Random Intercept Cross-lagged Panel Model Research Articles

The Reciprocal Relationship Between Social Support in Bereavement and Posttraumatic Growth-A Random Intercept Cross-Lagged Analysis.

Social support can promote posttraumatic growth (PTG) in the general trauma population. However, evidence on the reciprocal predictive relationship between social support and PTG is lacking, particularly among the bereaved. In this longitudinal study, we surveyed 181 adults who had lost first-degree relatives within 1 year at three intervals, each 6 months apart. The study utilized The Scale of Social Support in Bereavement (SSB), which distinguishes four domains of social support for the bereaved: living support, economic support, grief processing and emotion restoration. Additionally, The Posttraumatic Growth Inventory (PTGI) was used to measure PTG. Random intercepts cross-lagged panel model analyses revealed that social support and PTG were positively correlated at each time point at the within-person level. Moreover, at the within-person level, the total social support, as well as social support in the restoration-oriented domains at Time 2, positively predicted PTG at Time 3, but this relationship was not observed for grief processing support. Additionally, PTG at Time 1 positively predicted the receipt of emotion restoration support at Time 2 at the within-person level. The mutual influence between PTG and social support, as well as the differential relationship between types of support and PTG, enriches our understanding of ways to promote positive changes among the bereaved. The findings underscore the importance of restoration-oriented social support for bereaved individuals in facilitating PTG.

Social Determinants of Message Exposure and Health Anxiety Among Young Sexual Minority Men in the United States During the 2022 Mpox Outbreak

ABSTRACT This study tested the structural influence model of communication in the context of the 2022 global outbreak of the Mpox virus among young sexual minority men. The primary objective was to understand how distinct social determinants, including education, race/ethnicity, and interpersonal discrimination, influenced exposure to Mpox messages in daily life and affected health anxiety concerning the Mpox virus in the United States. We also explored the significance of LGBTQ+ community connectedness as a crucial form of social capital during the outbreak. We collected a three-wave longitudinal dataset and examined within-person and between-person associations using a random-intercept cross-lagged panel model. Participants (N = 254) reported that internet sources and social media were their primary information sources for Mpox messages during the outbreak. Educational attainment, racial minority status, and LGBTQ+ community connectedness were significantly associated with message exposure. Young sexual minority men who faced greater interpersonal discrimination in their daily lives also reported higher rates of Mpox-related health anxiety. Longitudinal analysis indicated that (at the within-person level) Mpox anxiety was significantly associated with greater Mpox message exposure in the month following the outbreak, but that relationship waned in the subsequent month. The theoretical implications highlight the relevance of minority stress variables in the structural influence model of communication framework and suggest the importance of community connectedness as a distinct form of social capital shaping message exposure and health anxiety during the Mpox outbreak in the United States.

Within-person bidirectional associations between maternal cortisol reactivity and harsh parenting across infancy and toddlerhood.

To understand transactional associations between mothers' biological stress responsivity and parenting behaviors, we examined bidirectional effects between maternal cortisol reactivity to observing their children during distress-eliciting paradigms and harsh parenting across infancy and toddlerhood using longitudinal data from the Family Life Project (N = 1,292, 41.5% African American). Children completed a series of distress-eliciting laboratory paradigms when they were 7, 15, and 24 months old, and mothers observed their children during the paradigms. Maternal cortisol reactivity was computed as a residualized change score from baseline to 20 min postparadigm, controlling for the time of day the saliva sample was collected. Harsh parenting was measured using five items from the Home Observation Measurement of the Environment inventory. A random-intercept cross-lagged panel model revealed that increases in maternal cortisol reactivity at 15 months predicted subsequent increases in harsh parenting at 24 months. Similarly, increases in harsh parenting at 15 months predicted increases in maternal cortisol reactivity at 24 months. Findings indicate that increased cortisol reactivity to children's distress in early toddlerhood may indicate a risk for harsh parenting in late toddlerhood and that increases in harsh parenting can also negatively impact mothers' stress physiology over time. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

The impact of community services usage on geriatric depression: a ten-year follow-up study

