Different peers influence different behaviors: Conformity to best friends and status-based norms across the transition into adolescence.

Navigating Social Media in #Ophthalmology

Social media use in the United States has been steadily increasing over the past decade as various social media platforms have become the primary channel of online engagement for the American internet user. Today, Americans use social media to communicate with friends, family, and peers, access entertainment and education, engage in various business and commercial activities, and influence the lifestyles of consumers. As the spectrum of purposeful use of social media diversifies, this paper examines geographic patterns of social media adoption, diffusion, and utilization in U.S. counties. Alongside, the paper also examines demographic and socioeconomic determinants of purposeful social media utilization. Overall, the study sheds light on an important aspect of the contemporary digital divide in the United States.To examine purposeful social network and media use, the paper focuses on penetration of popular social media/networking platforms such as Facebook, Twitter, LinkedIn, Instagram, and YouTube in U.S. counties. The purpose of use of such platforms – to engage in e-communication, e-commerce, e-entertainment, e-health, and e-education are also examined through the dual lenses of geographic and socioeconomic variations. By borrowing from Adoption-Diffusion Theory (ADT) and Spatially Aware Technology Utilization Model (SATUM), the paper’s conceptual framework posits associations of 18 independent variables with 17 indicators of social media penetration and purposeful usage. Spatial patterns and disparities of social media penetration and purposeful use are analyzed and provide important clues about the geography of the social media digital divide. For example, social media penetration and purposeful use in counties in the U.S. rural south are found to rival counties in the Rocky Mountain States and in some cases exceed counties in urban metropolitan areas in the West- and East Coasts. The presence of spatial bias in social media penetration and use is also diagnosed using spatial autocorrelation analysis. This in turn influences the Ordinary Least Squares (OLS) regression-based analysis of socioeconomic, infrastructural, and social capital underpinnings. For a sample of 3,076 counties in the lower 48 states, leading determinants of purposeful social media use are found to be age structure, urbanization, race/ethnicity and professional, scientific, technical services and overall service sector occupations are found to influence social network access and purposeful use. These findings have important policy implications to broaden the reach and impacts of social media in the U.S.Overall, as the digital divide literature expands its focus from access to information and communication technologies (ICTs) to their actual use and ultimate impact, this study is unique due to its focus on purposeful use of social media. Sourcing data from a variety of public- and private sources, the study focuses on social media usage as well as access and sheds light on county-level disparities and their socioeconomic underpinnings. As purposeful internet use continues to diversify, the findings of this study can inform social media adoption, diffusion, and use policies in light of the COVID-19 pandemic to ensure that all Americans can participate and engage in online activities and derive benefits in an equitable way.

Youth Social Media Use and Health Outcomes: #diggingdeeper

Cooperative Mentorship: Negotiating Social Media Use within the Family

Social media use, community participation and psychological well-being among individuals with serious mental illnesses

In 2023, the US Surgeon General issued the Advisory on Social Media and Youth Mental Health, identifying critical research gaps that preclude evidence-based guidance given that most studies of social media and mental health have been cross-sectional rather than longitudinal and have focused on young adults or older adolescents rather than on younger adolescents. To evaluate longitudinal associations between social media use (time spent on social media) and depressive symptoms across 4 annual waves spanning a 3-year follow-up period from late childhood to early adolescence. In this prospective cohort study using data from the Adolescent Brain Cognitive Development Study across 21 study sites from October 2016 to October 2018, children aged 9 to 10 years at baseline were assessed across 4 waves (baseline, year 1, year 2, and year 3), with year-3 follow-up through 2022. Sample sizes varied across waves and measures due to attrition and missing data. Analyses retained all available data at each wave. Data were analyzed from January 2024 to March 2025. Self-reported time spent on social media at baseline to 3-year follow-up. Reciprocal associations between social media use and depressive symptoms (Child Behavior Checklist) at baseline and at 1, 2, and 3 years of follow-up were assessed using longitudinal, cross-lagged structural equation panel models. Covariates included sex, race and ethnicity, household income, and parental educational level. At baseline, the sample included 11 876 participants (mean [SD] age, 9.9 [0.6] years), of whom 6196 (52.2%) were male. After adjusting for stable between-person differences and covariates, within-person increases in social media use above the person-level mean were associated with elevated depressive symptoms from year 1 to year 2 (β, 0.07; 95% CI, 0.01-0.12; P = .01) and from year 2 to year 3 (β, 0.09; 95% CI, 0.04-0.14; P < .001), whereas depressive symptoms were not associated with subsequent social media use at any interval. The final random-intercept cross-lagged panel model demonstrated a good fit (comparative fit index, 0.977; Tucker-Lewis index, 0.968; root mean square error of approximation, 0.031 [90% CI, 0.029-0.033]). Between-person differences in social media use were not associated with depressive symptoms (β, -0.01; 95% CI, -0.04 to 0.02; P = .46) after accounting for demographic and family-level factors. In this cohort study of 11 876 children and adolescents, reporting higher than person-level mean social media use in years 1 and 2 after baseline was associated with greater depressive symptoms in the subsequent year. The findings suggest that clinicians should provide anticipatory guidance regarding social media use for young adolescents and their parents.

