Getting closer to social interactions using electroencephalography in developmental cognitive neuroscience

The field of developmental cognitive neuroscience is advancing rapidly, with large-scale, population-wide, longitudinal studies emerging as a key means of unraveling the complexity of the developing brain and cognitive processes in children. While numerous neuroscientific techniques like functional magnetic resonance imaging (fMRI), functional near-infrared spectroscopy (fNIRS), magnetoencephalography (MEG), and transcranial magnetic stimulation (TMS) have proved advantageous in such investigations, this perspective proposes a renewed focus on electroencephalography (EEG), leveraging underexplored possibilities of EEG. In addition to its temporal precision, low costs, and ease of application, EEG distinguishes itself with its ability to capture neural activity linked to social interactions in increasingly ecologically valid settings. Specifically, EEG can be measured during social interactions in the lab, hyperscanning can be used to study brain activity in two (or more) people simultaneously, and mobile EEG can be used to measure brain activity in real-life settings. This perspective paper summarizes research in these three areas, making a persuasive argument for the renewed inclusion of EEG into the toolkit of developmental cognitive and social neuroscientists.

Longitudinal relationships across emotional distress, perceived emotion regulation, and social connections during early adolescence: A developmental cascades investigation

Early adolescence is a vulnerable period for emotional distress. Both emotion regulation and social connection to peers and family adults are understood to be associated with distress. However, existing longitudinal work has not explored these constructs jointly in a way that estimates their reciprocal relationships over adolescence. We present a three-wave random-intercepts cross-lagged panel model of reciprocal relationships between emotional distress, perceived emotion regulation, and social connections during early adolescence, among 15,864 participants from education settings in disadvantaged areas of England, over three annual waves (at ages 11/12, 12/13, and 13/14 years). Findings showed that emotional distress and perceived emotion regulation share a negative relationship over time, and that higher perceived emotion regulation predicts greater family connection in the initial stages of early adolescence (from age 11-12 to 12-13 years). Findings also indicated that connection to peers is positively associated with family connection, but also positively predicts slightly greater distress in the later stages of early adolescence (from age 12-13 to 13-14 years). Findings indicate a risk of negative spiral between emotional distress and perceived emotion regulation in early adolescence, and that social connection may not necessarily play the role we might expect in reducing distress.

Perceived functions and importance of digital media use and adolescent depression and suicidal ideation

INTRODUCTION

Although social media (SM) use is nearly ubiquitous among adolescents, there is a lack of clarity concerning the relationship between SM use and mental health outcomes like depression and suicidal ideation (SI), which increase during adolescence. Much of the previous literature has focused on the frequency of SM use; however, the current study examined the relationship between the perceived importance of three types of interactions and functions of SM use and depressive symptoms and suicidal ideation.

METHODS

A sample of 4057 adolescents (M age = 14.6; 47.0% girls; 69.0% Non-Hispanic/Latine White) were recruited via an online survey manager between February and March 2019. Participants completed the Adolescent Digital Technology Interactions and Importance (ADTI) Scale, which assessed the perceived importance of bridging online and offline experiences (bridging), going outside one's identity or offline experience (identity), and facilitating social connections (social). Participants also completed measures of depressive symptoms and SI and a self-report measure of SM use. A series of path analyses were conducted to examine the relationship between bridging, identity, social, and depressive symptoms and SI.

RESULTS

After accounting for covariates (gender identity, racial identity, age, and SM use), bridging was negatively associated with depressive symptoms, whereas identity was positively associated with depressive symptoms. Bridging and social connection were negatively associated with SI, whereas identity was positively associated with SI. Gender moderated these relationships; however, racial identity did not.

CONCLUSION

The results highlight the importance of understanding adolescent SM use beyond screen time in relation to depression and SI.

Moral Disengagement in Adolescent Offenders: Its Relationship with Antisocial Behavior and Its Presence in Offenders of the Law and School Norms

This study focuses on understanding the relationship between moral disengagement mechanisms in adolescents who engage in law-breaking activities and those who violate school norms. To do so, we administered the Mechanisms of Moral Disengagement Scale (MMDS), which evaluates moral justification, euphemistic labeling, advantageous comparison, deflection of responsibility, diffusion of responsibility, distortion of consequences, dehumanization, and attribution of blame, to 366 adolescents (60.1% males (n = 220) and 39.9% females (n = 146)). Our results confirmed the hypothesis that law-breaking adolescents presented a higher degree of moral disengagement than those adolescents who violate school norms. Additionally, we found that adolescents who violated school norms displayed significantly higher levels of dehumanization than the controls, and law-breaking adolescents obtained the highest score in this domain. Our findings allow us to suggest that the presence of the dehumanization mechanism in adolescents who violate school norms could be used as an early indicator of the emergence of antisocial behaviors, since this was the only component of moral disengagement that significantly differentiated this group from the controls in the study.

Peer Pressure and Risk-Taking Behaviors Among Adolescent Girls in a Region Impacted by HIV/AIDS in Southwestern Uganda

PURPOSE

This paper uses data from a 3-arm Cluster Randomized Control Trial, Suubi4Her (N = 1260; 14-17-year-old school-going girls) to (1) assess the relationship between peer pressure and adolescent risk-taking behaviors; and (2) test the mediating effect of peer pressure on an intervention on adolescent risk-taking behaviors.

METHODS

Students in the southwestern region of Uganda were assigned to three study arms: control (n = 16 schools, n = 408 students) receiving usual care comprising of sexual and reproductive health curriculum; and two active treatment arms: Treatment 1 (n = 16 schools, n = 471 students) received everything the control arm received plus a savings led intervention. Treatment 2 (n = 15 schools, n = 381 students) received everything the control and treatment arms received plus a family strengthening intervention. We used multilevel models to assess the relationship between peer pressure and risk-taking behaviors. We ran structural equation models for mediation analysis.

RESULTS

Using baseline data, we found that direct peer pressure was significantly associated with substance use risk behaviors, (β = 0.044, 95% CI = 0.008, 0.079). We also found a statistically significant effect of the intervention on acquiring STIs through the mediating effect of sexual risk-taking significant (β = -0.025, 95% CI: -0.049, -0.001, p = .045) and total indirect (β = -0.042, 95% CI: -0.081, -0.002, p = .037) effects. Also, there was a significant mediation effect of the intervention on substance use through peer pressure (β = -0.030, 95% CI: -0.057, -0.002, p = .033).

DISCUSSION

Overall, the study points to the role of peer pressure on adolescent girls' risk-taking behaviors; and a need to address peer pressure at an early stage.