BackgroundThis study explores whether the impact of environmental factors (community services usage, CSU) on geriatric depression is mediated by psychological resilience and moderated by the COMT (catechol-O-methyltransferase) gene val158met polymorphism.MethodsThe data consists of 13,512 entries from the Chinese Longitudinal Healthy Longevity Survey (CLHLS) collected in the years 2008, 2011, 2014, and 2018. The study employed a Random Intercept Cross-Lagged Panel Model (RI-CLPM) to examine the relationship between CSU and geriatric depression, including the mediating effect of psychological resilience and the moderating role of the comt gene val158met gene polymorphism in this relationship.ResultsLower CSU at earlier assessments were significantly associated with more severe geriatric depression in subsequent evaluations.Psychological resilience was found to partially mediate the relationship between CSU and depression.Differential impacts were observed among various gene genotypes; specifically, the val genotype demonstrated a significantly greater influence of CSU on subsequent psychological resilience and on subsequent depression compared to the met genotype.ConclusionEnhancement in CSU can predict subsequent geriatric depression. The relationship between the CSU and depression can be mediated by psychological resilience, with genetics modulating the pathway from CSU through psychological resilience to depression. Multidisciplinary interventions focused on enhancing community service quality, boosting psychological resilience, and mitigating depression are likely to benefit the older adults’s emotional and psychological well-being.

Reciprocal changes in functioning and PTSD symptoms over the course of psychotherapy

Psychotherapies for posttraumatic stress disorder (PTSD) assume that PTSD symptom improvement will lead to improvements in functioning. Yet, few studies have examined the dynamic interplay between these constructs. Using a random intercepts cross-lagged panel model, we examined the association between functioning and PTSD, both modeled as a total score and as the DSM-5 subclusters, across twelve sessions of treatments that chiefly target functioning. Participants were 161 Veterans with PTSD enrolled in a randomized controlled trial comparing present centered therapy and an enhanced version of adaptive disclosure. Overall, PTSD symptoms, measured as the total PTSD score, led to changes in functioning more frequently than functioning predicting PTSD symptoms, although these effects did not appear until session 7. In terms of subclusters, functioning predicted changes in the PTSD subclusters B (intrusions), C (avoidance), and E (alterations in arousal and reactivity) at more timepoints compared to timepoints at which these subclusters predicted functioning. The dynamic relationships between PTSD and functioning in the context of functioning-focused treatments are complex, with functioning playing an important role in reduction of some of the core symptoms of PTSD.

A Note on the Occurrence of the Illusory Between-Person Component in the Random Intercept Cross-Lagged Panel Model

The random intercept cross-lagged panel model (RICLPM) decomposes longitudinal associations between two processes X and Y into stable between-person associations and temporal within-person changes. In a recent study, Bailey et al. demonstrated through a simulation study that the between-person variance components in the RICLPM can occur only due to the presence of time-varying covariate processes that are omitted from the analysis model. Therefore, the between-person component was termed illusory. In this article, necessary and sufficient conditions for the occurrence of such illusory between-person components in an RICLPM are analytically derived and systematically investigated in a simulation study.

Does Valuing Happiness Lead to Well-Being?

Happiness has become one of the most important life goals worldwide. However, does valuing happiness lead to better well-being? This study investigates the effect of valuing happiness on well-being using a population-based longitudinal survey of Dutch adults (N = 8,331) from 2019 to 2023. Random-intercept cross-lagged panel models indicated that those who valued happiness generally exhibited higher well-being as manifested by life satisfaction, more positive affect, and less negative affect. However, increases in valuing happiness did not result in changes in life satisfaction 1 year later and had mixed emotional consequences (i.e., increasing both positive and negative affect). Additional analyses using fixed-effects models indicated that valuing happiness had contemporaneous positive effects on well-being. These findings indicate that endorsing happiness goals may have immediate psychological benefits but may not necessarily translate into long-term positive outcomes.

Longitudinal Associations Between Negative Body Image, Self-Disgust, and Nonsuicidal Self-Injury Among Chinese Adolescents: Disentangling Between- and Within-Person Effects.