Today's rapidly growing use of social media has both positive and negative impacts on people's social lives. Moreover, based on UNESCO data, Indonesian people are very active in using social media. This research aims to The use of social media as a learning medium aims to increase students' interest in learning, improve students' ability to use technology and increase students' awareness in using social media in the context of education. The method used in this research is a quantitative method using a survey model and in-depth interviews with one teacher and students. The results of this study show that social media can be used for learning tools or media. However, in reality, currently there is no maximum use of social networking media. The results of researchers' observations by looking at the growing phenomenon, that the use of social networking media is currently mostly only used by students to be limited to sending messages with friends, playing games (games), and buying goods online. The use of social networking media is currently still not utilized as a learning medium by students. The conclusion of this research is that media in the learning process is an inseparable part of the teaching and learning process in order to achieve an educational goal in general and learning objectives. Strategies to be able to find learning media. The right and appropriate in the learning process can be done by making considerations in the selection of social media. Therefore, the limitation of this study is that researchers only conducted research on the role of the Discovery Learning strategy in Islamic cultural history lessons, researchers hope that future researchers can conduct research on the Discovery Learning strategy by developing this strategy in other subjects.

#trial: clinical research in the age of social media

This study examined changes in social media use among adults with past-year treatment for substance use disorder (SUD) in New England, focusing on the prevalence of such changes, reasons for modifying social media habits, perceived success, and factors associated with attempts to change social media use. Participants [N = 255; 45% female, 85% white, mean age = 41.4 (9.6)] recently treated for SUD completed an online survey. The survey gathered demographics, SUD histories, and social media use data. We report descriptive statistics and logistic regression models testing relationships between attempts to change social media use while in treatment and individual factors. Overall, 62% of respondents reduced or stopped social media use during SUD treatment. A substantial minority (34%) viewed their attempts as unsuccessful or neutral. Logistic regressions indicated that having alcohol as one's drug of choice and having previously sought drugs on social media were both positively associated with attempting to reduce or quit social media. People who reported being motivated to avoid social media to reduce drug/alcohol triggers also reported being more successful in changing their social media use. Many individuals in SUD treatment actively limit social media to reduce exposure to substance-related triggers, yet success varies. Future research should explore how digital environments might be reshaped to support treatment goals, balancing the risk of exposure to substance use content with the potential benefits of online resources.

