and non-academic activities up to 3 months after the conclusion of the intervention program. Goal setting had a short-term positive effect with intervention participants improving significantly more so than comparison participants at 1-month post intervention but not at 3-month follow up. For problem solving, although the intervention group participants improved more than comparison participants at both 1-month post intervention and at 3-month follow up, these effects were not statistically significant. Research and practice implications were discussed.

The impact of shyness on problematic internet use: the role of loneliness.

In recent years, research indicated that the problematic effects of Internet use must be examined together with individual differences present in its users with which such effects are contingent. This study examined loneliness in adolescents as a mediator of the relationship between shyness and their generalized problematic Internet use (PIU). A total of 1469 adolescents (48.5% male, 51.5% female) from Grade 8 and Grade 9 classes participated in this study. Using the Social Reticence Scale (SRS), the revised UCLA Loneliness scale and the Generalized Problematic Internet Use scale, initial findings indicated significant correlations among the three variables. Results from the study further revealed that loneliness completely mediated the relationship between shyness and generalized problematic Internet use. Implications for intervention work addressing both loneliness and shyness issues facing adolescents who are problematic users of the Internet were discussed.

Psychometric properties of the internet addiction test in Chinese adolescents.

OBJECTIVE: This study examined the psychometric properties of the Young's Internet Addiction Test (IAT) in 844 Hong Kong Chinese adolescents (37.7% boys) with mean age of 15.9 (standard deviation = 3.5) years. METHODS: Demographic items, Internet use habits, IAT, and the Revised Chen Internet Addiction Scale (CIAS-R) were administered. 3 percent of the participants were classified as addicted and 31.6% as occasional problematic Internet users. Confirmatory factor analysis results indicated that the 18-item second-order three-factor model has the best fit with our data (Satorra-Bentler scaled χ(2) = 160.56, df = 132, p < .05, normed fit index = 0.95, non-normed fit index = 0.99, comparative fit index = 0.99, root mean square error of approximation = 0.02). RESULTS: IAT demonstrated strong internal consistency (Cronbach's α = .93). Satisfactory concurrent and convergent validity of IAT were found moderately correlated with CIAS-R (r = .46) and the average online time per day (r = .40 for weekdays; r = .37 for weekends). CONCLUSION: IAT has evidence of being a valid and reliable scale for screening Internet addiction in Chinese adolescents.

Cognitive, personality, and social factors associated with adolescents' online personal information disclosure.

The current study aims to understand the factors that influence adolescents' disclosure of personally identifiable information (PII) on social networking sites (SNSs). A survey was conducted among 780 adolescent participants (between 13 and 18) who were Facebook users. Structural equation modeling was used for analyzing the data and obtaining an overarching model that include cognitive, personality, and social factors that influence adolescents' PII disclosure. Results showed privacy concern as the cognitive factor reduces adolescents' PII disclosure and it serves as a potential mediator for personality and social factors. Amongst personality factors, narcissism was found to directly increase PII disclosure, and social anxiety indirectly decreases PII disclosure by increasing privacy concern. Amongst social factors, active parental mediation decreases PII disclosure directly and indirectly by increasing privacy concern. Restrictive parental mediation decreases PII disclosure only indirectly by increasing privacy concern. Implications of the findings to parents, educators, and policy makers were discussed.

The role of anxiety and callous-unemotional traits in the relationship between externalizing behaviors and sleep problems in clinic-referred youth.

In a growing body of literature, poor sleep quality has been associated with externalizing problems. In adults, anxiety was found to mediate the relationship, and callous-unemotional (CU) traits were found to moderate it. We sought to examine these relationships in a child population. We examined these relationships in 239 clinic-referred youth (age 6-17) in Singapore with externalizing behavior problems. Parent- but not child-rated sleep problems were associated with increased parent-rated externalizing problems. This association was partially mediated by anxiety. Unlike in adults, CU traits did not moderate the relationship. Sleep problems were associated with externalizing problems regardless of the level of CU traits. It is possible externalizing behaviors may lead children to internalize experiences, leading to anxiety about their behaviors. Another possibility is externalizing behaviors may lead to more stressful life experiences due to negative reactions children with externalizing behaviors receive from parents, teachers, or peers. Regardless, the partial mediation found indicates anxiety may be an important factor to consider in future interventions focused on improving sleep as a means to reduce externalizing problems.

Stop bugging me: an examination of adolescents' protection behavior against online harassment.

Online harassment is a widespread phenomenon with consequential implications, especially for adolescents, who tend to engage in high-risk behavior online. Through the use of Protection Motivation Theory (PMT), we examine the predictors motivating the intention of youths to adopt protection behavior against online harassment. A survey was conducted with 537 youths from a stratified sample in Singapore. Regression analyses showed that perceived severity of online harassment, response efficacy and self efficacy of online protective behavior were significant predictors of behavioral intention with varying weights. The sole exception was perceived susceptibility to online harassment, which did not significantly predict behavioral intention. Gender and age were also found to moderate adolescents' uptake of protective behavior. The results suggest that public service programs targeted at educating youths should aim to increase coping appraisals and emphasize the severity of online harassment. Targeted educational programs could include those aimed at specific age or gender groups.

Examining the criterion validity of CBCL and TRF problem scales and items in a large Singapore sample.