Nonsuicidal self-injury (NSSI) and negative body image are both highly prevalent among adolescents, and there are theoretically proposed reciprocal associations between them. However, previous research has not differentiated between stable personal traits and time-varying state levels when examining these associations, and the underlying mechanisms remain unclear. To address these gaps, this study investigated the longitudinal associations between negative body image, self-disgust, and NSSI among Chinese adolescents, disentangling the between- and within-person effects by employing random intercept cross-lagged panel models (RI-CLPMs). A total of 515 Chinese adolescents (50.7% boys; baseline Mage = 12.34 years, SD = 0.47) participated in a four-wave longitudinal study with 6-month intervals. The results indicated that, at the between-person level, higher levels of self-disgust were associated with more NSSI and more concerns about general appearance, facial appearance, shortness, and fatness, but were not associated with concerns about thinness. At the within-person level, general appearance concern and NSSI positively predicted each other over time through self-disgust. Concerns about facial appearance, shortness, and fatness all positively predicted self-disgust, which in turn positively predicted NSSI over time, but not vice versa. These findings highlight the stable and trait-like associations between self-disgust, NSSI, and most negative body image dimensions. Self-disgust is worth considering as a target for intervention, as it plays a mediating role in the long-term associations between negative body image and NSSI.

Body fat and muscularity dissatisfaction are not prospectively associated with psychological wellbeing among sexual minority men: A case for separating within- and between-person variation in examinations of body image phenomena and their outcomes

Extensive cross-sectional research reports that body fat and muscularity dissatisfaction contribute to negative psychological outcomes among sexual minority men; however, longitudinal models are necessary for accurately quantifying the strength and direction of these relationships. We investigated the bidirectional longitudinal relationships of body fat and muscularity dissatisfaction with psychological quality of life among 2953 sexual minority men using random intercept cross-lagged panel models. Consistent with existing literature, we found that higher average muscularity and body fat dissatisfaction were associated with higher average psychological quality of life impairment between-persons. Unexpectedly, these constructs were not significantly associated within-persons/longitudinally. These findings conflict existing literature’s conclusions that muscularity and body fat dissatisfaction consistently contribute to poorer psychological wellbeing in this population. A significant between-person relationship in the absence of within-person relationships suggests that intermediary constructs (e.g., body ideal internalization) may account for the between-person effects of muscularity and body fat dissatisfaction on psychological wellbeing. Future research can accurately estimate these effects and identify reliable intervention targets by ensuring that within- and between-person relationships are examined separately, rather than being conflated.

Exploring the Relationship Among Financial Hardship, Anxiety, and Depression in Patients With Cancer: A Longitudinal Study.

Financial hardship (FH) is a complex issue in cancer care, affecting material conditions, well-being, and coping behaviors. This study aimed to longitudinally examine FH, anxiety, depressive symptoms, and their associations while incorporating social determinants of health and health care cost covariates in a sample of patients diagnosed with cancer. This prospective, longitudinal cohort study analyzed data from 2,305 participants from the Northwestern University Improving the Management of Symptoms during and following Cancer Treatment trial. Outcomes assessed at baseline and at 3, 6, 9, and 12 months postbaseline included depressive symptoms, anxiety, and FH. Analysis involved random intercept cross-lagged panel models to explore between- and within-person effects, incorporating factors such as age, sex, insurance status, neighborhood area deprivation, health care charges, out-of-pocket costs, and health literacy. The cohort had a mean age of 60.7 (standard deviation [SD] = 12.7) years and was mostly female (64.9%) and White (86.2%). Correlations were found between FH and depressive symptoms (r = 0.310) and anxiety (r = 0.289). A predictive relationship was observed between FH and depressive symptoms, with baseline and 6-month depressive symptom levels predicting later FH (baseline β = .079, P = .070; 6-month β = .072, P = .081) and 9-month FH significantly predicting 12-month depressive symptoms (β = .083, P = .025), even after accounting for health care charges and out-of-pocket costs. Baseline and 9-month anxiety showed a predictive relationship with subsequent FH (baseline β = .097, P = .023; 9-month β = .071, P = .068). FH emerged as a prominent issue, with nearly half of participants experiencing some level of FH. Depressive symptoms and anxiety were related to FH. These findings underscore the need for a comprehensive approach in cancer care that concurrently addresses anxiety, depressive symptoms, and FH, recognizing their interconnected impact.

Longitudinal Dynamic Relationships Between Videogame Use and Symptoms of Gaming Disorder and Depression Among Chinese Children and Adolescents.