The increasing prevalence of social media has given rise to the Fear of Missing Out (FoMO) phenomenon, characterized by an acute awareness of the rewarding experiences others might be enjoying. FoMO is hypothesized to affect various aspects of individuals' lives, including their psychological well-being and academic performance. This study explores these relationships among university students, a demographic particularly vulnerable to social media influences. To examine the relationships between FoMO, social media use, psychological well-being (as measured by life satisfaction), and academic performance (as measured by GPA) among university students and determine the mediating roles of FoMO and social media use. A quantitative, correlational design was employed, collecting data from 521 university students through a cross-sectional survey. Participants completed the Fear of Missing Out Scale (FoMO), the Satisfaction with Life Scale (SWLS), and self-reported GPA. Social media use was assessed via a customized questionnaire. Data were analyzed using SPSS, employing correlation analysis, multiple regression, and mediation analysis. Findings indicated a strong positive association between FoMO and social media use (R 2 = 0.633, p < 0.001), suggesting that higher levels of FoMO lead to increased social media engagement (B = 0.834, p < 0.001). Contrary to expectations, FoMO was positively rather than negatively correlated with life satisfaction (R 2 = 0.064, p < 0.001, B = 0.158). Additionally, a strong positive correlation was observed between social media use and academic performance (Spearman's rho = 0.765, p < 0.001). Mediation analyses revealed that FoMO does not significantly mediate the relationship between social media use and life satisfaction, as the indirect effect was not statistically significant (B = 0.0785, 95% CI: -0.0164 to 0.1467). Similarly, the non-significant indirect effect indicated that social media use did not mediate the relationship between FoMO and academic performance (B = 0.005, 95% CI: -0.0045 to 0.0146). Moderation analyses showed that FoMO moderates the relationship between social media use and life satisfaction, where social media use hurt life satisfaction at low levels of FoMO (B = -0.1713, p = 0.0001) but had a positive effect at high levels of FoMO (B = 0.2848, p < 0.0001). This suggests that individuals with high FoMO may derive psychological benefits from social media use. Additionally, results indicated that social media use moderates the relationship between FoMO and academic performance, where FoMO had a significant adverse effect on GPA at low social media use (B = -0.030, p < 0.0001). Still, this effect became non-significant at high levels of social media use (B = 0.0097, p = 0.1028). Finally, life satisfaction moderates the relationship between FoMO and social media use, with higher life satisfaction strengthening the positive association between FoMO and social media use (B = 0.9277, p < 0.0001). These findings highlight the complex interplay between FoMO, social media use, life satisfaction, and academic performance. While FoMO increases social media engagement, its positive association with life satisfaction contradicts theoretical expectations. These results underscore the importance of considering psychological and social factors when evaluating the impact of social media use among university students.

Cyberbullying involves aggressive behaviors or threats through digital platforms. Youth who are victims of cyberbullying are at risk for a wide range of emotional and behavioral problems. Given the growing role of social media in adolescent life, understanding its relation to cyberbullying is crucial for prevention and policy. Although numerous studies suggest that social media use predicts cyberbullying victimization, methodological shortcomings limit their ability to infer the etiological role of social media use in cyberbullying victimization at the individual level—an issue this study addresses. A sample from two birth cohorts of children (n = 781, 53.4% girls) in Trondheim, Norway, was assessed biennially through interviews and questionnaires from age 12 to 18. Social media use and cyberbullying were related at the between-person level (i.e., those who use social media more than others were more likely to experience cyberbullying than others). However, within-person increases in self- or other-oriented social media use did not predict future within-person changes in cyberbullying victimization. The vast majority of former studies, which have not explored within-person changes, may have overestimated and overinterpreted the role of social media use in cyberbullying victimization. Efforts to reduce cyberbullying victimization by decreasing individual social media use may have limited effectiveness.

Social media use has become pervasive in the lives of emerging adults. Although social media may provide individuals with positive opportunities for communication and learning, social media sites also may provide an outlet for youth conduct problems, such as bullying, harassment, and intentional hostility and aggression toward others. Yet, the relationship between social media use and conduct problems remains unclear. This study investigated the association between conduct disorder (CD) symptoms before age 15 and social media use during emerging adulthood in a large, nationally representative sample. Concurrent associations between antisocial personality disorder (ASPD) symptoms and social media use in emerging adults also were examined. Data for this study were based on 567 emerging adults (50.2 percent female; Mage = 20.0 years). Self-report questionnaires were completed online. Results suggested that more childhood CD symptoms were significantly associated with greater daily social media use during emerging adulthood, and that more daily social media use was significantly associated with current ASPD symptoms. Possible directional and cyclical explanations for these findings are explored. Given the pervasiveness of social media in the lives of emerging adults, these results underscore the importance of considering nuanced methods for using social media sites to encourage positive social interactions and to displace the promotion of conduct problems.