Parenting, Peers, and Alcohol Use Initiation Among Black, White, and Black-White Adolescents: Evidence Using Discrete-Time Survival Analysis

Alcohol use among Biracial adolescents remains understudied. This study examined how parenting and peer factors relate to age of alcohol use onset among Black, White, and Biracial Black-White adolescents and emerging adults. We used Add Health data to produce a final analytic sample of 13,528 adolescents who self-identified as White, Black, or Biracial Black-White. Discrete-time survival analysis implemented within logistic regression indicated Black adolescents showed the lowest probability of alcohol use onset by age 18, followed by Biracial adolescents, and White adolescents. The probability of alcohol use onset increased for Monoracial Black and White adolescents at ages 16, 18, and 21. Descriptively our model suggest that Biracial adolescents exhibit a sharp decline in their probability of alcohol use onset at age 16 and a sharp increase at age 21. However, this trend did not differ significantly from the other racial groups. Consistent with social control and learning theories, low parental acceptance, high parental control, and peer substance use were associated with alcohol use onset. Alcohol use onset trajectories differed for Monoracial and Biracial adolescents with Biracial individuals reporting greater alcohol onset in adulthood. Prevention efforts should continue to target parental acceptance, parental control, and peer substance use.

Group membership and adolescents' third-party punishment: a moderated chain mediation model

Third-party punishment (TPP) reflects people's social preference for fairness norms and is fundamental to maintaining fairness norms on a large scale. Several empirical studies have shown that the offender's group membership impacts TPP, but the detailed mechanisms have yet to be fully elucidated. The current study used the third-party punishment game task to explore the relationship between group membership, perceived unfairness, anger, and adolescents' TPP. A total of 306 teenagers aged 12 to 15 were chosen as subjects through cluster sampling. The results showed that group membership (classmate vs. stranger) and gender can affect adolescents' TPP together, which manifests as adolescents enacting significantly harsher punishments on strangers than on classmates, especially for boys. Group membership indirectly affects TPP through the mediating effects of perceived unfairness, anger and through a chain mediation of perceived unfairness and anger. Moreover, gender positively moderate the relationship between group membership and perceived unfairness. Specifically, group membership significantly affects boys' perceived unfairness, but cannot predict girls' perceived unfairness. The above results can be used to guide adolescents toward appropriate justice concepts and moral awareness, thus enhancing TPP.

Social interpretation inflexibility moderates emotional reactions to social situations in children and adolescents

Interpretation biases and inflexibility (i.e., difficulties revising interpretations) have been linked to increased internalizing symptoms. Although adolescence is a developmental period characterized by novel social situations and increased vulnerability to internalizing disorders, no studies have examined interpretation inflexibility in adolescents. Additionally, no studies (on adolescents or adults) have examined interpretation flexibility as a protective factor against adverse outcomes of interpersonal events. Using a novel task and a 28-day diary we examined relations among interpretation bias and inflexibility, internalizing symptoms, and negative interpersonal events in a sample of children and adolescents (N = 159, ages 9-18). At baseline, negative interpretation bias was positively correlated with social anxiety symptoms, and positive interpretation bias negatively correlated with social anxiety and depressive symptoms. Inflexible positive interpretations were correlated with higher social anxiety and depressive symptoms, while inflexible negative interpretations were correlated with higher social anxiety. Finally, interpretation inflexibility moderated daily associations between negative interpersonal events and depressive symptoms in daily life, such that higher inflexibility was associated with stronger associations between interpersonal events and subsequent depressive symptoms, potentially increasing depressive symptom instability. These results suggest that interpretation biases and inflexibility may act as both risk and protective factors for adolescent anxiety and depression.

Life-Course Brain Health as a Determinant of Late-Life Mental Health: American Association for Geriatric Psychiatry Expert Panel Recommendations

This position statement of the Expert Panel on Brain Health of the American Association for Geriatric Psychiatry (AAGP) emphasizes the critical role of life course brain health in shaping mental well-being during the later stages of life. Evidence posits that maintaining optimal brain health earlier in life is crucial for preventing and managing brain aging-related disorders such as dementia/cognitive decline, depression, stroke, and anxiety. We advocate for a holistic approach that integrates medical, psychological, and social frameworks with culturally tailored interventions across the lifespan to promote brain health and overall mental well-being in aging adults across all communities. Furthermore, our statement underscores the significance of prevention, early detection, and intervention in identifying cognitive decline, mood changes, and related mental illness. Action should also be taken to understand and address the needs of communities that traditionally have unequal access to preventive health information and services. By implementing culturally relevant and tailored evidence-based practices and advancing research in geriatric psychiatry, behavioral neurology, and geroscience, we can enhance the quality of life for older adults facing the unique challenges of aging. This position statement emphasizes the intrinsic link between brain health and mental health in aging, urging healthcare professionals, policymakers, and a broader society to prioritize comprehensive strategies that safeguard and promote brain health from birth through later years across all communities. The AAGP Expert Panel has the goal of launching further activities in the coming months and years.

Specific autobiographical memories are a resource for identity strength among mature but not emerging adults

Four studies, three pre-planned on Open Science Framework, with 2296 participants explored the potential role of recollecting autobiographical memories in enhancing the sense of identity. Among emerging adults (college students under age 25), recollecting important autobiographical memories did not strengthen sense of identity. Autobiographical memories failed to strengthen identity among emerging adults despite inducing low self-clarity first; despite attempts to prime self-consistent memories by having emerging adults report their stable self-aspects first; and despite attempts to inspire self-event connections by asking emerging adults to explain how the memories exemplified something enduring about the self. Among mature adults (age 25 and older), recollecting important autobiographical memories strengthened sense of identity. Identity was strengthened regardless of whether mature adults were asked to explain how the memories exemplified something enduring about the self. Differences in types of memories or motivation did not account for the differential effects of recollecting autobiographical memories in identity. In short, mature adults appear to readily use autobiographical memories as a resource for identity in a way that emerging adults have not yet mastered.

Self-reported childhood family adversity is linked to an attenuated gain of trust during adolescence

A longstanding proposal in developmental research is that childhood family experiences provide a template that shapes a capacity for trust-based social relationships. We leveraged longitudinal data from a cohort of healthy adolescents (n = 570, aged 14-25), which included decision-making and psychometric data, to characterise normative developmental trajectories of trust behaviour and inter-individual differences therein. Extending on previous cross-sectional findings from the same cohort, we show that a task-based measure of trust increases longitudinally from adolescence into young adulthood. Computational modelling suggests this is due to a decrease in social risk aversion. Self-reported family adversity attenuates this developmental gain in trust behaviour, and within our computational model, this relates to a higher 'irritability' parameter in those reporting greater adversity. Unconditional trust at measurement time point T1 predicts the longitudinal trajectory of self-reported peer relation quality, particularly so for those with higher family adversity, consistent with trust acting as a resilience factor.