Although previous studies have shown a close relationship between gaming disorder and depressive symptoms, few have measured normal videogame use, symptoms of gaming disorder, and depressive symptoms concurrently. The longitudinal dynamics between these variables remain unclear. This study used two demographic cohorts to examine the longitudinal relationship between gaming and depressive symptoms: children (n = 1513, 46.9% girls, Mage ± SD = 9.63 ± 0.58 years) and adolescents (n = 1757, 48.5% girls, Mage ± SD = 12.55 ± 0.70 years). Random intercept cross-lagged panel models (RI-CLPMs) were employed to distinguish between within- and between-person levels of gaming and depressive symptoms. The RI-CLPM results showed a stable link between symptoms of gaming disorder and depression at the between-person level for both children and adolescents. At the within-person level, among children, depressive symptoms positively predicted subsequent gaming disorder symptoms, but gaming disorder symptoms were not a significant predictor of depressive symptoms at this level. Among adolescents, there was no significant cross-lagged effect between symptoms of gaming disorder and depression at the within-person level. Additionally, there was no significant cross-lagged effect between normal videogame use and depressive symptoms in either cohort. These results highlight the different effects of normal videogame use and gaming disorder symptoms associated with depressive symptoms. The different effects on children and adolescents underscore the importance of considering the different developmental stages in the study of gaming and mental health outcomes.

Supply and demand effects between tobacco retailer density and smoking prevalence

ObjectivePlaces with more tobacco retailers have higher smoking prevalence levels, but whether this is because retailers locate where people who smoke live or whether tobacco availability prompts tobacco use is...

Early-Childhood Tablet Use and Outbursts of Anger

Tablet use continues to increase in preschool-aged children. The use of mobile devices has been linked to child emotional dysregulation. However, few studies have been able to show a clear direction of association between child tablet use and the development of self-regulation skills. In addition, few studies have modeled within-person associations over time. To estimate how child tablet use contributes to expressions of anger and frustration across the ages of 3.5 to 5.5 years at the within-person level. The study team also examined the extent to which associations are bidirectional to clarify the direction of the correlations. This prospective, community-based convenience sample of 315 parents of preschool-aged children from Nova Scotia, Canada, was studied repeatedly at the ages of 3.5 (2020), 4.5 (2021), and 5.5 years (2022) during the COVID-19 pandemic. All analyses were conducted between October 5, 2023, and December 15, 2023. Parent-reported tablet use at the ages of 3.5, 4.5, and 5.5 years. Parents reported child expressions of anger/frustration at the ages of 3.5, 4.5, and 5.5 years using the Children's Behavior Questionnaire. The sample was equally distributed across child sex (171 were identified by parents as being born boys [54%] and 144 as girls [46%]). Most reported being Canadian (287 [91.0%]) and married (258 [82.0%]). A random-intercept cross-lagged panel model revealed that a 1-SD increase in tablet use at 3.5 years (corresponding to 1.22 hours per day) was associated with a 22% SD scale increase in anger/frustration at age 4.5 years (standardized coefficient = 0.22; 95% CI, 0.01-0.44). A 1 SD scale increase in anger and frustration at 4.5 years was associated with a 22% SD (corresponding to 0.28 hours per day) increase in tablet use at 5.5 years (standardized coefficient = 0.22; 95% CI, 0.01-0.43). In this study, child tablet use at age 3.5 years was associated with more expressions of anger and frustration by the age of 4.5 years. Child proneness to anger/frustration at age 4.5 years was then associated with more use of tablets by age 5.5 years. These results suggest that early-childhood tablet use may contribute to a cycle that is deleterious for emotional regulation.

Increases in sense of purpose predict future positive changes in personality traits.

This longitudinal study examined the reciprocal relationship between the Big Five personality traits and sense of purpose over a 13-year period using a nationally representative sample of American adults (N = 11,010). The random intercept cross-lagged panel model revealed unidirectional effects: increases in sense of purpose predicted subsequent increases in openness, agreeableness, conscientiousness, and extraversion, as well as decreases in neuroticism. Conversely, changes in personality traits did not predict future changes in sense of purpose. One potential mechanism underlying this effect might involve the link between sense of purpose and optimal self-regulatory processes and outcomes, such as successful planning, goal-directed behaviour, and self-control, which promote gradual positive changes in personality traits. Another plausible mechanism may be the association between purpose and improved subjective well-being and reduced psychological distress, which have been found to predict positive changes in personality traits. These findings challenge previous research that has interpreted cross-sectional associations as evidence that personality traits are predictive of purpose, rather than the other way around. The findings that intentionally cultivating a strong sense of purpose may facilitate positive personality change in adulthood.

Longitudinal Relations among Self-Compassion, Self-Esteem, and Depressive Symptoms in College Students: Disentangling the Within-Person Process from Stable Between-Person Differences.