BackgroundeHealth and social media could be of particular benefit to adults with hearing impairment, but it is unknown whether their use of smart devices, apps, and social media is similar to that of the general population.ObjectiveOur aim is to study whether adults with normal hearing and those with impaired hearing differ in their weekly use of smart devices, apps, and social media; reasons for using social media; and benefits from using social media.MethodsWe used data from a Dutch cohort, the National Longitudinal Study on Hearing. Data were collected from September 2016 to April 2020 using a web-based questionnaire and speech-in-noise test. The results from this test were used to categorize normal hearing and hearing impairment. Outcomes were compared using (multiple) logistic regression models.ResultsAdults with impaired hearing (n=384) did not differ from normal hearing adults (n=341) in their use of a smartphone or tablet. They were less likely to make use of social media apps on a smartphone, tablet, or smartwatch (age-adjusted odds ratio [OR] 0.67, 95% CI 0.48-0.92; P=.02). Use of social media on all devices and use of other apps did not differ. Adults with hearing impairment were more likely to agree with using social media to stay in touch with family members (OR 1.54, 95% CI 1.16-2.07; P=.003) and friends (age-adjusted OR 1.35, 95% CI 1.01-1.81; P=.046). Furthermore, they were more likely to agree with using social media to perform their work (age-adjusted OR 1.51, 95% CI 1.04-2.18; P=.03). There were no differences in the experienced benefits from social media.ConclusionsThe potential for eHealth is confirmed because adults with hearing impairment are not less likely to use smart devices than their normal hearing peers. Adults with hearing impairment are less likely to use social media apps on a smart device but not less likely to use social media on all types of internet-connected devices. This warrants further research on the types of social media platforms that adults with hearing impairment use and on the type of device on which they prefer to use social media. Given that participants with hearing impairment are more likely than their normal hearing peers to use social media to perform their work, use of social media may be seen as an opportunity to enhance vocational rehabilitation services for persons with hearing impairment.

PurposeThis study aims to investigate the effect of social media use on healthcare workers’ psychological safety and task performance and the moderating role of perceived respect from patients during public health crises.Design/methodology/approachTo test the proposed moderated mediation model, a survey was conducted in 12 Chinese medical institutions. A total of 637 valid questionnaires were collected for data analysis.FindingsThe results revealed that psychological safety mediated the relationships between task-related social media (TSM) use and social-related social media (SSM) use and task performance. In addition, perceived respect from patients moderated the relationship between TSM use and psychological safety, as well as the indirect relationship between TSM use and task performance through psychological safety.Originality/valueThis study sheds new light on understanding how different types of social media use influence task performance in the context of public health crises. Furthermore, this study considers the interactions of healthcare workers with colleagues and patients and examines the potential synergistic effects of these interactions on healthcare workers’ psychological state and task performance.

Although the educational potential of social media has been widely acknowledged, it remains unclear whether social media use might present opportunities for the development of math identity. This study drew on the socialization framework of math identity to examine the relationships between social media use for math learning, bicultural identity integration, ethnic‐math beliefs and math identity among ethnic minority high school students in China. Structural equation modelling results showed that (a) social media use was positively related to math identity; (b) high bicultural identity integration was positively associated with math identity, while biased ethnic‐math beliefs were negatively related to math identity and (c) social media use suppressed the socialization process of math identity, weakening the maladaptive roles of low bicultural identity integration and biased ethnic‐math beliefs in shaping math identity. Our findings highlight the beneficial role of social media use in student math learning. Theoretical and practical implications are discussed. Practitioner notesWhat is already known about this topic Social media use for learning is associated with students' academic motivation, engagement and academic achievement. Social media use may have affordances for identity development, especially for ethnic minorities. The formation of ethnic minority students' math identity is intertwined with their math and ethnic socialization. What this paper adds Social media use for math learning was directly and positively related to ethnic minorities' math identity. This study quantitatively confirmed the associations of bicultural identity integration and ethnic‐math beliefs with math identity. Social media use suppressed the relations of bicultural identity integration and ethnic‐math beliefs with math identity. Implications for practice and/or policy Promoting social media use for math learning benefits ethnic minority students' math identity. Social media use for math learning could alleviate the maladaptive role of low bicultural identity integration and biased ethnic‐math beliefs in math identity development. Ethnic minority students' math identity socialization processes merit attention.