Uncertainty as a driver of the youth mental health crisis

Mental health problems in young people have been on the rise for over a decade, with that trend accelerating during the pandemic. This review proposes that the catalyst effect of the pandemic offers insights into a key driver of increases in youth depression and anxiety: greater uncertainty. Uncertainty about many aspects of everyday life, including social connections, education, job security and health, increased during the pandemic, and this coincided with increasing rates of depression and anxiety. Lab-based developmental cognitive and clinical neuroscience research on tolerance of uncertainty and adolescent mental health shows that when adolescents fail to show age-typical tolerance of uncertainty, they are at greater risk of mental health problems. Avenues for future research to understand and promote tolerance of uncertainty in adolescents are proposed.

Social determinants of mental health during a year of the COVID-19 pandemic

Belonging is a basic human need, with social isolation signaling a threat to biological fitness. Sensitivity to ostracism varies across individuals and the lifespan, peaking in adolescence. Government-imposed restrictions upon social interactions during COVID-19 may therefore be particularly detrimental to young people and those most sensitive to ostracism. Participants (N = 2367; 89.95% female, 11-100 years) from three countries with differing levels of government restrictions (Australia, UK, and USA) were surveyed thrice at three-month intervals (May 2020 - April 2021). Young people, and those living under the tightest government restrictions, reported the worst mental health, with these inequalities in mental health remaining constant throughout the study period. Further dissection of these results revealed that young people high on social rejection sensitivity reported the most mental health problems at the final assessment. These findings help account for the greater impact of enforced social isolation on young people's mental health, and open novel avenues for intervention.

Understanding the Leaders of Tomorrow: The Need to Study Leadership in Adolescence

Leadership traits and behaviors are observed early in human development, and although an improved understanding of youth leadership would usefully inform many real-world contexts (e.g., education, parenting, policy), most empirical work on leadership has been limited to adult populations. The purpose of the current article is to add a developmental perspective to leadership research that has so far been absent. Here, we (a) highlight adolescence as a critical developmental period for leadership emergence and development, (b) argue that leadership among youths is poorly understood and critically understudied, (c) provide exemplars of synergy between research on leadership and adolescent development that are ripe for focused inquiry, and (d) underscore some of the positive consequences of accelerating empirical research on leadership in adolescence, including implications for a deeper understanding of leadership in adult working populations.

Longitudinal Associations Between Peer Victimization and Positive and Negative Social Risk Taking in Adolescence and Young Adulthood

Adolescence is characterized by heightened risk taking, along with salient peer relationships. This study leveraged data from 167 adolescents across five years (M(SD)_age = 15.05 (0.54) years at Time 1; 47% female) to examine how risk perception and peer victimization in adolescence interrelate and predict risk likelihood in young adulthood. Bivariate growth curve modeling revealed that higher initial levels of positive social risk perception predicted a slower decrease in relational victimization throughout adolescence. Higher initial levels of relational victimization in adolescence predicted higher negative social risk likelihood in young adulthood. Adolescents with heightened risk sensitivity to positive social risks may be vulnerable to relational victimization, and prevention efforts to reduce relational victimization may protect adolescents from future negative risk taking.

Determining Positive Behavioral Skills in Different Age Groups of Young Basketball Players during the Pandemic

Assessing psychological indicators such as positive behavioral skills in the context of adolescent personality development during the pandemic era is highly relevant: the growing problem of peer disrespect among adolescents who participate in sports has recently become an undeniable scientific issue. This study aimed to analyze positive behavioral skills in the cadet (U16) and junior (U18) age groups of young basketball players during the COVID-19 pandemic. The participants were 378 male athletes (age 16.36 ± 1.15 years). Results revealed that U18 athletes are more capable of taking responsibility, positively evaluating themselves, behaving pro-socially with teammates, cooperating, demonstrating assertiveness, demonstrating self-control, and managing emotions than U16 adolescent athletes. When comparing the effect sizes in the current study during the pandemic with similar studies by other authors, the pandemic may have had a larger negative effect on some positive behavioral skills (ability to control emotions, social responsibility skills, cooperation skills) in U16 athletes than in U18 athletes, as the effect sizes were small before the pandemic and moderate during the pandemic in the current study. This study's results may be useful for developing and implementing a young athletes' education program based on a comprehensive model of positive behavioral skills that include the indicators analyzed.

Sensitivity and specificity in affective and social learning in adolescence

Adolescence is a period of heightened affective and social sensitivity. In this review we address how this increased sensitivity influences associative learning. Based on recent evidence from human and rodent studies, as well as advances in computational biology, we suggest that, compared to other age groups, adolescents show features of heightened Pavlovian learning but tend to perform worse than adults at instrumental learning. Because Pavlovian learning does not involve decision-making, whereas instrumental learning does, we propose that these developmental differences might be due to heightened sensitivity to rewards and threats in adolescence, coupled with a lower specificity of responding. We discuss the implications of these findings for adolescent mental health and education.

Exploring the potentially positive interaction between social media and mental health; the perspectives of adolescents

Adolescents are spending significant time online. Consequently, concerns are consistently raised about potential negative impacts on their mental health. Potentially, these concerns minimise their autonomy and reify the construction of the vulnerable adolescent. Using template analysis, we explored adolescents' perspectives (N = 54) of the relationship between social media and mental health. We centrally considered the wide array of uses made of different social media by the participants, focusing on their understandings of the potentially positive effects these might have. Focus group discussions showed social media could be used to reduce stress, have value for social connectivity, were an important source of information about mental health, and provided a platform for peer-to-peer support. Our conclusion indicated adolescents are generally socially competent online and are often experimenting with their emergent sense of agency.

Adolescence in lockdown: The protective role of mentalizing and epistemic trust

OBJECTIVE

Mentalizing is the ability to interpret one's own and others' behavior as driven by intentional mental states. Epistemic trust (openness to interpersonally transmitted information) has been associated with mentalizing. Balanced mentalizing abilities allow people to cope with external and internal stressors. Studies show that social isolation imposed by the COVID-19 pandemic was highly stressful for most people, especially for adolescents. Here we examine whether mentalizing and epistemic trust were protective factors in relation to emotional distress during the lockdown.