Although previous studies have shown that self-compassion is associated with self-esteem and depressive symptoms, little is known about the intra-individual processes and the temporal dynamics of these variables. This study used a longitudinal design to explore the association between self-compassion, self-esteem and depressive symptoms among 5785 college students (aged 17-22 years; Mage = 18.63, SD = 0.88; 48.2% females). The participants were assessed six times in a six-month interval over three years. The random intercept cross-lagged panel models (RI-CLPMs) were used to disentangle within-person processes from stable between-person differences. Results of RI-CLPMs indicated that at the within-person level, self-compassion can positively predict subsequent self-esteem and negatively predict subsequent depressive symptoms, and vice versa. Self-esteem played a longitudinal mediating role in the prediction from self-compassion to depressive symptoms at the within-person level. These results indicate that cultivating self-compassion in college students is crucial as it can bolster their self-esteem and alleviate depressive symptoms.

A family systems investigation on couple emotional intimacy, parent-child relationships, and child social skills in middle childhood.

This study investigated familial attachment-based processes in middle childhood, using 788 families (50.6% boys; 84.4% White), assessed six times from 4.5 years old to Grade 6. An adapted Random Intercept Cross-Lagged Panel Model revealed between-family associations among couple emotional intimacy, relationships with both parents, and child social skills (β = .18-.66). Within-family increases in child assertion and self-control prospectively predicted relationships with parents (βs = .13), and parent-child relationships predicted various child social skills (βs = .13-.17). Couple emotional intimacy predicted child cooperation, assertion, and responsibility (βs = .12-.24) and father-child relationships in Grade 6 (βs = .20-22) at the within-family level. Findings underscore a systemic consideration of attachment-based processes in the family.

Reductions in PTSD severity precede reductions in pain intensity among veterans receiving intensive treatment.

Chronic pain often co-occurs with posttraumatic stress disorder (PTSD). The mutual maintenance hypothesis proposes that there may be shared underlying mechanisms of symptoms of pain exacerbating PTSD, and vice versa. The association between PTSD and pain intensity remains understudied. To elucidate the relationship, the present study examined the temporality of changes in PTSD severity and pain intensity in veterans undergoing intensive PTSD treatment. Data from 332 veterans undergoing intensive 2-week cognitive processing therapy- (CPT-) based treatment (ITP) with adjunctive components (i.e., mindfulness, art therapy). Random intercepts cross-lagged panel models (RI-CLPMs) were used to examine within-subjects relationships between pain intensity and PTSD severity over the course of the program. Veterans experienced large PTSD severity reductions (Essg = 1.20; p < .001) and small pain severity reductions (Essg = 0.21; p < .001) over the course of treatment, despite pain not being a treatment target. RI-CLPMs revealed that PTSD severity significantly predicted subsequent pain severity. Results indicate the absence of a bidirectional relationship in that changes in pain intensity did not predict later PTSD severity improvement during the ITP. Time trends for both PTSD severity and pain intensity were generally consistent with respect to baseline demographic characteristics. Our findings support the mutual maintenance regarding the association between PTSD and pain intensity. Future research should investigate temporal associations in other evidence-based PTSD treatments and formats and evaluate the long-term impacts of PTSD treatment on pain intensity. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

Unraveling the dynamics of loneliness and cognition in late life: a cross-lagged panel model.

Loneliness and cognitive decline are pressing concerns among older adults, yet little research has explored cognition as a predictor of loneliness. This study investigates the dynamic relationship between loneliness and cognitive function in older adults using the random intercept cross-lagged panel model (RI-CLPM). Data were drawn from Waves 9-14 of the Health and Retirement Study (HRS), encompassing 8,473 individuals aged 65 years and older. Loneliness was assessed using the UCLA Loneliness Scale, and cognitive function was measured using immediate and delayed word recall and serial 7s from the HRS RAND file. Age, gender, education, marital status, self-health report, and depression were included as covariates. Using Mplus, we computed RI-CLPMs. The first three models were conducted on loneliness and cognitive functions. Then unconditional RI-CLPMs with no exogenous predictors were computed. Three conditional model results showed that age, gender, marital status, self-health report, and depression were significantly associated with loneliness in the first wave, but only age and self-health report were significantly associated with immediate and delayed word recall at the first wave, not with serial 7s. For carry-over effects, loneliness showed significant positive associations across consecutive waves, but cognitive functions showed significant positive associations just in the last two waves. Some spill-over effects were found between loneliness and cognitive functions. For within-person effects, although initially non-significant, a negative association between loneliness and immediate and delayed word recall emerged in later waves (11-12 and 13-14). The conditional models indicated that older age, not being married, male gender, low self-reported health, and high depression levels were positively associated with loneliness. However, only older age and lower self-reported health were positively linked to cognitive functions. This study underscores the link between loneliness and cognitive function decline in older adults, emphasizing the need to address loneliness to potentially reduce cognitive decline. Insights into demographic predictors of loneliness and cognitive function could inform targeted interventions for promoting successful aging.