This study examined the criterion validity of the Child Behavior Checklist (CBCL) and Teacher's Report Form (TRF) problem scales and items in demographically-matched Singapore samples of referred and non-referred children (840 in each sample for the CBCL and 447 in each sample for the TRF). Internal consistency estimates for both the CBCL and TRF scales were good. Almost all CBCL and TRF problem scales and items significantly discriminated between referred and non-referred children, with referred children scoring higher, as expected. The largest referral status effects were on attention problems scales and their associated items, with the TRF having larger effects than the CBCL. Effect sizes for demographic variables such as age, gender, ethnicity and SES were much smaller than effect sizes for referral status, across both the CBCL and TRF forms and at both the scale and item levels. These findings suggest that teachers can be effective partners in identifying children who need mental health services and those who do not.

Feasibility trial of virtual reality exposure therapy for selective mutism.

Virtual reality exposure therapy (VRET) has been commonly utilised as an extension of cognitive behavioural therapy (CBT). However, most studies examined its effectiveness among adults, with no study focusing on children with selective mutism (SM). We aimed to examine its feasibility and acceptability among children with SM. Twenty children aged 6-12 with SM diagnosis were recruited and completed six therapist-guided VRET sessions. Parents and clinicians completed measures at pre-VRET, post-VRET, 1-month and 3-month follow-up visits. At post-VRET, parent and child participants completed the acceptability questionnaires. Findings suggested the feasibility of VRET as all participants completed the programme with no attrition. Parents and child participants also reported VRET to be an acceptable and effective treatment for SM. Significant improvement in overall functioning were found at post-treatment and follow-up measures, but there were no significant changes in parent-rated speech frequency and anxiety measures. These support the acceptability of VRET as an adjunct modality (and not substitute) of CBT in SM treatment. Future studies, with more robust experimental designs and larger sample sizes, can be conducted to confirm its efficacy. As technology becomes more sophisticated, tools such as virtual environments can be explored to enhance evidence-based care for children and their families.

Effects of cognitive-behavioral therapy on anxiety in children with autism spectrum disorders: a randomized controlled trial.

We compared the effects of a 16-week Cognitive-Behavioral Therapy (CBT) program and a Social Recreational (SR) program on anxiety in children with Autism Spectrum Disorders (ASD). Seventy children (9-16 years old) were randomly assigned to either of the programs (n (CBT) = 36; n (SR) = 34). Measures on child's anxiety using the Spence Child Anxiety Scale--Child (SCAS-C) and the Clinical Global Impression-Severity scale (CGI--S) were administered at pre-, post-treatment, and follow-ups (3- and 6-month). Children in both programs showed significantly lower levels of generalized anxiety and total anxiety symptoms at 6-month follow-up on SCAS-C. Clinician ratings on the CGI-S demonstrated an increase in the percentage of participants rated as "Normal" and "Borderline" for both programs. Findings from the present study suggest factors such as regular sessions in a structured setting, consistent therapists, social exposure and the use of autism-friendly strategies are important components of an effective framework in the management of anxiety in children and adolescents with ASD.

The role of affective and cognitive empathy in physical, verbal, and indirect aggression of a Singaporean sample of boys.

Bullying behavior is a serious form of school violence, affecting many children. This study investigated the contributions of 2 specific components of empathy (affective and cognitive empathy) on the 3 forms of aggressive behaviors in a sample of 241 Grade 4 and Grade 5 boys from Singapore. The 2 components of empathy differed in their relation with the 3 types of aggression. After accounting for cognitive empathy, affective empathy was associated with physical aggression. Neither affective empathy nor cognitive empathy was associated with verbal aggression. With control for affective empathy, cognitive empathy was associated with indirect aggression. Results suggest that empathy training based on specific deficits may be helpful in intervention and prevention of specific aggressive behaviors.

Structure of Dark Triad Dirty Dozen Across Eight World Regions.

The Dark Triad (i.e., narcissism, psychopathy, Machiavellianism) has garnered intense attention over the past 15 years. We examined the structure of these traits' measure-the Dark Triad Dirty Dozen (DTDD)-in a sample of 11,488 participants from three W.E.I.R.D. (i.e., North America, Oceania, Western Europe) and five non-W.E.I.R.D. (i.e., Asia, Middle East, non-Western Europe, South America, sub-Saharan Africa) world regions. The results confirmed the measurement invariance of the DTDD across participants' sex in all world regions, with men scoring higher than women on all traits (except for psychopathy in Asia, where the difference was not significant). We found evidence for metric (and partial scalar) measurement invariance within and between W.E.I.R.D. and non-W.E.I.R.D. world regions. The results generally support the structure of the DTDD.

Cyberbullying among adolescents: the role of affective and cognitive empathy, and gender.

The purpose of the study was to examine the association between affective empathy, cognitive empathy, and gender on cyberbullying among adolescents. Participants were 396 adolescents from Singapore with age ranging from 12 to 18 years. Adolescents responded to a survey with scales measuring both affective and cognitive empathy, and cyberbullying behavior. A three-step hierarchical multiple regression analysis was used with cyberbullying scores as the dependent variable. Gender was dummy coded and both affective and cognitive empathy were centered using the sample mean prior to creating interaction terms and entering them into the regression equations. The testing, probing and interpretation of interaction effects followed established statistical procedures. Results from hierarchical multiple regression analysis indicated a significant three-way interaction. At low affective empathy, both boys and girls who also had low cognitive empathy had higher scores on cyberbullying than those who had high cognitive empathy. This pattern of results was similarly found for boys at high affective empathy. However, for girls, high or low levels of cognitive empathy resulted in similar levels of cyberbullying. Implications of these findings include the need for empathy training and the importance of positive caregiver-child relationships in reducing cyberbullying behavior among adolescents.