METHOD

A total of 131 nonclinical adolescents, aged between 12 and 18 years, were evaluated during the lockdown using the Reflective Functioning Questionnaire for Youth, Inventory of Parent and Peer Attachment, Perceived Stress Scale, and Difficulties in Emotion Regulation Scale.

RESULTS

Results from network analysis showed that epistemic trust and mentalizing were negatively associated with perceived stress and emotion dysregulation. Epistemic trust in fathers was associated with level of perceived stress, and epistemic trust in mothers with emotion dysregulation.

CONCLUSION

These findings suggest that epistemic trust and the capacity to mentalize were low in adolescents during lockdown, and this was associated with high levels of stress. However, robust levels of epistemic trust and mentalizing may have acted as protective factors that buffered individuals from the risk of emotional dysregulation during the lockdown.

Gender Dysphoria in Young People: A Model of Chronic Stress

BACKGROUND

Gender dysphoria (GD) refers to the distress that may accompany gender incongruence, often heightened at the onset of puberty, with the development of secondary sex characteristics. Children and adolescents may be especially vulnerable to severe stressors, including GD, with potentially irreversible effects if these exposures occur during critical periods of development and brain maturation.

SUMMARY

We describe the evidence for GD as a chronic stressor, drawing parallels to other established models of stress, activating both innate psychological and biological stress responses. As well as being an inherently distressing experience, a person who experiences GD may also experience minority stress. Minority stress has been demonstrated in young people who experience GD with higher rates of social rejection and internalized stigma and shame. The biological stress response in young people with GD is illustrated through the activation of the hypothalamic-pituitary-adrenal axis, autonomic nervous system, and pro-inflammatory response. The number of young people who report experiencing GD has increased exponentially worldwide in the past decade, demanding a change in the clinic infrastructure. Paediatric endocrinologists and specialists in mental health work together to both support psychosocial well-being and offer individualized treatment to align the phenotype with gender identity with the aim of alleviating the distress of GD. Medical interventions may include puberty suppression and gender-affirming hormones. Ongoing monitoring is required prior to initiation and during treatment to ensure that the goals of treatment are being achieved.

Student and Teacher Views on Cheating in High School: Perceptions, Evaluations, and Decisions

Why do so many adolescents cheat despite judging that cheating is wrong? Two studies tested a new model of cheating in high school. In Study 1, 85 high schoolers in the Western U.S. reported their perceptions, evaluations, and motivations surrounding their own and hypothetical cheating. In Study 2, 83 teachers reported their views about cheating; we also analyzed course syllabi. About half of the adolescents reported unintentional cheating, and many judged their own cheating-but not hypothetical cheating-as acceptable. Decisions to cheat were responses to competing pressures, low value placed on the assignment, and other considerations. Study 2 revealed teacher-student disagreements about cheating, and minimal content about academic integrity in syllabi. The findings supported the proposed model of adolescent cheating.

Structural connectivity and its association with social connectedness in early adolescence

Adolescence is a critical period of social and neural development. Brain regions which process social information develop throughout adolescence as young people learn to navigate social environments. Studies investigating brain structural connectivity (indexed by white matter (WM) integrity), and social connectedness in adolescents have been limited until recently, with literature stemming mostly from adult samples, broad age ranges within adolescence or based on social network characteristics as opposed to social connectedness. This cross-sectional study of 12-year-olds (N = 73) explored the relationship between social connectedness (SCS) and structural connectivity in early adolescence, to gauge how this snapshot of WM development is associated with social behaviour. Whole brain voxel-wise diffusion tensor imaging was undertaken to determine correlations between SCS and fractional anisotropy (FA), radial (RD) and axial (AD) diffusivity of clusters within WM tracts. Significant negative relationships between FA and SCS scores were found in clusters within 11 WM tracts, with significant positive correlations between SCS and both RD and AD across clusters within 13 and 8 clusters, respectively. Clusters within the genu of the corpus callosum (CCgn) showed strong correlations for all three metrics, and regression models that included gender, age, and psychological distress, revealed SCS to be the only significant predictor of CCgn FA, RD and AD values. Overall, these findings suggest that those with lower social connectedness had a WM profile suggestive of reduced axonal density and/or coherence. Longitudinal research is needed to track such WM profiles during adolescent development and determine the associations with mental health and well-being outcomes.

The role of brain structure in the association between pubertal timing and depression risk in an early adolescent sample (the ABCD Study®): A registered report

BACKGROUND

Earlier pubertal timing is associated with higher rates of depressive disorders in adolescence. Neuroimaging studies report brain structural associations with both pubertal timing and depression. However, whether brain structure mediates the relationship between pubertal timing and depression remains unclear.

METHODS

The current registered report examined associations between pubertal timing (indexed via perceived pubertal development), brain structure (cortical and subcortical metrics, and white matter microstructure) and depressive symptoms in a large sample (N = ∼5000) of adolescents (aged 9-13 years) from the Adolescent Brain Cognitive Development (ABCD) Study. We used three waves of follow-up data when the youth were aged 10-11 years, 11-12 years, and 12-13 years, respectively. We used generalised linear-mixed models (H1) and structural equation modelling (H2 & H3) to test our hypotheses.

HYPOTHESES

We hypothesised that earlier pubertal timing at Year 1 would be associated with increased depressive symptoms at Year 3 (H1), and that this relationship would be mediated by global (H2a-b) and regional (H3a-g) brain structural measures at Year 2. Global measures included reduced cortical volume, thickness, surface area and sulcal depth. Regional measures included reduced cortical thickness and volume in temporal and fronto-parietal areas, increased cortical volume in the ventral diencephalon, increased sulcal depth in the pars orbitalis, and reduced fractional anisotropy in the cortico-striatal tract and corpus callosum. These regions of interest were informed by our pilot analyses using baseline ABCD data when the youth were aged 9-10 years.

RESULTS

Earlier pubertal timing was associated with increased depressive symptoms two years later. The magnitude of effect was stronger in female youth and the association remained significant when controlling for parental depression, family income, and BMI in females but not in male youth. Our hypothesised brain structural measures did not however mediate the association between earlier pubertal timing and later depressive symptoms.

CONCLUSION

The present results demonstrate that youth, particularly females, who begin puberty ahead of their peers are at an increased risk for adolescent-onset depression. Future work should explore additional biological and socio-environmental factors that may affect this association so that we can identify targets for intervention to help these at-risk youth.