The logic behind cyberchondria: Longitudinal relations among risk perception, health anxiety, and online health information seeking

AbstractThe cyberchondria phenomenon presents a significant health concern, yet there remains a relative scarcity of research on the formation mechanisms of cyberchondria and its longitudinal studies. Based on the RISP model and C‐A‐C framework, this study aimed to examine the longitudinal associations between risk perception, health anxiety, and online health information seeking (OHIS) within the context of Chinese social media. We used a three‐wave longitudinal survey with 514 participants at one‐month intervals starting September 2023, employing the Random Intercept Cross‐Lagged Panel Model (RI‐CLPM) for data analysis. At the between‐person level, we solely observed significant negative associations between health anxiety and OHIS. At the within‐person level, (1) positively bidirectional associations were noted among the three main variables; (2) causal relationships were identified between risk perception and OHIS, as well as between health anxiety and OHIS; (3) Health anxiety partially mediated the relationship between risk perception and OHIS, and OHIS fully mediated the relationship between health anxiety at T1 and T3; and (4) multi‐group analyses showed that gender differences in RI‐CLPM were significant, while age differences were insignificant. The results offer theoretical and practical insights for health practitioners, information seekers, and social media platforms.

Perceived Parental Distraction by Technology and Mental Health Among Emerging Adolescents

The digital phenomenon termed technoference refers to interruptions in routine social interactions due to technology use. Technoference may negatively affect parents' attention to cues necessary for supporting children's mental health. To explore whether there are directional prospective associations between perceived parental technoference and emerging adolescents' mental health symptoms (anxiety, depression, inattention, and hyperactivity). This cohort study assessed a general population of mothers and emerging adolescents in Calgary, Alberta, Canada. Women were recruited during pregnancy between May 3, 2008, and December 13, 2010, with convenience sampling and repeated follow-up; eligible women were 18 years or older, spoke English, had a gestational age of at least 24 weeks, and received local prenatal care. Data collection for the present study took place when emerging adolescents were aged 9 (May 20 to July 15, 2020), 10 (March 4 to April 30, 2021), and 11 (November 22, 2021, to January 17, 2022) years. Mothers provided consent for their child to participate, and emerging adolescents provided assent. Data were analyzed from December 1 to 31, 2023, using random-intercept cross-lagged panel models. Perceived parental technoference. Emerging adolescents completed questionnaires about their perception of parental technoference and their mental health symptoms (depression, anxiety, hyperactivity, and inattention) at the 3 study times. This study did not rely on statistical significance, but instead on the magnitude of effect sizes to determine meaningful effects. Participants included 1303 emerging adolescents (mean [SD] age, 9.7 [0.8] years at time 1; of the 1028 reporting information, 529 [51.5%] were girls). Cross-sectional associations indicated correlations between perceptions of parental technoference and emerging adolescents' mental health (r range, 0.17-0.19). Higher levels of anxiety at 9 and 10 years of age were prospectively associated with higher parental technoference scores at 10 (β = 0.11 [95% CI, -0.05 to 0.26]) and 11 (β = 0.12 [95% CI, 0.001-0.24]) years of age, with small magnitudes of effect size. Higher parental technoference scores at 9 and 10 years of age were prospectively associated with higher hyperactivity at 10 (β = 0.07 [95% CI, -0.07 to 0.22]) and 11 (β = 0.11 [95% CI, -0.02 to 0.24]) years of age and inattention at 11 years of age (β = 0.12 [95% CI, 0.001-0.24]), with small magnitudes of effect size. No gender differences were identified. In this 3-wave longitudinal birth cohort study, perceived parental technoference was associated with emerging adolescents' mental health. The findings speak to the need to discuss digital technology use and mental health with parents and emerging adolescents as a part of routine care.