Development in uncertain contexts: An ecologically informed approach to understanding decision-making during adolescence

Adolescence is a period of development in which youth have new opportunities for decision-making, often in situations where they may have little information or experience to guide their choices. Thus, learning to make decisions under uncertainty is a key challenge during adolescence. To date, researchers have applied economics formalisms to understand the processes that support adolescents in making decisions under two distinct forms of uncertainty: economic risk and economic ambiguity. Economic risk is when the probabilities of outcomes are known. Economic ambiguity is when the probabilities of outcomes are unknown or unknowable. This research has led to foundational knowledge about the basic processes involved in adolescent decision-making, but many experimental paradigms that dissociate economic risk and ambiguity rely on monetary or point-based choices. Given that adolescence is a period of development characterized by a changing social environment, it remains unclear whether the processes that adolescents engage during decision-making on monetary or point-based experimental tasks generalize to their day-to-day experiences in the real world. In this brief piece, we explore how developmental research applying economics formalisms can be bolstered by research on youth's social environments to advance our understanding of decision-making in adolescence. First, we review developmental research by using economic uncertainty paradigms. Next, we highlight research on adolescents' social environments to provide examples of the day-to-day choices that adolescents face among their peers and in their broader communities. Finally, we propose directions for future research integrating these separate approaches to create a more nuanced, ecologically informed understanding of adolescent decision-making.

Adolescents' Perceptions of Social Risk and Prosocial Tendencies: Developmental Change and Individual Differences

Many prosocial behaviors involve social risks such as speaking out against a popular opinion, bias, group norm, or authority. However, little is known about whether adolescents' prosocial tendencies develop over time with their perceptions of social risks. This accelerated longitudinal study used within-subject growth-curve analyses to test the link between prosocial tendencies and social risk perceptions, in a sample of adolescents who completed self-reports annually for three years (N = 893; M age = 12.30 years, 10 - 14 years at Wave 1, and 10 - 17 years across the full study period; 50% Girls, 33% White non-Latinx, 27% Latinx, 20% African American, 20% Mixed/Other Race). The association between social risk tolerance and prosocial tendencies changed significantly across adolescence, such that at for younger adolescents, more prosocial tendencies were associated with less social risk tolerance, whereas for relatively older adolescents, more prosocial tendencies were associated marginally with more social risk tolerance. Additional individual differences by empathy (but not sensation seeking) emerged. These findings suggest that prosocial development across adolescence may be associated with an underlying ability to tolerate social risks.

Longitudinal association between interparental conflict and risk-taking behavior among Chinese adolescents: testing a moderated mediation model

BACKGROUND

The interparental conflict has been associated with an increased adolescents' engagement in risk-taking behaviors. However, few studies have examined the potential mediation of deviant peer affiliation and the potential moderation of school climate. Grounded in the ecological system theory, this study aimed to explore the mediating role of deviant peer affiliation and the moderating role of school climate between the association of interparental conflict and risk-taking behavior.

METHODS

This study conducted a longitudinal design (3 time points, 3 months apart) with the sample comprising 550 middle school students in southeastern China (52.91% males; mean age at Time 1 = 15.37). The performed measurements encompassed interparental conflict (T1), deviant peer affiliation (T2), school climate (T3), risk-taking behavior (T1/T2/T3), and demographic information.

RESULTS

The moderated mediation model revealed that after controlling for T1/T2 risk-taking behavior, T1 interparental conflict was longitudinally and positively correlated with T3 risk-taking behavior through T2 deviant peer affiliation. Furthermore, moderated mediation analysis demonstrated that a positive school climate ameliorated the adverse impact of deviant peer affiliation on risk-taking behavior, thereby mitigating the indirect effect of interparental conflict on risk-taking behavior among adolescents.

CONCLUSIONS

Our findings propose a nuanced explanation of the processing mechanisms between interparental conflict and risk-taking behaviors among Chinese adolescents. The theoretical and practical implications of the findings are discussed.

Why neuroscience changes some things but not everything for the law

Neuroenthusiasts and neuroskeptics both exaggerate the strength of their positions. Neuroscience is already having a significant impact in the courts in many jurisdictions and as knowledge from the cognitive sciences expands, that knowledge, wherever relevant, should continue to inform legal systems. However, neuroscience will only ever be one influence among many. In certain areas, for example, our understanding of fear responses or the reliability of memory evidence, the cognitive sciences may help challenge errors of folk psychology and assist the law to adopt better approaches. In other areas such as juvenile responsibility, developmental neuroscience may prove decisive in reinforcing messages from educational psychology and the behavioral sciences both in persuading legislators and judges but also importantly in altering public attitudes. Drawing on examples from a range of countries including Argentina, Australia, Canada, England, the Netherlands, Scotland, Slovenia, and the United States, we argue that legal systems must be open to and learn from science and must not be afraid to engage with science even where there is no clear scientific consensus.

Group decision-making on risky choice in adolescents and young adults

Adolescence, a period during which risk-taking behaviors frequently occur, is susceptible to peer influence. However, the direction of peer influence on group decision-making among adolescents and whether it increases group decision-making risk-seeking or risk-aversion is still unclear. This study recruited 84 adolescents (age = 14.44, 48 girls) and 99 young adults (M age = 20.48, 48 women) and adopted two framing tasks (life and money problems) to examine the differences between individual decision-making and group decision-making (of three members each), as well as the strategies for reaching consensus in group discussion. Results showed no evidence that adolescents are more risk seeking than adults in individual decision-making, and the adolescents were even more risk averse toward money problems than adults. We also found that the adolescents were more risk seeking for life problems but more risk averse for money problems in group decision-making than in individual decision-making under the loss frame. Further analysis of group discussion showed that the adolescents were more likely to apply the strategy of "one person puts forward an idea and then the others follow" to reach an agreement, while the adults tended to vote. This study indicated that peers' influence on group decision-making is domain specific, especially among adolescents.

Supplementary Information

The online version contains supplementary material available at 10.1007/s12144-022-04027-5.

Social learning across adolescence: A Bayesian neurocognitive perspective

Adolescence is a period of social re-orientation in which we are generally more prone to peer influence and the updating of our beliefs based on social information, also called social learning, than in any other stage of our life. However, how do we know when to use social information and whose information to use and how does this ability develop across adolescence? Here, we review the social learning literature from a behavioral, neural and computational viewpoint, focusing on the development of brain systems related to executive functioning, value-based decision-making and social cognition. We put forward a Bayesian reinforcement learning framework that incorporates social learning about value associated with particular behavior and uncertainty in our environment and experiences. We discuss how this framework can inform us about developmental changes in social learning, including how the assessment of uncertainty and the ability to adaptively discriminate between information from different social sources change across adolescence. By combining reward-based decision-making in the domains of both informational and normative influence, this framework explains both negative and positive social peer influence in adolescence.

The personality and cognitive traits associated with adolescents' sensitivity to social norms

Little is known about the personality and cognitive traits that shape adolescents' sensitivity to social norms. Further, few studies have harnessed novel empirical tools to elicit sensitivity to social norms among adolescent populations. This paper examines the association between sensitivity to norms and various personality and cognitive traits using an incentivised rule-following task grounded in Game Theory. Cross-sectional data were obtained from 1274 adolescents. Self-administered questionnaires were used to measure personality traits as well as other psychosocial characteristics. Incentivised rule-following experiments gauged sensitivity to social norms. A series of multilevel mixed effects ordered logistic regression models were employed to assess the association between sensitivity to norms and the personality and cognitive traits. The results highlighted statistically significant univariate associations between the personality and cognitive traits and sensitivity to norms. However, in the multivariate adjusted model, the only factor associated with sensitivity to norms was gender. The gender-stratified analyses revealed differences in the personality and cognitive traits associated with sensitivity to norms across genders. For males need to belong was significantly negatively associated with sensitivity to norms in the multivariate model. By comparison, emotional stability was negatively associated with sensitivity to norms for females. This study reinforced the findings from an earlier study and suggested female adolescents had higher levels of sensitivity to norms. The results indicated no consistent pattern between sensitivity to norms and the personality and cognitive traits. Our findings provide a basis for further empirical research on a relatively nascent construct, and bring a fresh perspective to the question of norm-following preferences among this age group.

Social influence in adolescence as a double-edged sword

Social learning is fundamental to human development, helping individuals adapt to changing circumstances and cooperate in groups. During the formative years of adolescence, the social environment shapes people's socio-cognitive skills needed in adulthood. Although peer influence among adolescents is traditionally associated with risky and unruly conduct, with long-term negative effects on educational, economic and health outcomes, recent findings suggest that peers may also have a positive impact. Here, we present a series of experiments with 10-20-year-olds (n = 146) showing that positive and negative peer effects reflect a domain-general factor of social information use which declines during adolescence. Exposure to disobedient peers provoked rule breaking, and selfish peers reduced prosocial behaviour, particularly in early adolescence. However, compliant peers also promoted rule compliance and fair peers increased prosociality. A belief formation task further revealed that younger adolescents tend to assimilate social information, while older adolescents prioritize personal views. Our results highlight early adolescence as a key window for peer-based interventions to improve developmental trajectories.

“Will My Young Adult Years be Spent Socially Distancing?”: A Qualitative Exploration of Adolescents’ Experiences During the COVID-19 UK Lockdown

For older adolescents, the COVID-19 pandemic and UK restrictions arrived during a critical period in the transition to adulthood. Early research exploring impact of the pandemic paints a picture of worsened adolescent wellbeing and mental health. We explore the subjective experiences of 16- to 19-year-olds during the first UK lockdown, with an emphasis on wellbeing and coping, to complement quantitative evidence and inform strategies and provision for support. In May 2020, we invited UK-based 16- to 19-year-olds to share written accounts of their experiences of the initial UK lockdown for The TELL Study. A total of 109 participants engaged, submitting anonymous written accounts via an online survey portal. We used inductive reflexive thematic analysis to develop rich experiential themes. We constructed seven main themes: heightened emotionality; feelings of loss, change, and uncertainty; recognizing the value of self-care; efforts to think positively; opportunities for relief, growth, and development; the importance of togetherness; and frustration with government and media. Findings highlight the multifaceted nature of adolescents’ lockdown experiences, and offer insight into emotional impact and new concerns alongside the value placed on self-care and staying connected. We offer directions for supporting adolescents as pandemic consequences continue.

The journey of adolescent paranoia: A qualitative study with patients attending child and adolescent mental health services

OBJECTIVES

Paranoia is most likely to emerge in adolescence. In adolescents with mental health disorders, the disruptive effect of paranoia on social relationships could worsen outcomes. However, little is known about clinical presentations of paranoia at this age. We therefore explored the development, experience, and impact of paranoia in adolescent patients.

DESIGN

A qualitative interview design with interpretative phenomenological analysis was used.

METHOD

Twelve adolescents (11-17 years) with paranoia attending child and adolescent mental health services were interviewed.

RESULTS

Adolescents described a journey starting with their awareness of paranoia beginning to a paranoid experience of mistrust and fear of others, and, subsequently, their adjustment to paranoia in daily life. Paranoia onset was rooted in the discovery of interpersonal threat and personal vulnerability, shaped by challenging peer interactions, becoming aware of danger in the world, and personal adverse experiences. The paranoia experience included a struggle to trust friends, anticipating threat with intense fear, and using defensive strategies to keep safe. Adolescents described how the paranoia experience was confusing, negatively impacted self-concept, held them back from teenage life, and caused disconnection from friends. Longer-term responses to paranoia reflected a tension between reluctantly resigning to the experience and trying to resist the impact.

CONCLUSIONS

The journey of paranoia in adolescence involves navigating multiple tensions, with young people balancing independence with vulnerability, trust with mistrust, and the desire to socialise with a fear of danger and deception. Decisions about how to respond to paranoia are likely to determine the next stage of their journey.

Developmental trajectories of social cognition from preschool to adolescence

This longitudinal study aims to define the developmental trajectories of social cognition (SC) in a community sample (N = 378) assessed from preschool (3 years old) to preadolescence (12 years old). Parents and teachers reported on a SC measure at ages 5, 10, and 12. We tested the existence of different trajectories and whether they discriminated outcomes in early adolescence. The data were collected from different sources, the children, the parents, and teachers, by means of different methods. Using Growth Mixture Modeling (GMM), we identified three distinct social cognition trajectories: persistently mild difficulties reported by parents and teachers (7.9% of the children), stable low problems reported by parents and increased difficulties reported by teachers (10.5% of the sample), and stable low problems reported by both informants for most of the participants (81.5%). Comparison of the psychological outcomes between classes using regression models showed that the two trajectories including children with any level of problems differ from the normative one as regards their association with psychological problems, daily functioning, and variables, such as aggressive behavior and callousness. The two non-normative trajectories also differ from each other in terms of the personal characteristics of the adolescents included in them. Adolescents in the increasing problematic class in the school have a tougher and more problematic style of social relating, while children with persistent and non-context-dependent difficulties are more anxious. These results might help to better detect and design specific interventions for children with deficits in SC that might respond to different personal characteristics leading to different outcomes.

Reexamining Social Media and Socioemotional Well-Being Among Adolescents Through the Lens of the COVID-19 Pandemic: A Theoretical Review and Directions for Future Research

Social media has rapidly transformed the ways in which adolescents socialize and interact with the world, which has contributed to ongoing public debate about whether social media is helping or harming adolescents. The COVID-19 pandemic has magnified both the challenges and opportunities of adolescents' social-media use, which necessitates revisiting the conversation around teens and social media. In this article, we discuss key aspects of adolescent social-media use and socioemotional well-being and outline how these issues may be amplified in the context of the COVID-19 pandemic. We use this as a springboard to outline key future research directions for the field, with the goal of moving away from reductionist approaches and toward a more nuanced perspective to understand the who, what, and when of social-media use and its impact on adolescent well-being. We conclude with a commentary on how psychological science can inform the translation of research to provide evidence-based recommendations for adolescent social-media use.

Emotional maltreatment and neglect impact neural activation upon exclusion in early and mid-adolescence: An event-related fMRI study

Child maltreatment gives rise to atypical patterns of social functioning with peers which might be particularly pronounced in early adolescence when peer influence typically peaks. Yet, few neuroimaging studies in adolescents use peer interaction paradigms to parse neural correlates of distinct maltreatment exposures. This fMRI study examines effects of abuse, neglect, and emotional maltreatment (EM) among 98 youth (n = 58 maltreated; n = 40 matched controls) using an event-related Cyberball paradigm affording assessment of both social exclusion and inclusion across early and mid-adolescence (≤13.5 years, n = 50; >13.5 years, n = 48). Younger adolescents showed increased activation to social exclusion versus inclusion in regions implicated in mentalizing (e.g., superior temporal gyrus). Individual exposure-specific analyses suggested that neglect and EM coincided with less reduction of activation to social exclusion relative to inclusion in the dorsal anterior cingulate cortex/pre-supplementary motor area (dACC/pre-SMA) among younger versus older adolescents. Integrative follow-up analyses showed that EM accounted for this dACC/pre-SMA activation pattern over and above other exposures. Moreover, age-independent results within respective exposure groups revealed that greater magnitude of neglect predicted blunted exclusion-related activity in the parahippocampal gyrus, while EM predicted increased activation to social exclusion in the precuneus/posterior cingulate cortex.

Evidence of Psychological Manipulation in the Process of Violent Radicalization: An Investigation of the 17-A Cell

INTRODUCTION

Radicalization leading to violence is a complex social process that frequently targets young people. In this study, we examine the 17-A cell, which carried out terrorist attacks in the Spanish cities of Barcelona and Cambrils on August 17, 2017. We focus on the psychological manipulation techniques used to radicalized members of the cell.

METHODS

Using deductive content analysis, we examined the judicial order of the National High Court related to "Operation Ramblas" and the police proceedings of Cuerpo de Mossos d'Esquadra (CME) associated with the Barcelona and Cambrils attacks. Our goal was to determine whether psychological manipulation was used on the cell members and, if so, how frequently.

RESULTS

Our results suggest that different psychological manipulation techniques were used on the 17-A cell members to facilitate their use of ideological violence. The most frequent strategies were cognitive control (control of attention, group identification, and denigration of critical thinking), environmental control (control of information), and emotional control (authoritarian leadership).

CONCLUSIONS

This study provides evidence that psychological manipulation techniques were used in the radicalization of 17-A cell members. The results are discussed in the context of previous research on the psychology of violent extremism and terrorism. We highlight the need for prevention and psychosocial interventions to steer young people away from violent extremism.

Psychopathic traits predict lower adherence to COVID-19 containment measures

Countries worldwide have implemented measures to contain the spread of COVID-19, and it is vital to understand which factors influence compliance to these measures. This study investigated whether psychopathic traits predict adherence to containment measures imposed by the UK government. 156 university students (M_age=21 years) completed an online survey measuring psychopathic traits (the Triarchic Psychopathy Measure), demographic variables, and participants’ living situations, underlying health risks, contact with vulnerable people and fear of COVID-19. Hierarchical multiple regression indicated that higher psychopathic traits (particularly disinhibition) predicted lower adherence to containment measures when controlling for other variables. A mixed-model ANOVA analysing longitudinal data, collected during the second (n=156) and third (n=118) lockdowns, showed that this relationship was stable over time. Additionally, fear of COVID-19 predicted adherence and mediated the relationship between psychopathic traits and adherence. These findings highlight the relevance of psychopathic traits for understanding COVID-19-related behaviours, with implications for public health communication.

Adolescent decision making: A decade in review

Research in the past decade has highlighted the nuances of adolescent decision making. In this review article, we summarize several themes evident in the field of developmental science including the redefinition of adolescence and the ways in which adolescent decision-making capabilities converge with or diverge from those of adults. While the decision-making process is similar for adolescents and adults in contexts that encourage deliberation and reflection, adolescents and adults differ in contexts which preclude deliberation vis-à-vis high emotional arousal. We also discuss the reconceptualization of adolescent behavior, including risk taking, as adaptive. That is, characteristics of adolescence, including impulsivity, the importance of peers, and novelty seeking, are normative, evolutionarily advantageous, and essential for positive development. While these features manifest in negative, health-compromising ways (e.g., risky driving and criminal behavior), they also foster growth and exploration. We conclude with a discussion of potential avenues for future research.

Feasibility of a serious game coupled with a contact-based session led by lived experience workers for depression prevention in high-school students

BACKGROUND

Stigma and limited mental health literacy impede adolescents getting the help they need for depressive symptoms. A serious game coupled with a classroom session led by lived experience workers (LEWs) might help to overcome these barriers. The school-based Strong Teens and Resilient Minds (STORM) preventive program employed this strategy and offered a serious game, Moving Stories. The current study was carried out to assess inhibiting and promoting factors for scaling up Moving Stories once its effectiveness has been ascertained.

METHODS

Moving Stories was offered in three steps: (1) introductory classroom session, (2) students playing the game for five days, (3) debriefing classroom session led by lived experience worker. Data was collected on the number of participating students, costs of offering Moving Stories, and was further based on the notes of the debriefing sessions to check if mental health first aid (MHFA) strategies were addressed.

RESULTS

Moving Stories was offered in seven high-schools. Coverage was moderate with 982 participating students out of 1880 (52%). Most participating students (83%) played the Moving Stories app three out of the five days. Qualitative data showed that the MHFAs were discussed in all debriefing sessions. Students showed great interest in lived experience workers' stories and shared their own experiences with depression.

CONCLUSIONS

Bringing Moving Stories to scale in the high-school setting appears feasible, but will remain logistically somewhat challenging. Future implementation and scale-up of Moving Stories could benefit from improved selection and training of LEWs that played such an important role in grabbing the full attention of students and were able to launch frank discussions about depressive disorder and stigma in classrooms.

TRIAL REGISTRATION

The study is registered in the Dutch Trial Register: Trial NL6444 (NTR6622: https://www.trialregister.nl/trial/6444).

Reexamining Social Media and Socioemotional Well-Being Among Adolescents Through the Lens of the COVID-19 Pandemic: A Theoretical Review and Directions for Future Research

Social media has rapidly transformed the ways in which adolescents socialize and interact with the world, which has contributed to ongoing public debate about whether social media is helping or harming adolescents. The COVID-19 pandemic has magnified both the challenges and opportunities of adolescents' social-media use, which necessitates revisiting the conversation around teens and social media. In this article, we discuss key aspects of adolescent social-media use and socioemotional well-being and outline how these issues may be amplified in the context of the COVID-19 pandemic. We use this as a springboard to outline key future research directions for the field, with the goal of moving away from reductionist approaches and toward a more nuanced perspective to understand the who, what, and when of social-media use and its impact on adolescent well-being. We conclude with a commentary on how psychological science can inform the translation of research to provide evidence-based recommendations for adolescent social-media use.

Passive Sensing of Preteens' Smartphone Use: An Adolescent Brain Cognitive Development (ABCD) Cohort Substudy

BACKGROUND

Concerns abound regarding childhood smartphone use, but studies to date have largely relied on self-reported screen use. Self-reporting of screen use is known to be misreported by pediatric samples and their parents, limiting the accurate determination of the impact of screen use on social, emotional, and cognitive development. Thus, a more passive, objective measurement of smartphone screen use among children is needed.

OBJECTIVE

This study aims to passively sense smartphone screen use by time and types of apps used in a pilot sample of children and to assess the feasibility of passive sensing in a larger longitudinal sample.

METHODS

The Adolescent Brain Cognitive Development (ABCD) study used passive, objective phone app methods for assessing smartphone screen use over 4 weeks in 2019-2020 in a subsample of 67 participants (aged 11-12 years; 31/67, 46% female; 23/67, 34% White). Children and their parents both reported average smartphone screen use before and after the study period, and they completed a questionnaire regarding the acceptability of the study protocol. Descriptive statistics for smartphone screen use, app use, and protocol feasibility and acceptability were reviewed. Analyses of variance were run to assess differences in categorical app use by demographics. Self-report and parent report were correlated with passive sensing data.

RESULTS

Self-report of smartphone screen use was partly consistent with objective measurement (r=0.49), although objective data indicated that children used their phones more than they reported. Passive sensing revealed the most common types of apps used were for streaming (mean 1 hour 57 minutes per day, SD 1 hour 32 minutes), communication (mean 48 minutes per day, SD 1 hour 17 minutes), gaming (mean 41 minutes per day, SD 41 minutes), and social media (mean 36 minutes per day, SD 1 hour 7 minutes). Passive sensing of smartphone screen use was generally acceptable to children (43/62, 69%) and parents (53/62, 85%).

CONCLUSIONS

The results of passive, objective sensing suggest that children use their phones more than they self-report. Therefore, use of more robust methods for objective data collection is necessary and feasible in pediatric samples. These data may then more accurately reflect the impact of smartphone screen use on behavioral and emotional functioning. Accordingly, the ABCD study is implementing a passive sensing protocol in the full ABCD cohort. Taken together, passive assessment with a phone app provided objective, low-burden, novel, informative data about preteen smartphone screen use.

Young people's romantic relationships and sexual activity before and during the COVID-19 pandemic

BACKGROUND

Social distancing measures to reduce the spread of COVID-19 may profoundly impact young people's relationships. This study compared adolescent and young adults' romantic relationships and sexual activity before and after social distancing policies were enacted.

METHODS

In June 2020, 351 youth participating in an ongoing intervention study in Fresno County, California completed an online survey about their experiences related to COVID-19. The survey included open and closed-ended questions about their romantic relationships, sexual activity, and online romantic or sexual interactions before and during social distancing restrictions. We used the chi-square test of independence to compare adolescent (ages 13-17) and young adults' (ages 18-21) responses. Results were also compared to responses in the intervention study's baseline survey.

RESULTS

One-third (37%) of youth were dating or in a romantic relationship and 28% spent time in person with a partner early in the COVID-19 pandemic. Among those dating or in a relationship, 34% physically distanced from their partner due to parental restrictions related to COVID-19. Youth also spent less time in person with their partners during the pandemic than before. Although most youth (69%) were not sexually active before or during the pandemic, 22% had sex during the social distancing period. Young adults were more likely to spend time with their partners and have sex during the restrictions than adolescents. Most youth were not involved in sexting or online dating, before or during the pandemic.

CONCLUSIONS

Adolescents and young adults have continued to engage in sexual and romantic relationships during the COVID-19 pandemic, although many reported physical distancing from their partners. Results suggest that youth continue to need access to sexual health education and services during emergencies such as the COVID-19 pandemic.

Psychosocial predictors of substance use in adolescents and young adults: Longitudinal risk and protective factors

Many psychosocial factors have been implicated in the onset and escalation of substance use in adolescence and young adulthood. Typically, each factor explains a small amount of the variance in substance use outcomes, and effects are typically applied across a broad range of ages or computed from cross-sectional data. The current study evaluated the association of factors including social influence (e.g., peer substance use), cognitive features (e.g., alcohol expectancies), and personality and emotional characteristics (e.g., impulsivity and typical responses to stress) in substance use throughout adolescence and emerging adulthood (ages 13-25; N = 798). Mixed-effects models tailored for the accelerated longitudinal design employed in this study were constructed with psychosocial and developmental factors predicting alcohol and cannabis use. As most participants in the sample exhibited little or no substance use at baseline by design, we excluded baseline assessments and examined data from follow-up years 1, 2, 3, and 4. Interactions between age cohort, change in age, and psychosocial predictors of substance use revealed differing associations over the developmental window for alcohol and cannabis use. For example, positive alcohol expectancies and sensation seeking were most strongly associated with greater drinking after age 18, whereas sensation seeking was associated with increased cannabis use as early as age 15. Higher emotion regulation skills led to less cannabis use in younger ages (i.e., shallower slopes below age 17), but this protective effect diminished after age 17. Results highlight developmentally important factors that differentially contribute to substance use in adolescence and young adulthood. We also demonstrate the importance of developmentally sensitive analyses that maximize the value of data from accelerated longitudinal designs.